2021-04-14 22:20:54,123 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-14 22:20:54,127 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_repvgg_a2'), ('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://127.0.0.1:38037', 'modifications': ['model.name=cifar100_repvgg_a2'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/repvgg_a2'), 'world_size': 1} 2021-04-14 22:20:54,547 INFO : Model details: n_params=26.94M, flops=1850.22M. 2021-04-14 22:21:00,737 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 22:21:08,010 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.57ms, fps=352 images/s, loss=5.2713, top1-acc=1.13%, top5-acc=6.25%, remaining_time=0:02:15.263106, arrival_time=2021-04-14 22:23:23.273009, cost_time=0:00:07.272213 2021-04-14 22:21:14,395 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=5.0138, top1-acc=1.19%, top5-acc=6.41%, remaining_time=0:02:00.186704, arrival_time=2021-04-14 22:23:14.581763, cost_time=0:00:13.657573 2021-04-14 22:21:20,792 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=2.30ms, fps=400 images/s, loss=4.8738, top1-acc=1.54%, top5-acc=7.21%, remaining_time=0:01:50.968344, arrival_time=2021-04-14 22:23:11.760372, cost_time=0:00:20.054520 2021-04-14 22:21:27,191 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=4.7742, top1-acc=1.91%, top5-acc=8.74%, remaining_time=0:01:43.168884, arrival_time=2021-04-14 22:23:10.359920, cost_time=0:00:26.453548 2021-04-14 22:21:33,594 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=4.6934, top1-acc=2.22%, top5-acc=10.20%, remaining_time=0:01:35.942148, arrival_time=2021-04-14 22:23:09.536578, cost_time=0:00:32.856924 2021-04-14 22:21:40,004 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=4.6154, top1-acc=2.63%, top5-acc=11.77%, remaining_time=0:01:29.004520, arrival_time=2021-04-14 22:23:09.008723, cost_time=0:00:39.266713 2021-04-14 22:21:46,413 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=4.5487, top1-acc=3.00%, top5-acc=13.16%, remaining_time=0:01:22.216260, arrival_time=2021-04-14 22:23:08.629616, cost_time=0:00:45.675700 2021-04-14 22:21:52,812 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=4.4904, top1-acc=3.34%, top5-acc=14.42%, remaining_time=0:01:15.509504, arrival_time=2021-04-14 22:23:08.322431, cost_time=0:00:52.075497 2021-04-14 22:21:59,219 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=4.4420, top1-acc=3.59%, top5-acc=15.41%, remaining_time=0:01:08.878694, arrival_time=2021-04-14 22:23:08.098070, cost_time=0:00:58.481876 2021-04-14 22:22:05,627 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=4.3973, top1-acc=4.00%, top5-acc=16.53%, remaining_time=0:01:02.294880, arrival_time=2021-04-14 22:23:07.922774, cost_time=0:01:04.890467 2021-04-14 22:22:12,043 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=4.3583, top1-acc=4.35%, top5-acc=17.55%, remaining_time=0:00:55.748210, arrival_time=2021-04-14 22:23:07.791567, cost_time=0:01:11.305858 2021-04-14 22:22:18,460 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=4.3206, top1-acc=4.73%, top5-acc=18.44%, remaining_time=0:00:49.224516, arrival_time=2021-04-14 22:23:07.684871, cost_time=0:01:17.722931 2021-04-14 22:22:24,872 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=4.2860, top1-acc=5.16%, top5-acc=19.41%, remaining_time=0:00:42.714738, arrival_time=2021-04-14 22:23:07.587350, cost_time=0:01:24.135086 2021-04-14 22:22:31,284 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=4.2563, top1-acc=5.45%, top5-acc=20.27%, remaining_time=0:00:36.218952, arrival_time=2021-04-14 22:23:07.503777, cost_time=0:01:30.547389 2021-04-14 22:22:37,696 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=4.2241, top1-acc=5.82%, top5-acc=21.18%, remaining_time=0:00:29.734078, arrival_time=2021-04-14 22:23:07.430403, cost_time=0:01:36.958909 2021-04-14 22:22:44,120 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=4.1956, top1-acc=6.12%, top5-acc=21.95%, remaining_time=0:00:23.261112, arrival_time=2021-04-14 22:23:07.381259, cost_time=0:01:43.382654 2021-04-14 22:22:50,542 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=4.1688, top1-acc=6.42%, top5-acc=22.65%, remaining_time=0:00:16.793712, arrival_time=2021-04-14 22:23:07.336241, cost_time=0:01:49.805087 2021-04-14 22:22:56,952 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=4.1471, top1-acc=6.73%, top5-acc=23.22%, remaining_time=0:00:10.330176, arrival_time=2021-04-14 22:23:07.282130, cost_time=0:01:56.214521 2021-04-14 22:23:03,358 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=4.1244, top1-acc=6.98%, top5-acc=23.85%, remaining_time=0:00:03.872238, arrival_time=2021-04-14 22:23:07.230572, cost_time=0:02:02.620802 2021-04-14 22:23:06,765 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.27ms, fps=399 images/s, loss=4.1120, top1-acc=7.13%, top5-acc=24.13%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:06.765166, cost_time=0:02:06.027595 2021-04-14 22:23:09,339 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.63ms, fps=996 images/s, loss=3.7388, top1-acc=12.19%, top5-acc=34.10%, remaining_time=0:00:07.709970, arrival_time=2021-04-14 22:23:17.048809, cost_time=0:00:02.569991 2021-04-14 22:23:11,545 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.64ms, fps=1161 images/s, loss=3.7238, top1-acc=12.54%, top5-acc=35.25%, remaining_time=0:00:04.776240, arrival_time=2021-04-14 22:23:16.321252, cost_time=0:00:04.776239 2021-04-14 22:23:13,756 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.48ms, fps=1158 images/s, loss=3.7180, top1-acc=12.07%, top5-acc=34.97%, remaining_time=0:00:02.329270, arrival_time=2021-04-14 22:23:16.085869, cost_time=0:00:06.987797 2021-04-14 22:23:15,768 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=1.39ms, fps=1153 images/s, loss=3.7309, top1-acc=12.01%, top5-acc=34.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:15.768802, cost_time=0:00:09.000062 2021-04-14 22:23:16,582 INFO : Epoch=0001 complete, best val top1-acc=12.01%, top5-acc=34.64% (epoch=1), remaining_time=7:30:33.320568, arrival_time=2021-04-15 05:53:49.902677, cost_time=0:02:15.845832 2021-04-14 22:23:16,583 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 22:23:23,161 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.43ms, fps=389 images/s, loss=3.6975, top1-acc=11.99%, top5-acc=35.27%, remaining_time=0:02:02.339268, arrival_time=2021-04-14 22:25:25.500781, cost_time=0:00:06.577385 2021-04-14 22:23:29,575 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=3.6741, top1-acc=12.27%, top5-acc=36.23%, remaining_time=0:01:54.321504, arrival_time=2021-04-14 22:25:23.896686, cost_time=0:00:12.991070 2021-04-14 22:23:35,985 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=3.6402, top1-acc=12.60%, top5-acc=37.28%, remaining_time=0:01:47.351868, arrival_time=2021-04-14 22:25:23.336927, cost_time=0:00:19.400946 2021-04-14 22:23:42,391 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=3.6374, top1-acc=12.71%, top5-acc=37.49%, remaining_time=0:01:40.650264, arrival_time=2021-04-14 22:25:23.042089, cost_time=0:00:25.807778 2021-04-14 22:23:48,812 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=3.6149, top1-acc=13.09%, top5-acc=38.23%, remaining_time=0:01:34.107512, arrival_time=2021-04-14 22:25:22.920201, cost_time=0:00:32.228578 2021-04-14 22:23:55,230 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=3.5956, top1-acc=13.59%, top5-acc=38.91%, remaining_time=0:01:27.598688, arrival_time=2021-04-14 22:25:22.829209, cost_time=0:00:38.646479 2021-04-14 22:24:01,650 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=3.5857, top1-acc=13.79%, top5-acc=39.16%, remaining_time=0:01:21.119556, arrival_time=2021-04-14 22:25:22.770050, cost_time=0:00:45.066451 2021-04-14 22:24:08,066 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=3.5678, top1-acc=14.09%, top5-acc=39.74%, remaining_time=0:01:14.649364, arrival_time=2021-04-14 22:25:22.715709, cost_time=0:00:51.482301 2021-04-14 22:24:14,481 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=3.5550, top1-acc=14.38%, top5-acc=40.12%, remaining_time=0:01:08.190648, arrival_time=2021-04-14 22:25:22.672518, cost_time=0:00:57.897755 2021-04-14 22:24:20,900 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=3.5394, top1-acc=14.64%, top5-acc=40.52%, remaining_time=0:01:01.744128, arrival_time=2021-04-14 22:25:22.644951, cost_time=0:01:04.316792 2021-04-14 22:24:27,322 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=3.5251, top1-acc=14.92%, top5-acc=40.92%, remaining_time=0:00:55.304450, arrival_time=2021-04-14 22:25:22.626741, cost_time=0:01:10.738248 2021-04-14 22:24:33,738 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=3.5145, top1-acc=15.08%, top5-acc=41.23%, remaining_time=0:00:48.864428, arrival_time=2021-04-14 22:25:22.602824, cost_time=0:01:17.154315 2021-04-14 22:24:40,151 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=3.5012, top1-acc=15.36%, top5-acc=41.61%, remaining_time=0:00:42.426582, arrival_time=2021-04-14 22:25:22.578103, cost_time=0:01:23.567472 2021-04-14 22:24:46,562 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=3.4884, top1-acc=15.55%, top5-acc=42.05%, remaining_time=0:00:35.991368, arrival_time=2021-04-14 22:25:22.553922, cost_time=0:01:29.978431 2021-04-14 22:24:52,971 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=3.4734, top1-acc=15.77%, top5-acc=42.52%, remaining_time=0:00:29.558680, arrival_time=2021-04-14 22:25:22.529770, cost_time=0:01:36.387048 2021-04-14 22:24:59,384 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=3.4568, top1-acc=15.99%, top5-acc=43.03%, remaining_time=0:00:23.130000, arrival_time=2021-04-14 22:25:22.514073, cost_time=0:01:42.800029 2021-04-14 22:25:05,797 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=3.4445, top1-acc=16.26%, top5-acc=43.41%, remaining_time=0:00:16.703258, arrival_time=2021-04-14 22:25:22.500951, cost_time=0:01:49.213653 2021-04-14 22:25:12,228 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.41ms, fps=398 images/s, loss=3.4311, top1-acc=16.54%, top5-acc=43.78%, remaining_time=0:00:10.279472, arrival_time=2021-04-14 22:25:22.507536, cost_time=0:01:55.644023 2021-04-14 22:25:18,644 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.74ms, fps=399 images/s, loss=3.4150, top1-acc=16.82%, top5-acc=44.20%, remaining_time=0:00:03.854538, arrival_time=2021-04-14 22:25:22.498952, cost_time=0:02:02.060369 2021-04-14 22:25:22,048 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=3.4067, top1-acc=16.97%, top5-acc=44.38%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:22.048395, cost_time=0:02:05.464300 2021-04-14 22:25:24,377 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.42ms, fps=1100 images/s, loss=3.4827, top1-acc=17.85%, top5-acc=45.66%, remaining_time=0:00:06.980880, arrival_time=2021-04-14 22:25:31.358148, cost_time=0:00:02.326959 2021-04-14 22:25:26,588 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.00ms, fps=1158 images/s, loss=3.4719, top1-acc=17.58%, top5-acc=45.12%, remaining_time=0:00:04.538280, arrival_time=2021-04-14 22:25:31.126867, cost_time=0:00:04.538275 2021-04-14 22:25:28,797 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.46ms, fps=1159 images/s, loss=3.4590, top1-acc=17.80%, top5-acc=45.53%, remaining_time=0:00:02.249060, arrival_time=2021-04-14 22:25:31.046552, cost_time=0:00:06.747181 2021-04-14 22:25:30,805 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=1.48ms, fps=1155 images/s, loss=3.4455, top1-acc=17.64%, top5-acc=45.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:30.805954, cost_time=0:00:08.755674 2021-04-14 22:25:33,643 INFO : Epoch=0002 complete, best val top1-acc=17.64%, top5-acc=45.40% (epoch=2), remaining_time=7:30:17.826264, arrival_time=2021-04-15 05:55:51.469864, cost_time=0:04:32.907336 2021-04-14 22:25:33,644 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 22:25:40,320 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.39ms, fps=383 images/s, loss=3.1606, top1-acc=21.29%, top5-acc=50.27%, remaining_time=0:02:04.166160, arrival_time=2021-04-14 22:27:44.486707, cost_time=0:00:06.675601 2021-04-14 22:25:46,732 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=3.1242, top1-acc=21.68%, top5-acc=51.64%, remaining_time=0:01:55.167360, arrival_time=2021-04-14 22:27:41.899498, cost_time=0:00:13.087201 2021-04-14 22:25:53,142 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=3.0888, top1-acc=22.51%, top5-acc=52.45%, remaining_time=0:01:47.884562, arrival_time=2021-04-14 22:27:41.026777, cost_time=0:00:19.497221 2021-04-14 22:25:59,555 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=3.0724, top1-acc=23.03%, top5-acc=53.22%, remaining_time=0:01:41.051964, arrival_time=2021-04-14 22:27:40.607672, cost_time=0:00:25.910770 2021-04-14 22:26:05,970 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=3.0661, top1-acc=23.09%, top5-acc=53.52%, remaining_time=0:01:34.390168, arrival_time=2021-04-14 22:27:40.360655, cost_time=0:00:32.325379 2021-04-14 22:26:12,388 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=3.0568, top1-acc=23.19%, top5-acc=53.77%, remaining_time=0:01:27.817376, arrival_time=2021-04-14 22:27:40.205364, cost_time=0:00:38.742976 2021-04-14 22:26:18,804 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=3.0482, top1-acc=23.38%, top5-acc=54.04%, remaining_time=0:01:21.287640, arrival_time=2021-04-14 22:27:40.092456, cost_time=0:00:45.159813 2021-04-14 22:26:25,213 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=3.0400, top1-acc=23.49%, top5-acc=54.14%, remaining_time=0:01:14.774760, arrival_time=2021-04-14 22:27:39.988465, cost_time=0:00:51.568778 2021-04-14 22:26:31,632 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.99ms, fps=399 images/s, loss=3.0291, top1-acc=23.69%, top5-acc=54.53%, remaining_time=0:01:08.296224, arrival_time=2021-04-14 22:27:39.928609, cost_time=0:00:57.987379 2021-04-14 22:26:38,045 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=3.0210, top1-acc=23.89%, top5-acc=54.77%, remaining_time=0:01:01.824096, arrival_time=2021-04-14 22:27:39.869078, cost_time=0:01:04.400051 2021-04-14 22:26:44,457 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=3.0159, top1-acc=24.03%, top5-acc=54.98%, remaining_time=0:00:55.362758, arrival_time=2021-04-14 22:27:39.820508, cost_time=0:01:10.812812 2021-04-14 22:26:50,870 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.77ms, fps=399 images/s, loss=3.0035, top1-acc=24.30%, top5-acc=55.22%, remaining_time=0:00:48.909344, arrival_time=2021-04-14 22:27:39.779691, cost_time=0:01:17.225273 2021-04-14 22:26:57,285 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=2.9960, top1-acc=24.41%, top5-acc=55.37%, remaining_time=0:00:42.463740, arrival_time=2021-04-14 22:27:39.749417, cost_time=0:01:23.640736 2021-04-14 22:27:03,695 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=2.9847, top1-acc=24.67%, top5-acc=55.73%, remaining_time=0:00:36.020208, arrival_time=2021-04-14 22:27:39.715635, cost_time=0:01:30.050495 2021-04-14 22:27:10,107 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=2.9736, top1-acc=25.00%, top5-acc=56.05%, remaining_time=0:00:29.581726, arrival_time=2021-04-14 22:27:39.688782, cost_time=0:01:36.462118 2021-04-14 22:27:16,527 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=2.9607, top1-acc=25.26%, top5-acc=56.42%, remaining_time=0:00:23.148576, arrival_time=2021-04-14 22:27:39.676060, cost_time=0:01:42.882552 2021-04-14 22:27:22,951 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=2.9501, top1-acc=25.47%, top5-acc=56.64%, remaining_time=0:00:16.717480, arrival_time=2021-04-14 22:27:39.669065, cost_time=0:01:49.306543 2021-04-14 22:27:29,365 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=2.9415, top1-acc=25.68%, top5-acc=56.92%, remaining_time=0:00:10.286240, arrival_time=2021-04-14 22:27:39.651440, cost_time=0:01:55.720198 2021-04-14 22:27:35,777 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=2.9277, top1-acc=25.96%, top5-acc=57.20%, remaining_time=0:00:03.856818, arrival_time=2021-04-14 22:27:39.634430, cost_time=0:02:02.132609 2021-04-14 22:27:39,185 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.27ms, fps=399 images/s, loss=2.9225, top1-acc=26.17%, top5-acc=57.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:39.185385, cost_time=0:02:05.540459 2021-04-14 22:27:41,509 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.40ms, fps=1102 images/s, loss=3.1040, top1-acc=24.10%, top5-acc=53.87%, remaining_time=0:00:06.968070, arrival_time=2021-04-14 22:27:48.477975, cost_time=0:00:02.322689 2021-04-14 22:27:43,720 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.29ms, fps=1158 images/s, loss=3.1344, top1-acc=23.24%, top5-acc=53.42%, remaining_time=0:00:04.532920, arrival_time=2021-04-14 22:27:48.253045, cost_time=0:00:04.532917 2021-04-14 22:27:45,929 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.48ms, fps=1159 images/s, loss=3.1482, top1-acc=23.39%, top5-acc=52.72%, remaining_time=0:00:02.247400, arrival_time=2021-04-14 22:27:48.176884, cost_time=0:00:06.742206 2021-04-14 22:27:47,940 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=1.37ms, fps=1154 images/s, loss=3.1077, top1-acc=23.33%, top5-acc=53.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:47.940890, cost_time=0:00:08.753667 2021-04-14 22:27:50,663 INFO : Epoch=0003 complete, best val top1-acc=23.33%, top5-acc=53.15% (epoch=3), remaining_time=7:28:38.534479, arrival_time=2021-04-15 05:56:29.197693, cost_time=0:06:49.926920 2021-04-14 22:27:50,664 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 22:27:57,279 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.89ms, fps=387 images/s, loss=2.7113, top1-acc=32.11%, top5-acc=63.12%, remaining_time=0:02:03.032118, arrival_time=2021-04-14 22:30:00.311600, cost_time=0:00:06.614633 2021-04-14 22:28:03,697 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=2.6636, top1-acc=31.80%, top5-acc=64.10%, remaining_time=0:01:54.683536, arrival_time=2021-04-14 22:29:58.380658, cost_time=0:00:13.032225 2021-04-14 22:28:10,106 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=2.6223, top1-acc=32.64%, top5-acc=65.04%, remaining_time=0:01:47.577296, arrival_time=2021-04-14 22:29:57.683752, cost_time=0:00:19.441676 2021-04-14 22:28:16,543 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.43ms, fps=398 images/s, loss=2.6237, top1-acc=32.56%, top5-acc=64.75%, remaining_time=0:01:40.927164, arrival_time=2021-04-14 22:29:57.470760, cost_time=0:00:25.878762 2021-04-14 22:28:22,955 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=2.6067, top1-acc=32.59%, top5-acc=65.30%, remaining_time=0:01:34.289428, arrival_time=2021-04-14 22:29:57.245103, cost_time=0:00:32.290900 2021-04-14 22:28:29,365 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=2.5909, top1-acc=32.91%, top5-acc=65.66%, remaining_time=0:01:27.721496, arrival_time=2021-04-14 22:29:57.086933, cost_time=0:00:38.700668 2021-04-14 22:28:35,774 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=2.5800, top1-acc=33.12%, top5-acc=65.91%, remaining_time=0:01:21.196668, arrival_time=2021-04-14 22:29:56.970765, cost_time=0:00:45.109286 2021-04-14 22:28:42,194 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.20ms, fps=399 images/s, loss=2.5738, top1-acc=33.15%, top5-acc=66.03%, remaining_time=0:01:14.717920, arrival_time=2021-04-14 22:29:56.912399, cost_time=0:00:51.529633 2021-04-14 22:28:48,604 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=2.5644, top1-acc=33.23%, top5-acc=66.21%, remaining_time=0:01:08.240468, arrival_time=2021-04-14 22:29:56.845239, cost_time=0:00:57.939992 2021-04-14 22:28:55,024 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=2.5647, top1-acc=33.21%, top5-acc=66.31%, remaining_time=0:01:01.785696, arrival_time=2021-04-14 22:29:56.810533, cost_time=0:01:04.360068 2021-04-14 22:29:01,438 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=2.5558, top1-acc=33.44%, top5-acc=66.54%, remaining_time=0:00:55.332486, arrival_time=2021-04-14 22:29:56.771347, cost_time=0:01:10.774094 2021-04-14 22:29:07,849 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.61ms, fps=399 images/s, loss=2.5434, top1-acc=33.68%, top5-acc=66.85%, remaining_time=0:00:48.883884, arrival_time=2021-04-14 22:29:56.733701, cost_time=0:01:17.185025 2021-04-14 22:29:14,271 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=2.5413, top1-acc=33.81%, top5-acc=66.84%, remaining_time=0:00:42.446580, arrival_time=2021-04-14 22:29:56.718401, cost_time=0:01:23.606908 2021-04-14 22:29:20,679 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=2.5324, top1-acc=34.05%, top5-acc=67.06%, remaining_time=0:00:36.005928, arrival_time=2021-04-14 22:29:56.685523, cost_time=0:01:30.014823 2021-04-14 22:29:27,088 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=2.5221, top1-acc=34.26%, top5-acc=67.26%, remaining_time=0:00:29.569812, arrival_time=2021-04-14 22:29:56.657942, cost_time=0:01:36.423341 2021-04-14 22:29:33,499 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=2.5092, top1-acc=34.57%, top5-acc=67.49%, remaining_time=0:00:23.137776, arrival_time=2021-04-14 22:29:56.637086, cost_time=0:01:42.834483 2021-04-14 22:29:39,920 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=2.5014, top1-acc=34.67%, top5-acc=67.65%, remaining_time=0:00:16.709680, arrival_time=2021-04-14 22:29:56.630204, cost_time=0:01:49.255603 2021-04-14 22:29:46,343 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.38ms, fps=399 images/s, loss=2.4921, top1-acc=34.82%, top5-acc=67.79%, remaining_time=0:00:10.282560, arrival_time=2021-04-14 22:29:56.626133, cost_time=0:01:55.678734 2021-04-14 22:29:52,757 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.25ms, fps=399 images/s, loss=2.4811, top1-acc=35.12%, top5-acc=68.00%, remaining_time=0:00:03.855570, arrival_time=2021-04-14 22:29:56.613443, cost_time=0:02:02.093094 2021-04-14 22:29:56,165 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.23ms, fps=399 images/s, loss=2.4772, top1-acc=35.20%, top5-acc=68.05%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:56.165625, cost_time=0:02:05.500813 2021-04-14 22:29:58,486 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.49ms, fps=1104 images/s, loss=2.4742, top1-acc=34.96%, top5-acc=68.63%, remaining_time=0:00:06.955110, arrival_time=2021-04-14 22:30:05.441790, cost_time=0:00:02.318369 2021-04-14 22:30:00,701 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.75ms, fps=1156 images/s, loss=2.4966, top1-acc=34.73%, top5-acc=68.18%, remaining_time=0:00:04.533060, arrival_time=2021-04-14 22:30:05.234316, cost_time=0:00:04.533061 2021-04-14 22:30:02,909 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.31ms, fps=1159 images/s, loss=2.5044, top1-acc=34.61%, top5-acc=67.80%, remaining_time=0:00:02.247160, arrival_time=2021-04-14 22:30:05.156838, cost_time=0:00:06.741487 2021-04-14 22:30:04,914 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=1.30ms, fps=1157 images/s, loss=2.4882, top1-acc=34.58%, top5-acc=68.05%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:04.914478, cost_time=0:00:08.746304 2021-04-14 22:30:07,661 INFO : Epoch=0004 complete, best val top1-acc=34.58%, top5-acc=68.05% (epoch=4), remaining_time=7:26:39.309320, arrival_time=2021-04-15 05:56:46.970266, cost_time=0:09:06.924680 2021-04-14 22:30:07,662 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 22:30:14,248 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.49ms, fps=389 images/s, loss=2.1924, top1-acc=40.00%, top5-acc=73.55%, remaining_time=0:02:02.507226, arrival_time=2021-04-14 22:32:16.756067, cost_time=0:00:06.586408 2021-04-14 22:30:20,666 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.65ms, fps=399 images/s, loss=2.2066, top1-acc=40.27%, top5-acc=74.04%, remaining_time=0:01:54.436432, arrival_time=2021-04-14 22:32:15.103019, cost_time=0:00:13.004138 2021-04-14 22:30:27,076 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=2.1890, top1-acc=40.86%, top5-acc=74.56%, remaining_time=0:01:47.427066, arrival_time=2021-04-14 22:32:14.503956, cost_time=0:00:19.414534 2021-04-14 22:30:33,498 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=2.1806, top1-acc=41.17%, top5-acc=74.71%, remaining_time=0:01:40.761492, arrival_time=2021-04-14 22:32:14.260246, cost_time=0:00:25.836261 2021-04-14 22:30:39,913 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=2.1786, top1-acc=41.12%, top5-acc=74.59%, remaining_time=0:01:34.172482, arrival_time=2021-04-14 22:32:14.085720, cost_time=0:00:32.250871 2021-04-14 22:30:46,321 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=2.1810, top1-acc=41.20%, top5-acc=74.51%, remaining_time=0:01:27.627792, arrival_time=2021-04-14 22:32:13.949448, cost_time=0:00:38.659296 2021-04-14 22:30:52,727 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=2.1750, top1-acc=41.37%, top5-acc=74.58%, remaining_time=0:01:21.117162, arrival_time=2021-04-14 22:32:13.844692, cost_time=0:00:45.065120 2021-04-14 22:30:59,153 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.37ms, fps=398 images/s, loss=2.1622, top1-acc=41.67%, top5-acc=74.81%, remaining_time=0:01:14.662356, arrival_time=2021-04-14 22:32:13.816100, cost_time=0:00:51.491316 2021-04-14 22:31:05,573 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=2.1580, top1-acc=41.77%, top5-acc=74.98%, remaining_time=0:01:08.206654, arrival_time=2021-04-14 22:32:13.780348, cost_time=0:00:57.911332 2021-04-14 22:31:11,991 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=2.1429, top1-acc=42.16%, top5-acc=75.26%, remaining_time=0:01:01.755648, arrival_time=2021-04-14 22:32:13.746849, cost_time=0:01:04.328805 2021-04-14 22:31:18,402 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=2.1427, top1-acc=42.19%, top5-acc=75.28%, remaining_time=0:00:55.306170, arrival_time=2021-04-14 22:32:13.708980, cost_time=0:01:10.740460 2021-04-14 22:31:24,828 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=2.53ms, fps=398 images/s, loss=2.1412, top1-acc=42.20%, top5-acc=75.31%, remaining_time=0:00:48.871496, arrival_time=2021-04-14 22:32:13.699504, cost_time=0:01:17.165550 2021-04-14 22:31:31,239 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=2.1346, top1-acc=42.46%, top5-acc=75.41%, remaining_time=0:00:42.431268, arrival_time=2021-04-14 22:32:13.670395, cost_time=0:01:23.576705 2021-04-14 22:31:37,656 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=2.98ms, fps=399 images/s, loss=2.1292, top1-acc=42.53%, top5-acc=75.51%, remaining_time=0:00:35.997584, arrival_time=2021-04-14 22:32:13.653878, cost_time=0:01:29.993908 2021-04-14 22:31:44,068 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=2.1248, top1-acc=42.63%, top5-acc=75.59%, remaining_time=0:00:29.564614, arrival_time=2021-04-14 22:32:13.633429, cost_time=0:01:36.406378 2021-04-14 22:31:50,488 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=2.1160, top1-acc=42.86%, top5-acc=75.74%, remaining_time=0:00:23.135976, arrival_time=2021-04-14 22:32:13.624845, cost_time=0:01:42.826495 2021-04-14 22:31:56,911 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.86ms, fps=399 images/s, loss=2.1081, top1-acc=42.97%, top5-acc=75.87%, remaining_time=0:00:16.708692, arrival_time=2021-04-14 22:32:13.620133, cost_time=0:01:49.249093 2021-04-14 22:32:03,325 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=2.1021, top1-acc=43.10%, top5-acc=75.95%, remaining_time=0:00:10.281168, arrival_time=2021-04-14 22:32:13.606600, cost_time=0:01:55.663077 2021-04-14 22:32:09,739 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=2.0935, top1-acc=43.36%, top5-acc=76.13%, remaining_time=0:00:03.855072, arrival_time=2021-04-14 22:32:13.594713, cost_time=0:02:02.077217 2021-04-14 22:32:13,141 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=2.0889, top1-acc=43.47%, top5-acc=76.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:13.141718, cost_time=0:02:05.479359 2021-04-14 22:32:15,466 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.35ms, fps=1102 images/s, loss=2.2781, top1-acc=38.32%, top5-acc=73.16%, remaining_time=0:00:06.967920, arrival_time=2021-04-14 22:32:22.434132, cost_time=0:00:02.322641 2021-04-14 22:32:17,676 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.40ms, fps=1158 images/s, loss=2.2490, top1-acc=38.96%, top5-acc=74.45%, remaining_time=0:00:04.532860, arrival_time=2021-04-14 22:32:22.209275, cost_time=0:00:04.532860 2021-04-14 22:32:19,888 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.28ms, fps=1158 images/s, loss=2.2405, top1-acc=39.51%, top5-acc=74.37%, remaining_time=0:00:02.248150, arrival_time=2021-04-14 22:32:22.136154, cost_time=0:00:06.744444 2021-04-14 22:32:21,892 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=1.20ms, fps=1157 images/s, loss=2.2589, top1-acc=39.71%, top5-acc=74.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:21.892680, cost_time=0:00:08.749153 2021-04-14 22:32:24,730 INFO : Epoch=0005 complete, best val top1-acc=39.71%, top5-acc=74.26% (epoch=5), remaining_time=7:24:35.760345, arrival_time=2021-04-15 05:57:00.490471, cost_time=0:11:23.993855 2021-04-14 22:32:24,731 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 22:32:31,312 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.82ms, fps=389 images/s, loss=1.9039, top1-acc=48.05%, top5-acc=79.57%, remaining_time=0:02:02.395998, arrival_time=2021-04-14 22:34:33.708105, cost_time=0:00:06.580430 2021-04-14 22:32:37,725 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=1.8914, top1-acc=47.85%, top5-acc=80.02%, remaining_time=0:01:54.345440, arrival_time=2021-04-14 22:34:32.070829, cost_time=0:00:12.993802 2021-04-14 22:32:44,143 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=1.8733, top1-acc=48.12%, top5-acc=80.53%, remaining_time=0:01:47.410466, arrival_time=2021-04-14 22:34:31.553653, cost_time=0:00:19.411516 2021-04-14 22:32:50,551 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.08ms, fps=400 images/s, loss=1.8776, top1-acc=48.19%, top5-acc=80.35%, remaining_time=0:01:40.697844, arrival_time=2021-04-14 22:34:31.249375, cost_time=0:00:25.819948 2021-04-14 22:32:56,958 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=1.8717, top1-acc=48.34%, top5-acc=80.45%, remaining_time=0:01:34.103716, arrival_time=2021-04-14 22:34:31.062553, cost_time=0:00:32.227310 2021-04-14 22:33:03,371 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=1.8622, top1-acc=48.56%, top5-acc=80.61%, remaining_time=0:01:27.584680, arrival_time=2021-04-14 22:34:30.956585, cost_time=0:00:38.640322 2021-04-14 22:33:09,787 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=1.8555, top1-acc=48.81%, top5-acc=80.67%, remaining_time=0:01:21.100656, arrival_time=2021-04-14 22:34:30.888069, cost_time=0:00:45.055890 2021-04-14 22:33:16,199 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.8489, top1-acc=49.03%, top5-acc=80.79%, remaining_time=0:01:14.628020, arrival_time=2021-04-14 22:34:30.827116, cost_time=0:00:51.467565 2021-04-14 22:33:22,609 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=1.8411, top1-acc=49.23%, top5-acc=80.98%, remaining_time=0:01:08.167646, arrival_time=2021-04-14 22:34:30.777316, cost_time=0:00:57.878155 2021-04-14 22:33:29,034 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.42ms, fps=398 images/s, loss=1.8469, top1-acc=49.13%, top5-acc=80.82%, remaining_time=0:01:01.730880, arrival_time=2021-04-14 22:34:30.765484, cost_time=0:01:04.302985 2021-04-14 22:33:35,452 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=1.8432, top1-acc=49.12%, top5-acc=80.91%, remaining_time=0:00:55.290518, arrival_time=2021-04-14 22:34:30.742502, cost_time=0:01:10.720455 2021-04-14 22:33:41,861 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=1.8355, top1-acc=49.35%, top5-acc=81.03%, remaining_time=0:00:48.849304, arrival_time=2021-04-14 22:34:30.711245, cost_time=0:01:17.130426 2021-04-14 22:33:48,266 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=1.8357, top1-acc=49.43%, top5-acc=81.02%, remaining_time=0:00:42.409950, arrival_time=2021-04-14 22:34:30.676210, cost_time=0:01:23.534745 2021-04-14 22:33:54,677 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=1.8369, top1-acc=49.46%, top5-acc=80.91%, remaining_time=0:00:35.978320, arrival_time=2021-04-14 22:34:30.655623, cost_time=0:01:29.945789 2021-04-14 22:34:01,092 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.8304, top1-acc=49.55%, top5-acc=81.08%, remaining_time=0:00:29.550584, arrival_time=2021-04-14 22:34:30.642820, cost_time=0:01:36.360604 2021-04-14 22:34:07,511 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=1.8277, top1-acc=49.59%, top5-acc=81.12%, remaining_time=0:00:23.125572, arrival_time=2021-04-14 22:34:30.637454, cost_time=0:01:42.780369 2021-04-14 22:34:13,933 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=1.8249, top1-acc=49.70%, top5-acc=81.13%, remaining_time=0:00:16.701438, arrival_time=2021-04-14 22:34:30.634721, cost_time=0:01:49.201768 2021-04-14 22:34:20,340 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=1.8206, top1-acc=49.80%, top5-acc=81.22%, remaining_time=0:00:10.276384, arrival_time=2021-04-14 22:34:30.617231, cost_time=0:01:55.609335 2021-04-14 22:34:26,752 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=1.8157, top1-acc=49.89%, top5-acc=81.28%, remaining_time=0:00:03.853296, arrival_time=2021-04-14 22:34:30.605816, cost_time=0:02:02.020988 2021-04-14 22:34:30,152 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=1.8144, top1-acc=49.93%, top5-acc=81.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:30.152446, cost_time=0:02:05.420864 2021-04-14 22:34:32,478 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.41ms, fps=1102 images/s, loss=1.9672, top1-acc=45.86%, top5-acc=78.44%, remaining_time=0:00:06.971310, arrival_time=2021-04-14 22:34:39.449514, cost_time=0:00:02.323770 2021-04-14 22:34:34,687 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.37ms, fps=1159 images/s, loss=1.9478, top1-acc=46.45%, top5-acc=78.83%, remaining_time=0:00:04.533120, arrival_time=2021-04-14 22:34:39.220642, cost_time=0:00:04.533129 2021-04-14 22:34:36,896 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.44ms, fps=1159 images/s, loss=1.9336, top1-acc=46.80%, top5-acc=79.22%, remaining_time=0:00:02.247420, arrival_time=2021-04-14 22:34:39.144051, cost_time=0:00:06.742252 2021-04-14 22:34:38,903 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=1.23ms, fps=1156 images/s, loss=1.9304, top1-acc=46.93%, top5-acc=78.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:38.903338, cost_time=0:00:08.748950 2021-04-14 22:34:41,645 INFO : Epoch=0006 complete, best val top1-acc=46.93%, top5-acc=78.99% (epoch=6), remaining_time=7:22:22.741858, arrival_time=2021-04-15 05:57:04.387668, cost_time=0:13:40.909542 2021-04-14 22:34:41,647 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 22:34:48,227 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.42ms, fps=389 images/s, loss=1.6727, top1-acc=53.24%, top5-acc=84.06%, remaining_time=0:02:02.389860, arrival_time=2021-04-14 22:36:50.617173, cost_time=0:00:06.580105 2021-04-14 22:34:54,647 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.77ms, fps=399 images/s, loss=1.6596, top1-acc=53.24%, top5-acc=84.53%, remaining_time=0:01:54.405280, arrival_time=2021-04-14 22:36:49.053067, cost_time=0:00:13.000605 2021-04-14 22:35:01,058 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=1.6596, top1-acc=53.68%, top5-acc=84.13%, remaining_time=0:01:47.408806, arrival_time=2021-04-14 22:36:48.467241, cost_time=0:00:19.411237 2021-04-14 22:35:07,477 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.6516, top1-acc=53.79%, top5-acc=84.24%, remaining_time=0:01:40.737936, arrival_time=2021-04-14 22:36:48.215358, cost_time=0:00:25.830239 2021-04-14 22:35:13,902 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.55ms, fps=398 images/s, loss=1.6506, top1-acc=53.99%, top5-acc=84.34%, remaining_time=0:01:34.184892, arrival_time=2021-04-14 22:36:48.087167, cost_time=0:00:32.255088 2021-04-14 22:35:20,326 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.01ms, fps=399 images/s, loss=1.6517, top1-acc=53.80%, top5-acc=84.31%, remaining_time=0:01:27.672264, arrival_time=2021-04-14 22:36:47.998421, cost_time=0:00:38.678968 2021-04-14 22:35:26,744 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.6512, top1-acc=53.72%, top5-acc=84.33%, remaining_time=0:01:21.175374, arrival_time=2021-04-14 22:36:47.919912, cost_time=0:00:45.097404 2021-04-14 22:35:33,165 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.6489, top1-acc=53.68%, top5-acc=84.35%, remaining_time=0:01:14.701100, arrival_time=2021-04-14 22:36:47.866223, cost_time=0:00:51.518010 2021-04-14 22:35:39,581 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.6476, top1-acc=53.73%, top5-acc=84.35%, remaining_time=0:01:08.233578, arrival_time=2021-04-14 22:36:47.814889, cost_time=0:00:57.934193 2021-04-14 22:35:46,000 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.6443, top1-acc=53.88%, top5-acc=84.39%, remaining_time=0:01:01.779168, arrival_time=2021-04-14 22:36:47.779662, cost_time=0:01:04.353290 2021-04-14 22:35:52,420 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=1.6425, top1-acc=53.92%, top5-acc=84.44%, remaining_time=0:00:55.331626, arrival_time=2021-04-14 22:36:47.751790, cost_time=0:01:10.773038 2021-04-14 22:35:58,846 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.55ms, fps=398 images/s, loss=1.6389, top1-acc=54.05%, top5-acc=84.40%, remaining_time=0:00:48.892776, arrival_time=2021-04-14 22:36:47.739003, cost_time=0:01:17.199116 2021-04-14 22:36:05,259 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=1.6332, top1-acc=54.21%, top5-acc=84.52%, remaining_time=0:00:42.449154, arrival_time=2021-04-14 22:36:47.708226, cost_time=0:01:23.611954 2021-04-14 22:36:11,678 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=1.6329, top1-acc=54.16%, top5-acc=84.51%, remaining_time=0:00:36.012480, arrival_time=2021-04-14 22:36:47.690756, cost_time=0:01:30.031160 2021-04-14 22:36:18,100 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=1.6283, top1-acc=54.27%, top5-acc=84.58%, remaining_time=0:00:29.579058, arrival_time=2021-04-14 22:36:47.679681, cost_time=0:01:36.453381 2021-04-14 22:36:24,511 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=1.6272, top1-acc=54.26%, top5-acc=84.63%, remaining_time=0:00:23.144364, arrival_time=2021-04-14 22:36:47.655396, cost_time=0:01:42.863906 2021-04-14 22:36:30,928 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=1.6251, top1-acc=54.35%, top5-acc=84.68%, remaining_time=0:00:16.713684, arrival_time=2021-04-14 22:36:47.642625, cost_time=0:01:49.281825 2021-04-14 22:36:37,341 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=1.6250, top1-acc=54.32%, top5-acc=84.68%, remaining_time=0:00:10.283936, arrival_time=2021-04-14 22:36:47.625389, cost_time=0:01:55.694340 2021-04-14 22:36:43,759 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.23ms, fps=399 images/s, loss=1.6229, top1-acc=54.42%, top5-acc=84.66%, remaining_time=0:00:03.856176, arrival_time=2021-04-14 22:36:47.615574, cost_time=0:02:02.112286 2021-04-14 22:36:47,164 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.70ms, fps=399 images/s, loss=1.6226, top1-acc=54.45%, top5-acc=84.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:47.164686, cost_time=0:02:05.517575 2021-04-14 22:36:49,530 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.34ms, fps=1083 images/s, loss=1.9264, top1-acc=47.30%, top5-acc=78.32%, remaining_time=0:00:07.091880, arrival_time=2021-04-14 22:36:56.622570, cost_time=0:00:02.363957 2021-04-14 22:36:51,743 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.46ms, fps=1157 images/s, loss=1.9089, top1-acc=47.25%, top5-acc=79.30%, remaining_time=0:00:04.576720, arrival_time=2021-04-14 22:36:56.320140, cost_time=0:00:04.576724 2021-04-14 22:36:53,952 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.30ms, fps=1159 images/s, loss=1.9056, top1-acc=47.30%, top5-acc=79.56%, remaining_time=0:00:02.261900, arrival_time=2021-04-14 22:36:56.214275, cost_time=0:00:06.785712 2021-04-14 22:36:55,955 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=1.20ms, fps=1158 images/s, loss=1.8832, top1-acc=47.36%, top5-acc=79.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:55.955914, cost_time=0:00:08.789266 2021-04-14 22:36:58,711 INFO : Epoch=0007 complete, best val top1-acc=47.36%, top5-acc=79.67% (epoch=7), remaining_time=7:20:12.748467, arrival_time=2021-04-15 05:57:11.460068, cost_time=0:15:57.975336 2021-04-14 22:36:58,712 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 22:37:05,343 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.15ms, fps=386 images/s, loss=1.5049, top1-acc=57.81%, top5-acc=86.29%, remaining_time=0:02:03.333066, arrival_time=2021-04-14 22:39:08.676958, cost_time=0:00:06.630810 2021-04-14 22:37:11,757 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=1.4969, top1-acc=57.81%, top5-acc=86.52%, remaining_time=0:01:54.785616, arrival_time=2021-04-14 22:39:06.542549, cost_time=0:00:13.043819 2021-04-14 22:37:18,171 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=1.4846, top1-acc=58.26%, top5-acc=86.63%, remaining_time=0:01:47.667268, arrival_time=2021-04-14 22:39:05.838267, cost_time=0:00:19.457938 2021-04-14 22:37:24,576 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=1.4845, top1-acc=58.16%, top5-acc=86.46%, remaining_time=0:01:40.867260, arrival_time=2021-04-14 22:39:05.443649, cost_time=0:00:25.863399 2021-04-14 22:37:30,987 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=1.4900, top1-acc=57.93%, top5-acc=86.55%, remaining_time=0:01:34.240372, arrival_time=2021-04-14 22:39:05.227541, cost_time=0:00:32.274102 2021-04-14 22:37:37,403 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=1.4828, top1-acc=58.09%, top5-acc=86.70%, remaining_time=0:01:27.697560, arrival_time=2021-04-14 22:39:05.100646, cost_time=0:00:38.690110 2021-04-14 22:37:43,813 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=1.4827, top1-acc=58.16%, top5-acc=86.71%, remaining_time=0:01:21.180162, arrival_time=2021-04-14 22:39:04.993260, cost_time=0:00:45.100122 2021-04-14 22:37:50,220 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.78ms, fps=400 images/s, loss=1.4842, top1-acc=57.93%, top5-acc=86.59%, remaining_time=0:01:14.686368, arrival_time=2021-04-14 22:39:04.907275, cost_time=0:00:51.507856 2021-04-14 22:37:56,637 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=1.4836, top1-acc=58.05%, top5-acc=86.61%, remaining_time=0:01:08.221600, arrival_time=2021-04-14 22:39:04.858560, cost_time=0:00:57.923955 2021-04-14 22:38:03,059 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=1.4812, top1-acc=58.12%, top5-acc=86.62%, remaining_time=0:01:01.772640, arrival_time=2021-04-14 22:39:04.832147, cost_time=0:01:04.346516 2021-04-14 22:38:09,484 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.76ms, fps=398 images/s, loss=1.4804, top1-acc=58.11%, top5-acc=86.67%, remaining_time=0:00:55.330508, arrival_time=2021-04-14 22:39:04.815064, cost_time=0:01:10.771546 2021-04-14 22:38:15,896 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=1.4808, top1-acc=58.10%, top5-acc=86.68%, remaining_time=0:00:48.883048, arrival_time=2021-04-14 22:39:04.779843, cost_time=0:01:17.183808 2021-04-14 22:38:22,314 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=1.4802, top1-acc=58.09%, top5-acc=86.72%, remaining_time=0:00:42.443874, arrival_time=2021-04-14 22:39:04.758646, cost_time=0:01:23.601631 2021-04-14 22:38:28,732 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=1.4761, top1-acc=58.21%, top5-acc=86.86%, remaining_time=0:00:36.007888, arrival_time=2021-04-14 22:39:04.740547, cost_time=0:01:30.019660 2021-04-14 22:38:35,147 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=1.4787, top1-acc=58.14%, top5-acc=86.82%, remaining_time=0:00:29.573262, arrival_time=2021-04-14 22:39:04.720751, cost_time=0:01:36.434500 2021-04-14 22:38:41,559 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.61ms, fps=399 images/s, loss=1.4792, top1-acc=58.12%, top5-acc=86.77%, remaining_time=0:00:23.140512, arrival_time=2021-04-14 22:39:04.700236, cost_time=0:01:42.846714 2021-04-14 22:38:47,980 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.63ms, fps=399 images/s, loss=1.4741, top1-acc=58.27%, top5-acc=86.81%, remaining_time=0:00:16.711474, arrival_time=2021-04-14 22:39:04.691911, cost_time=0:01:49.267405 2021-04-14 22:38:54,396 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=1.4725, top1-acc=58.31%, top5-acc=86.84%, remaining_time=0:00:10.282928, arrival_time=2021-04-14 22:39:04.678968, cost_time=0:01:55.682949 2021-04-14 22:39:00,808 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=1.4709, top1-acc=58.38%, top5-acc=86.88%, remaining_time=0:00:03.855642, arrival_time=2021-04-14 22:39:04.663970, cost_time=0:02:02.095333 2021-04-14 22:39:04,208 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=1.4716, top1-acc=58.34%, top5-acc=86.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:04.208101, cost_time=0:02:05.495124 2021-04-14 22:39:06,586 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.41ms, fps=1077 images/s, loss=1.7523, top1-acc=51.29%, top5-acc=81.95%, remaining_time=0:00:07.128540, arrival_time=2021-04-14 22:39:13.714650, cost_time=0:00:02.376175 2021-04-14 22:39:08,796 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.35ms, fps=1159 images/s, loss=1.7310, top1-acc=51.91%, top5-acc=82.17%, remaining_time=0:00:04.586180, arrival_time=2021-04-14 22:39:13.382291, cost_time=0:00:04.586180 2021-04-14 22:39:11,007 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.58ms, fps=1158 images/s, loss=1.7243, top1-acc=52.23%, top5-acc=82.37%, remaining_time=0:00:02.265950, arrival_time=2021-04-14 22:39:13.273733, cost_time=0:00:06.797860 2021-04-14 22:39:13,011 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=1.27ms, fps=1158 images/s, loss=1.7140, top1-acc=52.55%, top5-acc=82.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:13.011832, cost_time=0:00:08.801919 2021-04-14 22:39:15,778 INFO : Epoch=0008 complete, best val top1-acc=52.55%, top5-acc=82.75% (epoch=8), remaining_time=7:18:01.016832, arrival_time=2021-04-15 05:57:16.795505, cost_time=0:18:15.042370 2021-04-14 22:39:15,781 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 22:39:22,387 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.50ms, fps=388 images/s, loss=1.3808, top1-acc=59.26%, top5-acc=88.75%, remaining_time=0:02:02.879412, arrival_time=2021-04-14 22:41:25.267064, cost_time=0:00:06.606423 2021-04-14 22:39:28,806 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=2.01ms, fps=399 images/s, loss=1.3571, top1-acc=61.04%, top5-acc=88.65%, remaining_time=0:01:54.624928, arrival_time=2021-04-14 22:41:23.431696, cost_time=0:00:13.025565 2021-04-14 22:39:35,219 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=1.3394, top1-acc=61.68%, top5-acc=88.80%, remaining_time=0:01:47.556048, arrival_time=2021-04-14 22:41:22.775008, cost_time=0:00:19.437848 2021-04-14 22:39:41,629 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=1.3419, top1-acc=61.64%, top5-acc=88.65%, remaining_time=0:01:40.806888, arrival_time=2021-04-14 22:41:22.435992, cost_time=0:00:25.847928 2021-04-14 22:39:48,040 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.74ms, fps=399 images/s, loss=1.3471, top1-acc=61.55%, top5-acc=88.52%, remaining_time=0:01:34.197886, arrival_time=2021-04-14 22:41:22.238585, cost_time=0:00:32.259574 2021-04-14 22:39:54,459 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.84ms, fps=399 images/s, loss=1.3458, top1-acc=61.46%, top5-acc=88.67%, remaining_time=0:01:27.671040, arrival_time=2021-04-14 22:41:22.130620, cost_time=0:00:38.678380 2021-04-14 22:40:00,876 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=1.3447, top1-acc=61.43%, top5-acc=88.70%, remaining_time=0:01:21.170712, arrival_time=2021-04-14 22:41:22.046748, cost_time=0:00:45.094831 2021-04-14 22:40:07,306 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.95ms, fps=398 images/s, loss=1.3396, top1-acc=61.65%, top5-acc=88.80%, remaining_time=0:01:14.711076, arrival_time=2021-04-14 22:41:22.017130, cost_time=0:00:51.524853 2021-04-14 22:40:13,724 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=1.3424, top1-acc=61.59%, top5-acc=88.80%, remaining_time=0:01:08.244284, arrival_time=2021-04-14 22:41:21.968906, cost_time=0:00:57.943255 2021-04-14 22:40:20,148 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=1.3430, top1-acc=61.54%, top5-acc=88.77%, remaining_time=0:01:01.792608, arrival_time=2021-04-14 22:41:21.941130, cost_time=0:01:04.367306 2021-04-14 22:40:26,562 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=1.3410, top1-acc=61.73%, top5-acc=88.82%, remaining_time=0:00:55.337904, arrival_time=2021-04-14 22:41:21.900207, cost_time=0:01:10.781085 2021-04-14 22:40:32,974 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.3419, top1-acc=61.70%, top5-acc=88.87%, remaining_time=0:00:48.888824, arrival_time=2021-04-14 22:41:21.862881, cost_time=0:01:17.192940 2021-04-14 22:40:39,395 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=1.3456, top1-acc=61.60%, top5-acc=88.84%, remaining_time=0:00:42.450474, arrival_time=2021-04-14 22:41:21.846253, cost_time=0:01:23.614595 2021-04-14 22:40:45,807 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=2.46ms, fps=399 images/s, loss=1.3480, top1-acc=61.51%, top5-acc=88.84%, remaining_time=0:00:36.010408, arrival_time=2021-04-14 22:41:21.817601, cost_time=0:01:30.026069 2021-04-14 22:40:52,223 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=1.3497, top1-acc=61.51%, top5-acc=88.77%, remaining_time=0:00:29.575516, arrival_time=2021-04-14 22:41:21.798571, cost_time=0:01:36.441918 2021-04-14 22:40:58,635 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=1.3510, top1-acc=61.48%, top5-acc=88.76%, remaining_time=0:00:23.142276, arrival_time=2021-04-14 22:41:21.777979, cost_time=0:01:42.854597 2021-04-14 22:41:05,047 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=1.3519, top1-acc=61.48%, top5-acc=88.72%, remaining_time=0:00:16.711266, arrival_time=2021-04-14 22:41:21.758478, cost_time=0:01:49.266034 2021-04-14 22:41:11,452 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=1.3523, top1-acc=61.49%, top5-acc=88.70%, remaining_time=0:00:10.281904, arrival_time=2021-04-14 22:41:21.734431, cost_time=0:01:55.671395 2021-04-14 22:41:17,866 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=1.3525, top1-acc=61.46%, top5-acc=88.68%, remaining_time=0:00:03.855318, arrival_time=2021-04-14 22:41:21.721505, cost_time=0:02:02.085080 2021-04-14 22:41:21,267 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=1.3515, top1-acc=61.44%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:21.267345, cost_time=0:02:05.486232 2021-04-14 22:41:23,638 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.43ms, fps=1081 images/s, loss=1.9890, top1-acc=48.05%, top5-acc=78.59%, remaining_time=0:00:07.106640, arrival_time=2021-04-14 22:41:30.744723, cost_time=0:00:02.368882 2021-04-14 22:41:25,843 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.33ms, fps=1161 images/s, loss=1.9452, top1-acc=48.57%, top5-acc=79.34%, remaining_time=0:00:04.574520, arrival_time=2021-04-14 22:41:30.418213, cost_time=0:00:04.574512 2021-04-14 22:41:28,050 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.38ms, fps=1160 images/s, loss=1.9382, top1-acc=49.02%, top5-acc=79.34%, remaining_time=0:00:02.260520, arrival_time=2021-04-14 22:41:30.311274, cost_time=0:00:06.781569 2021-04-14 22:41:30,057 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=1.42ms, fps=1156 images/s, loss=1.9390, top1-acc=48.73%, top5-acc=79.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:30.057277, cost_time=0:00:08.788124 2021-04-14 22:41:31,645 INFO : Epoch=0009 complete, best val top1-acc=52.55%, top5-acc=82.75% (epoch=8), remaining_time=7:15:22.629554, arrival_time=2021-04-15 05:56:54.275087, cost_time=0:20:30.909248 2021-04-14 22:41:31,647 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 22:41:38,332 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.65ms, fps=383 images/s, loss=1.2896, top1-acc=63.55%, top5-acc=88.95%, remaining_time=0:02:04.345650, arrival_time=2021-04-14 22:43:42.678503, cost_time=0:00:06.685250 2021-04-14 22:41:44,741 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=1.2693, top1-acc=63.59%, top5-acc=89.32%, remaining_time=0:01:55.222272, arrival_time=2021-04-14 22:43:39.963337, cost_time=0:00:13.093445 2021-04-14 22:41:51,164 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=1.2527, top1-acc=63.54%, top5-acc=90.01%, remaining_time=0:01:47.992960, arrival_time=2021-04-14 22:43:39.157353, cost_time=0:00:19.516789 2021-04-14 22:41:57,580 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.89ms, fps=399 images/s, loss=1.2522, top1-acc=63.74%, top5-acc=89.98%, remaining_time=0:01:41.137296, arrival_time=2021-04-14 22:43:38.717506, cost_time=0:00:25.932648 2021-04-14 22:42:03,996 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.97ms, fps=399 images/s, loss=1.2453, top1-acc=63.98%, top5-acc=90.16%, remaining_time=0:01:34.459080, arrival_time=2021-04-14 22:43:38.455699, cost_time=0:00:32.349003 2021-04-14 22:42:10,402 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.79ms, fps=400 images/s, loss=1.2490, top1-acc=63.75%, top5-acc=90.18%, remaining_time=0:01:27.843760, arrival_time=2021-04-14 22:43:38.245968, cost_time=0:00:38.754599 2021-04-14 22:42:16,819 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=1.2526, top1-acc=63.74%, top5-acc=90.11%, remaining_time=0:01:21.308556, arrival_time=2021-04-14 22:43:38.127528, cost_time=0:00:45.171430 2021-04-14 22:42:23,229 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=1.2504, top1-acc=63.92%, top5-acc=90.05%, remaining_time=0:01:14.794248, arrival_time=2021-04-14 22:43:38.024059, cost_time=0:00:51.582205 2021-04-14 22:42:29,643 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.2510, top1-acc=63.88%, top5-acc=90.01%, remaining_time=0:01:08.306188, arrival_time=2021-04-14 22:43:37.949691, cost_time=0:00:57.995782 2021-04-14 22:42:36,055 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=1.2459, top1-acc=63.96%, top5-acc=90.07%, remaining_time=0:01:01.831776, arrival_time=2021-04-14 22:43:37.887462, cost_time=0:01:04.408145 2021-04-14 22:42:42,466 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.11ms, fps=399 images/s, loss=1.2439, top1-acc=64.01%, top5-acc=90.15%, remaining_time=0:00:55.367574, arrival_time=2021-04-14 22:43:37.834251, cost_time=0:01:10.819031 2021-04-14 22:42:48,871 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=1.2460, top1-acc=63.96%, top5-acc=90.15%, remaining_time=0:00:48.908356, arrival_time=2021-04-14 22:43:37.779580, cost_time=0:01:17.223684 2021-04-14 22:42:55,277 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=1.2451, top1-acc=63.91%, top5-acc=90.20%, remaining_time=0:00:42.458196, arrival_time=2021-04-14 22:43:37.735451, cost_time=0:01:23.629725 2021-04-14 22:43:01,687 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=2.65ms, fps=399 images/s, loss=1.2465, top1-acc=63.91%, top5-acc=90.20%, remaining_time=0:00:36.015896, arrival_time=2021-04-14 22:43:37.703231, cost_time=0:01:30.039750 2021-04-14 22:43:08,098 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=1.2481, top1-acc=63.82%, top5-acc=90.25%, remaining_time=0:00:29.578230, arrival_time=2021-04-14 22:43:37.676588, cost_time=0:01:36.450741 2021-04-14 22:43:14,500 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=1.2491, top1-acc=63.80%, top5-acc=90.21%, remaining_time=0:00:23.141988, arrival_time=2021-04-14 22:43:37.642815, cost_time=0:01:42.853235 2021-04-14 22:43:20,921 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=2.12ms, fps=399 images/s, loss=1.2525, top1-acc=63.69%, top5-acc=90.15%, remaining_time=0:00:16.712514, arrival_time=2021-04-14 22:43:37.634153, cost_time=0:01:49.274059 2021-04-14 22:43:27,342 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=1.2545, top1-acc=63.65%, top5-acc=90.12%, remaining_time=0:00:10.284032, arrival_time=2021-04-14 22:43:37.626944, cost_time=0:01:55.695372 2021-04-14 22:43:33,755 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.71ms, fps=399 images/s, loss=1.2581, top1-acc=63.63%, top5-acc=90.03%, remaining_time=0:00:03.856044, arrival_time=2021-04-14 22:43:37.611633, cost_time=0:02:02.108012 2021-04-14 22:43:37,166 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.25ms, fps=399 images/s, loss=1.2591, top1-acc=63.62%, top5-acc=89.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:37.166249, cost_time=0:02:05.518721 2021-04-14 22:43:39,537 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.46ms, fps=1081 images/s, loss=1.6323, top1-acc=54.26%, top5-acc=84.34%, remaining_time=0:00:07.106850, arrival_time=2021-04-14 22:43:46.643948, cost_time=0:00:02.368953 2021-04-14 22:43:41,750 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.45ms, fps=1157 images/s, loss=1.6576, top1-acc=54.12%, top5-acc=83.89%, remaining_time=0:00:04.581900, arrival_time=2021-04-14 22:43:46.331929, cost_time=0:00:04.581905 2021-04-14 22:43:43,959 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.41ms, fps=1159 images/s, loss=1.6504, top1-acc=54.52%, top5-acc=83.76%, remaining_time=0:00:02.263660, arrival_time=2021-04-14 22:43:46.222719, cost_time=0:00:06.790985 2021-04-14 22:43:45,962 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=1.23ms, fps=1158 images/s, loss=1.6268, top1-acc=54.49%, top5-acc=84.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:45.962465, cost_time=0:00:08.794427 2021-04-14 22:43:48,759 INFO : Epoch=0010 complete, best val top1-acc=54.49%, top5-acc=84.06% (epoch=10), remaining_time=7:13:12.448970, arrival_time=2021-04-15 05:57:01.208872, cost_time=0:22:48.023627 2021-04-14 22:43:48,761 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 22:43:55,352 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.83ms, fps=388 images/s, loss=1.1532, top1-acc=65.90%, top5-acc=92.34%, remaining_time=0:02:02.585904, arrival_time=2021-04-14 22:45:57.938061, cost_time=0:00:06.590636 2021-04-14 22:44:01,763 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.75ms, fps=399 images/s, loss=1.1490, top1-acc=66.23%, top5-acc=91.82%, remaining_time=0:01:54.415488, arrival_time=2021-04-14 22:45:56.178860, cost_time=0:00:13.001754 2021-04-14 22:44:08,171 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=1.1526, top1-acc=66.34%, top5-acc=91.94%, remaining_time=0:01:47.401502, arrival_time=2021-04-14 22:45:55.572835, cost_time=0:00:19.409901 2021-04-14 22:44:14,586 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=1.1516, top1-acc=66.30%, top5-acc=91.98%, remaining_time=0:01:40.716252, arrival_time=2021-04-14 22:45:55.302432, cost_time=0:00:25.824681 2021-04-14 22:44:20,993 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=1.1502, top1-acc=66.33%, top5-acc=91.89%, remaining_time=0:01:34.117440, arrival_time=2021-04-14 22:45:55.110923, cost_time=0:00:32.232007 2021-04-14 22:44:27,418 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.10ms, fps=398 images/s, loss=1.1544, top1-acc=66.05%, top5-acc=91.80%, remaining_time=0:01:27.622896, arrival_time=2021-04-14 22:45:55.041615, cost_time=0:00:38.657190 2021-04-14 22:44:33,830 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=1.1665, top1-acc=65.74%, top5-acc=91.56%, remaining_time=0:01:21.123210, arrival_time=2021-04-14 22:45:54.953184, cost_time=0:00:45.068483 2021-04-14 22:44:40,242 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.1674, top1-acc=65.70%, top5-acc=91.61%, remaining_time=0:01:14.646812, arrival_time=2021-04-14 22:45:54.888885, cost_time=0:00:51.480567 2021-04-14 22:44:46,663 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.05ms, fps=399 images/s, loss=1.1746, top1-acc=65.56%, top5-acc=91.48%, remaining_time=0:01:08.195206, arrival_time=2021-04-14 22:45:54.858321, cost_time=0:00:57.901601 2021-04-14 22:44:53,082 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=1.1737, top1-acc=65.56%, top5-acc=91.46%, remaining_time=0:01:01.747872, arrival_time=2021-04-14 22:45:54.830081, cost_time=0:01:04.320715 2021-04-14 22:44:59,490 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=1.1776, top1-acc=65.55%, top5-acc=91.38%, remaining_time=0:00:55.297140, arrival_time=2021-04-14 22:45:54.787556, cost_time=0:01:10.728914 2021-04-14 22:45:05,904 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=1.1781, top1-acc=65.56%, top5-acc=91.34%, remaining_time=0:00:48.857056, arrival_time=2021-04-14 22:45:54.761227, cost_time=0:01:17.142729 2021-04-14 22:45:12,306 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=1.1764, top1-acc=65.67%, top5-acc=91.30%, remaining_time=0:00:42.415296, arrival_time=2021-04-14 22:45:54.722093, cost_time=0:01:23.545299 2021-04-14 22:45:18,717 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=1.1778, top1-acc=65.65%, top5-acc=91.21%, remaining_time=0:00:35.982408, arrival_time=2021-04-14 22:45:54.699881, cost_time=0:01:29.956035 2021-04-14 22:45:25,124 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=1.1757, top1-acc=65.73%, top5-acc=91.24%, remaining_time=0:00:29.551274, arrival_time=2021-04-14 22:45:54.675589, cost_time=0:01:36.362900 2021-04-14 22:45:31,539 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=1.1769, top1-acc=65.76%, top5-acc=91.23%, remaining_time=0:00:23.124996, arrival_time=2021-04-14 22:45:54.664198, cost_time=0:01:42.777775 2021-04-14 22:45:37,949 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=1.1750, top1-acc=65.81%, top5-acc=91.24%, remaining_time=0:00:16.699306, arrival_time=2021-04-14 22:45:54.648557, cost_time=0:01:49.187709 2021-04-14 22:45:44,360 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=1.1783, top1-acc=65.74%, top5-acc=91.20%, remaining_time=0:00:10.275440, arrival_time=2021-04-14 22:45:54.635501, cost_time=0:01:55.598636 2021-04-14 22:45:50,776 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=1.1807, top1-acc=65.72%, top5-acc=91.18%, remaining_time=0:00:03.853098, arrival_time=2021-04-14 22:45:54.629303, cost_time=0:02:02.014781 2021-04-14 22:45:54,176 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=1.1828, top1-acc=65.64%, top5-acc=91.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:54.176464, cost_time=0:02:05.415036 2021-04-14 22:45:56,496 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.40ms, fps=1104 images/s, loss=1.6123, top1-acc=56.21%, top5-acc=84.65%, remaining_time=0:00:06.953880, arrival_time=2021-04-14 22:46:03.450179, cost_time=0:00:02.317962 2021-04-14 22:45:58,702 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.48ms, fps=1160 images/s, loss=1.6249, top1-acc=55.12%, top5-acc=84.34%, remaining_time=0:00:04.524460, arrival_time=2021-04-14 22:46:03.227256, cost_time=0:00:04.524469 2021-04-14 22:46:00,917 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.87ms, fps=1156 images/s, loss=1.6351, top1-acc=54.64%, top5-acc=84.37%, remaining_time=0:00:02.246520, arrival_time=2021-04-14 22:46:03.164393, cost_time=0:00:06.739548 2021-04-14 22:46:02,918 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=1.20ms, fps=1160 images/s, loss=1.6732, top1-acc=54.32%, top5-acc=83.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:02.918064, cost_time=0:00:08.739770 2021-04-14 22:46:04,293 INFO : Epoch=0011 complete, best val top1-acc=54.49%, top5-acc=84.06% (epoch=10), remaining_time=7:10:33.851127, arrival_time=2021-04-15 05:56:38.144868, cost_time=0:25:03.557474 2021-04-14 22:46:04,294 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 22:46:10,922 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=2.23ms, fps=386 images/s, loss=1.1116, top1-acc=67.73%, top5-acc=91.33%, remaining_time=0:02:03.263502, arrival_time=2021-04-14 22:48:14.185664, cost_time=0:00:06.627068 2021-04-14 22:46:17,332 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=1.0922, top1-acc=68.32%, top5-acc=91.95%, remaining_time=0:01:54.732464, arrival_time=2021-04-14 22:48:12.065365, cost_time=0:00:13.037785 2021-04-14 22:46:23,750 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.20ms, fps=399 images/s, loss=1.0800, top1-acc=68.52%, top5-acc=92.16%, remaining_time=0:01:47.654652, arrival_time=2021-04-14 22:48:11.405419, cost_time=0:00:19.455655 2021-04-14 22:46:30,163 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=1.0811, top1-acc=68.62%, top5-acc=92.09%, remaining_time=0:01:40.887852, arrival_time=2021-04-14 22:48:11.051620, cost_time=0:00:25.868677 2021-04-14 22:46:36,573 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=1.0826, top1-acc=68.68%, top5-acc=92.18%, remaining_time=0:01:34.253950, arrival_time=2021-04-14 22:48:10.827783, cost_time=0:00:32.278741 2021-04-14 22:46:42,977 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=1.0874, top1-acc=68.61%, top5-acc=92.19%, remaining_time=0:01:27.679472, arrival_time=2021-04-14 22:48:10.656593, cost_time=0:00:38.682103 2021-04-14 22:46:49,385 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=1.0862, top1-acc=68.55%, top5-acc=92.20%, remaining_time=0:01:21.162900, arrival_time=2021-04-14 22:48:10.548637, cost_time=0:00:45.090530 2021-04-14 22:46:55,804 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=1.0898, top1-acc=68.49%, top5-acc=92.17%, remaining_time=0:01:14.688224, arrival_time=2021-04-14 22:48:10.492536, cost_time=0:00:51.509138 2021-04-14 22:47:02,221 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.89ms, fps=399 images/s, loss=1.0930, top1-acc=68.26%, top5-acc=92.19%, remaining_time=0:01:08.223720, arrival_time=2021-04-14 22:48:10.444758, cost_time=0:00:57.925814 2021-04-14 22:47:08,626 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=1.0952, top1-acc=68.11%, top5-acc=92.12%, remaining_time=0:01:01.758240, arrival_time=2021-04-14 22:48:10.384745, cost_time=0:01:04.331469 2021-04-14 22:47:15,035 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=1.0986, top1-acc=68.06%, top5-acc=92.11%, remaining_time=0:00:55.305740, arrival_time=2021-04-14 22:48:10.340726, cost_time=0:01:10.739884 2021-04-14 22:47:21,448 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=1.1047, top1-acc=67.87%, top5-acc=92.07%, remaining_time=0:00:48.863744, arrival_time=2021-04-14 22:48:10.312016, cost_time=0:01:17.153241 2021-04-14 22:47:27,866 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=1.1061, top1-acc=67.82%, top5-acc=92.05%, remaining_time=0:00:42.428430, arrival_time=2021-04-14 22:48:10.294596, cost_time=0:01:23.571151 2021-04-14 22:47:34,281 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=1.1086, top1-acc=67.71%, top5-acc=92.03%, remaining_time=0:00:35.994392, arrival_time=2021-04-14 22:48:10.275396, cost_time=0:01:29.985996 2021-04-14 22:47:40,692 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=1.1123, top1-acc=67.49%, top5-acc=92.05%, remaining_time=0:00:29.561854, arrival_time=2021-04-14 22:48:10.254305, cost_time=0:01:36.397349 2021-04-14 22:47:47,103 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=1.1119, top1-acc=67.53%, top5-acc=92.04%, remaining_time=0:00:23.131944, arrival_time=2021-04-14 22:48:10.235607, cost_time=0:01:42.808639 2021-04-14 22:47:53,515 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=1.1146, top1-acc=67.44%, top5-acc=91.97%, remaining_time=0:00:16.704298, arrival_time=2021-04-14 22:48:10.219720, cost_time=0:01:49.220401 2021-04-14 22:47:59,930 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=2.38ms, fps=399 images/s, loss=1.1145, top1-acc=67.36%, top5-acc=91.99%, remaining_time=0:00:10.278688, arrival_time=2021-04-14 22:48:10.209026, cost_time=0:01:55.635237 2021-04-14 22:48:06,347 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=1.1167, top1-acc=67.31%, top5-acc=91.98%, remaining_time=0:00:03.854268, arrival_time=2021-04-14 22:48:10.201182, cost_time=0:02:02.051813 2021-04-14 22:48:09,745 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=1.1183, top1-acc=67.28%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:09.745495, cost_time=0:02:05.450470 2021-04-14 22:48:12,084 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=1.59ms, fps=1095 images/s, loss=1.4945, top1-acc=58.28%, top5-acc=86.29%, remaining_time=0:00:07.012320, arrival_time=2021-04-14 22:48:19.097155, cost_time=0:00:02.337441 2021-04-14 22:48:14,289 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.37ms, fps=1162 images/s, loss=1.5038, top1-acc=58.12%, top5-acc=85.76%, remaining_time=0:00:04.541720, arrival_time=2021-04-14 22:48:18.830835, cost_time=0:00:04.541727 2021-04-14 22:48:16,495 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.46ms, fps=1160 images/s, loss=1.4942, top1-acc=58.15%, top5-acc=85.70%, remaining_time=0:00:02.249400, arrival_time=2021-04-14 22:48:18.744983, cost_time=0:00:06.748196 2021-04-14 22:48:18,501 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=1.38ms, fps=1157 images/s, loss=1.4776, top1-acc=58.24%, top5-acc=85.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:18.501513, cost_time=0:00:08.754089 2021-04-14 22:48:21,336 INFO : Epoch=0012 complete, best val top1-acc=58.24%, top5-acc=85.88% (epoch=12), remaining_time=7:08:22.738848, arrival_time=2021-04-15 05:56:44.075471, cost_time=0:27:20.600357 2021-04-14 22:48:21,337 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 22:48:27,932 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.89ms, fps=388 images/s, loss=1.0317, top1-acc=69.26%, top5-acc=93.28%, remaining_time=0:02:02.657514, arrival_time=2021-04-14 22:50:30.590125, cost_time=0:00:06.594491 2021-04-14 22:48:34,343 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=1.0143, top1-acc=70.20%, top5-acc=93.46%, remaining_time=0:01:54.448400, arrival_time=2021-04-14 22:50:28.791955, cost_time=0:00:13.005499 2021-04-14 22:48:40,754 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=1.0124, top1-acc=70.39%, top5-acc=93.27%, remaining_time=0:01:47.438354, arrival_time=2021-04-14 22:50:28.192938, cost_time=0:00:19.416577 2021-04-14 22:48:47,157 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=1.0119, top1-acc=70.20%, top5-acc=93.48%, remaining_time=0:01:40.693632, arrival_time=2021-04-14 22:50:27.850611, cost_time=0:00:25.818886 2021-04-14 22:48:53,564 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=1.0066, top1-acc=70.39%, top5-acc=93.50%, remaining_time=0:01:34.100650, arrival_time=2021-04-14 22:50:27.665015, cost_time=0:00:32.226237 2021-04-14 22:48:59,983 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=1.0143, top1-acc=70.39%, top5-acc=93.26%, remaining_time=0:01:27.595016, arrival_time=2021-04-14 22:50:27.578055, cost_time=0:00:38.644876 2021-04-14 22:49:06,389 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=1.0154, top1-acc=70.32%, top5-acc=93.26%, remaining_time=0:01:21.092718, arrival_time=2021-04-14 22:50:27.482412, cost_time=0:00:45.051543 2021-04-14 22:49:12,803 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=1.0248, top1-acc=69.96%, top5-acc=93.22%, remaining_time=0:01:14.624772, arrival_time=2021-04-14 22:50:27.428149, cost_time=0:00:51.465393 2021-04-14 22:49:19,227 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=1.0207, top1-acc=70.06%, top5-acc=93.25%, remaining_time=0:01:08.180366, arrival_time=2021-04-14 22:50:27.407462, cost_time=0:00:57.889020 2021-04-14 22:49:25,632 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=1.0240, top1-acc=69.93%, top5-acc=93.24%, remaining_time=0:01:01.722720, arrival_time=2021-04-14 22:50:27.355366, cost_time=0:01:04.294474 2021-04-14 22:49:32,047 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=1.0301, top1-acc=69.72%, top5-acc=93.19%, remaining_time=0:00:55.281574, arrival_time=2021-04-14 22:50:27.328617, cost_time=0:01:10.708973 2021-04-14 22:49:38,463 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=1.0357, top1-acc=69.61%, top5-acc=93.12%, remaining_time=0:00:48.846340, arrival_time=2021-04-14 22:50:27.310171, cost_time=0:01:17.125774 2021-04-14 22:49:44,872 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=1.0415, top1-acc=69.49%, top5-acc=93.03%, remaining_time=0:00:42.409686, arrival_time=2021-04-14 22:50:27.281848, cost_time=0:01:23.534169 2021-04-14 22:49:51,272 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=1.0478, top1-acc=69.34%, top5-acc=92.91%, remaining_time=0:00:35.973672, arrival_time=2021-04-14 22:50:27.245837, cost_time=0:01:29.934186 2021-04-14 22:49:57,677 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=1.0513, top1-acc=69.20%, top5-acc=92.87%, remaining_time=0:00:29.544236, arrival_time=2021-04-14 22:50:27.222110, cost_time=0:01:36.339895 2021-04-14 22:50:04,089 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=1.0520, top1-acc=69.19%, top5-acc=92.85%, remaining_time=0:00:23.119056, arrival_time=2021-04-14 22:50:27.208500, cost_time=0:01:42.751297 2021-04-14 22:50:10,498 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=1.0536, top1-acc=69.14%, top5-acc=92.84%, remaining_time=0:00:16.695198, arrival_time=2021-04-14 22:50:27.194031, cost_time=0:01:49.160834 2021-04-14 22:50:16,909 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=5.34ms, fps=399 images/s, loss=1.0564, top1-acc=69.11%, top5-acc=92.77%, remaining_time=0:00:10.272976, arrival_time=2021-04-14 22:50:27.181963, cost_time=0:01:55.571016 2021-04-14 22:50:23,326 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=1.0581, top1-acc=69.04%, top5-acc=92.75%, remaining_time=0:00:03.852252, arrival_time=2021-04-14 22:50:27.178307, cost_time=0:02:01.987983 2021-04-14 22:50:26,722 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=1.0601, top1-acc=69.01%, top5-acc=92.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:26.722861, cost_time=0:02:05.384789 2021-04-14 22:50:29,048 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.40ms, fps=1102 images/s, loss=1.4425, top1-acc=59.96%, top5-acc=87.30%, remaining_time=0:00:06.971130, arrival_time=2021-04-14 22:50:36.019743, cost_time=0:00:02.323706 2021-04-14 22:50:31,259 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.41ms, fps=1158 images/s, loss=1.4861, top1-acc=59.30%, top5-acc=86.45%, remaining_time=0:00:04.533920, arrival_time=2021-04-14 22:50:35.792843, cost_time=0:00:04.533912 2021-04-14 22:50:33,468 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.37ms, fps=1159 images/s, loss=1.5142, top1-acc=58.62%, top5-acc=85.81%, remaining_time=0:00:02.247790, arrival_time=2021-04-14 22:50:35.716137, cost_time=0:00:06.743384 2021-04-14 22:50:35,471 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.4989, top1-acc=58.35%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:35.471193, cost_time=0:00:08.746306 2021-04-14 22:50:38,537 INFO : Epoch=0013 complete, best val top1-acc=58.35%, top5-acc=86.10% (epoch=13), remaining_time=7:06:12.989398, arrival_time=2021-04-15 05:56:51.527103, cost_time=0:29:37.801402 2021-04-14 22:50:38,539 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 22:50:45,115 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.21ms, fps=389 images/s, loss=0.9427, top1-acc=72.23%, top5-acc=94.49%, remaining_time=0:02:02.308392, arrival_time=2021-04-14 22:52:47.423717, cost_time=0:00:06.575716 2021-04-14 22:50:51,529 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.9693, top1-acc=71.43%, top5-acc=94.34%, remaining_time=0:01:54.308832, arrival_time=2021-04-14 22:52:45.838122, cost_time=0:00:12.989643 2021-04-14 22:50:57,940 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.9722, top1-acc=71.63%, top5-acc=94.11%, remaining_time=0:01:47.354524, arrival_time=2021-04-14 22:52:45.295452, cost_time=0:00:19.401419 2021-04-14 22:51:04,355 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.9659, top1-acc=71.68%, top5-acc=93.88%, remaining_time=0:01:40.682712, arrival_time=2021-04-14 22:52:45.038413, cost_time=0:00:25.816084 2021-04-14 22:51:10,761 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.9695, top1-acc=71.68%, top5-acc=93.82%, remaining_time=0:01:34.089116, arrival_time=2021-04-14 22:52:44.850962, cost_time=0:00:32.222317 2021-04-14 22:51:17,167 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.9799, top1-acc=71.24%, top5-acc=93.78%, remaining_time=0:01:27.557344, arrival_time=2021-04-14 22:52:44.725218, cost_time=0:00:38.628210 2021-04-14 22:51:23,584 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.9881, top1-acc=71.11%, top5-acc=93.65%, remaining_time=0:01:21.079866, arrival_time=2021-04-14 22:52:44.663872, cost_time=0:00:45.044400 2021-04-14 22:51:30,000 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.9911, top1-acc=70.96%, top5-acc=93.55%, remaining_time=0:01:14.618160, arrival_time=2021-04-14 22:52:44.618667, cost_time=0:00:51.460767 2021-04-14 22:51:36,400 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.9935, top1-acc=70.83%, top5-acc=93.49%, remaining_time=0:01:08.147082, arrival_time=2021-04-14 22:52:44.547342, cost_time=0:00:57.860721 2021-04-14 22:51:42,817 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.75ms, fps=399 images/s, loss=0.9896, top1-acc=70.94%, top5-acc=93.53%, remaining_time=0:01:01.706880, arrival_time=2021-04-14 22:52:44.524474, cost_time=0:01:04.277980 2021-04-14 22:51:49,229 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.9904, top1-acc=70.83%, top5-acc=93.49%, remaining_time=0:00:55.267040, arrival_time=2021-04-14 22:52:44.496923, cost_time=0:01:10.690346 2021-04-14 22:51:55,641 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.67ms, fps=399 images/s, loss=0.9896, top1-acc=70.86%, top5-acc=93.54%, remaining_time=0:00:48.831368, arrival_time=2021-04-14 22:52:44.473054, cost_time=0:01:17.102160 2021-04-14 22:52:02,053 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.9927, top1-acc=70.75%, top5-acc=93.54%, remaining_time=0:00:42.399126, arrival_time=2021-04-14 22:52:44.452136, cost_time=0:01:23.513483 2021-04-14 22:52:08,457 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.9980, top1-acc=70.60%, top5-acc=93.47%, remaining_time=0:00:35.967064, arrival_time=2021-04-14 22:52:44.424330, cost_time=0:01:29.917664 2021-04-14 22:52:14,867 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=1.0003, top1-acc=70.54%, top5-acc=93.44%, remaining_time=0:00:29.540510, arrival_time=2021-04-14 22:52:44.407779, cost_time=0:01:36.327742 2021-04-14 22:52:21,285 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.84ms, fps=399 images/s, loss=1.0046, top1-acc=70.42%, top5-acc=93.40%, remaining_time=0:00:23.117796, arrival_time=2021-04-14 22:52:44.403139, cost_time=0:01:42.745822 2021-04-14 22:52:27,704 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.03ms, fps=399 images/s, loss=1.0075, top1-acc=70.35%, top5-acc=93.32%, remaining_time=0:00:16.695848, arrival_time=2021-04-14 22:52:44.400626, cost_time=0:01:49.165117 2021-04-14 22:52:34,119 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=1.0096, top1-acc=70.28%, top5-acc=93.29%, remaining_time=0:00:10.273792, arrival_time=2021-04-14 22:52:44.393530, cost_time=0:01:55.580131 2021-04-14 22:52:40,531 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=1.0125, top1-acc=70.17%, top5-acc=93.26%, remaining_time=0:00:03.852372, arrival_time=2021-04-14 22:52:44.383724, cost_time=0:02:01.991809 2021-04-14 22:52:43,935 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=1.0139, top1-acc=70.16%, top5-acc=93.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:43.935610, cost_time=0:02:05.396095 2021-04-14 22:52:46,315 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.31ms, fps=1077 images/s, loss=1.6332, top1-acc=56.33%, top5-acc=83.20%, remaining_time=0:00:07.132440, arrival_time=2021-04-14 22:52:53.447443, cost_time=0:00:02.377475 2021-04-14 22:52:48,521 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.33ms, fps=1161 images/s, loss=1.6231, top1-acc=56.27%, top5-acc=83.98%, remaining_time=0:00:04.583500, arrival_time=2021-04-14 22:52:53.104461, cost_time=0:00:04.583499 2021-04-14 22:52:50,726 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=2.51ms, fps=1161 images/s, loss=1.6160, top1-acc=56.26%, top5-acc=84.24%, remaining_time=0:00:02.263120, arrival_time=2021-04-14 22:52:52.989941, cost_time=0:00:06.789370 2021-04-14 22:52:52,732 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=1.43ms, fps=1157 images/s, loss=1.6068, top1-acc=56.23%, top5-acc=84.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:52.732792, cost_time=0:00:08.795374 2021-04-14 22:52:54,241 INFO : Epoch=0014 complete, best val top1-acc=58.35%, top5-acc=86.10% (epoch=13), remaining_time=7:03:42.287676, arrival_time=2021-04-15 05:56:36.529502, cost_time=0:31:53.505517 2021-04-14 22:52:54,243 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 22:53:00,834 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.79ms, fps=388 images/s, loss=0.9106, top1-acc=72.77%, top5-acc=94.92%, remaining_time=0:02:02.585346, arrival_time=2021-04-14 22:55:03.419469, cost_time=0:00:06.590608 2021-04-14 22:53:07,248 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.9219, top1-acc=72.56%, top5-acc=94.47%, remaining_time=0:01:54.444000, arrival_time=2021-04-14 22:55:01.692494, cost_time=0:00:13.005003 2021-04-14 22:53:13,656 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.9186, top1-acc=72.68%, top5-acc=94.27%, remaining_time=0:01:47.420094, arrival_time=2021-04-14 22:55:01.076756, cost_time=0:00:19.413275 2021-04-14 22:53:20,070 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.72ms, fps=399 images/s, loss=0.9138, top1-acc=72.87%, top5-acc=94.22%, remaining_time=0:01:40.724364, arrival_time=2021-04-14 22:55:00.794609, cost_time=0:00:25.826769 2021-04-14 22:53:26,483 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=2.15ms, fps=399 images/s, loss=0.9165, top1-acc=72.62%, top5-acc=94.23%, remaining_time=0:01:34.141092, arrival_time=2021-04-14 22:55:00.624709, cost_time=0:00:32.240103 2021-04-14 22:53:32,895 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.9218, top1-acc=72.47%, top5-acc=94.18%, remaining_time=0:01:27.610248, arrival_time=2021-04-14 22:55:00.505286, cost_time=0:00:38.651565 2021-04-14 22:53:39,310 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.9275, top1-acc=72.31%, top5-acc=94.10%, remaining_time=0:01:21.121068, arrival_time=2021-04-14 22:55:00.431773, cost_time=0:00:45.067236 2021-04-14 22:53:45,724 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.9335, top1-acc=72.17%, top5-acc=94.04%, remaining_time=0:01:14.646812, arrival_time=2021-04-14 22:55:00.370803, cost_time=0:00:51.480560 2021-04-14 22:53:52,135 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.9371, top1-acc=72.02%, top5-acc=94.05%, remaining_time=0:01:08.183546, arrival_time=2021-04-14 22:55:00.318693, cost_time=0:00:57.891669 2021-04-14 22:53:58,553 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.9409, top1-acc=71.99%, top5-acc=93.98%, remaining_time=0:01:01.737792, arrival_time=2021-04-14 22:55:00.291363, cost_time=0:01:04.310188 2021-04-14 22:54:04,973 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.9468, top1-acc=71.85%, top5-acc=93.87%, remaining_time=0:00:55.297828, arrival_time=2021-04-14 22:55:00.270983, cost_time=0:01:10.729767 2021-04-14 22:54:11,400 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=2.06ms, fps=398 images/s, loss=0.9505, top1-acc=71.69%, top5-acc=93.82%, remaining_time=0:00:48.866024, arrival_time=2021-04-14 22:55:00.266350, cost_time=0:01:17.156859 2021-04-14 22:54:17,815 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.9518, top1-acc=71.69%, top5-acc=93.85%, remaining_time=0:00:42.428958, arrival_time=2021-04-14 22:55:00.244637, cost_time=0:01:23.572210 2021-04-14 22:54:24,236 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=3.92ms, fps=399 images/s, loss=0.9534, top1-acc=71.65%, top5-acc=93.86%, remaining_time=0:00:35.997304, arrival_time=2021-04-14 22:55:00.233985, cost_time=0:01:29.993305 2021-04-14 22:54:30,655 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.81ms, fps=399 images/s, loss=0.9570, top1-acc=71.59%, top5-acc=93.83%, remaining_time=0:00:29.566408, arrival_time=2021-04-14 22:55:00.222160, cost_time=0:01:36.412264 2021-04-14 22:54:37,085 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.46ms, fps=398 images/s, loss=0.9592, top1-acc=71.51%, top5-acc=93.79%, remaining_time=0:00:23.139360, arrival_time=2021-04-14 22:55:00.224401, cost_time=0:01:42.841527 2021-04-14 22:54:43,501 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.9595, top1-acc=71.54%, top5-acc=93.79%, remaining_time=0:00:16.710070, arrival_time=2021-04-14 22:55:00.211703, cost_time=0:01:49.258220 2021-04-14 22:54:49,914 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.9625, top1-acc=71.39%, top5-acc=93.77%, remaining_time=0:00:10.281856, arrival_time=2021-04-14 22:55:00.196122, cost_time=0:01:55.670801 2021-04-14 22:54:56,330 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.9647, top1-acc=71.32%, top5-acc=93.74%, remaining_time=0:00:03.855372, arrival_time=2021-04-14 22:55:00.185549, cost_time=0:02:02.086780 2021-04-14 22:54:59,737 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.25ms, fps=399 images/s, loss=0.9664, top1-acc=71.29%, top5-acc=93.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:59.737034, cost_time=0:02:05.493653 2021-04-14 22:55:02,067 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.55ms, fps=1099 images/s, loss=1.5380, top1-acc=57.85%, top5-acc=86.02%, remaining_time=0:00:06.985920, arrival_time=2021-04-14 22:55:09.053742, cost_time=0:00:02.328637 2021-04-14 22:55:04,273 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.38ms, fps=1161 images/s, loss=1.5383, top1-acc=58.20%, top5-acc=85.64%, remaining_time=0:00:04.534060, arrival_time=2021-04-14 22:55:08.807283, cost_time=0:00:04.534052 2021-04-14 22:55:06,486 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.44ms, fps=1157 images/s, loss=1.5588, top1-acc=57.55%, top5-acc=85.23%, remaining_time=0:00:02.248980, arrival_time=2021-04-14 22:55:08.735142, cost_time=0:00:06.746936 2021-04-14 22:55:08,491 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.40ms, fps=1157 images/s, loss=1.5421, top1-acc=57.91%, top5-acc=85.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:08.491345, cost_time=0:00:08.752197 2021-04-14 22:55:09,854 INFO : Epoch=0015 complete, best val top1-acc=58.35%, top5-acc=86.10% (epoch=13), remaining_time=7:01:12.460575, arrival_time=2021-04-15 05:56:22.315289, cost_time=0:34:09.118432 2021-04-14 22:55:09,855 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 22:55:16,469 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.78ms, fps=387 images/s, loss=0.9220, top1-acc=72.58%, top5-acc=94.57%, remaining_time=0:02:03.006450, arrival_time=2021-04-14 22:57:19.475879, cost_time=0:00:06.613248 2021-04-14 22:55:22,878 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.9095, top1-acc=73.24%, top5-acc=94.82%, remaining_time=0:01:54.594304, arrival_time=2021-04-14 22:57:17.472601, cost_time=0:00:13.022080 2021-04-14 22:55:29,288 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.8942, top1-acc=73.59%, top5-acc=94.83%, remaining_time=0:01:47.524674, arrival_time=2021-04-14 22:57:16.813237, cost_time=0:00:19.432164 2021-04-14 22:55:35,700 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.8852, top1-acc=73.62%, top5-acc=94.93%, remaining_time=0:01:40.793628, arrival_time=2021-04-14 22:57:16.494331, cost_time=0:00:25.844525 2021-04-14 22:55:42,119 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=3.50ms, fps=399 images/s, loss=0.8965, top1-acc=73.06%, top5-acc=94.96%, remaining_time=0:01:34.207814, arrival_time=2021-04-14 22:57:16.326968, cost_time=0:00:32.262971 2021-04-14 22:55:48,541 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.26ms, fps=399 images/s, loss=0.8985, top1-acc=73.00%, top5-acc=94.90%, remaining_time=0:01:27.687496, arrival_time=2021-04-14 22:57:16.229242, cost_time=0:00:38.685657 2021-04-14 22:55:54,952 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.96ms, fps=399 images/s, loss=0.9000, top1-acc=73.06%, top5-acc=94.79%, remaining_time=0:01:21.173106, arrival_time=2021-04-14 22:57:16.125450, cost_time=0:00:45.096157 2021-04-14 22:56:01,364 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.8985, top1-acc=73.13%, top5-acc=94.85%, remaining_time=0:01:14.687296, arrival_time=2021-04-14 22:57:16.051848, cost_time=0:00:51.508450 2021-04-14 22:56:07,784 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=0.9003, top1-acc=73.15%, top5-acc=94.77%, remaining_time=0:01:08.226900, arrival_time=2021-04-14 22:57:16.011464, cost_time=0:00:57.928467 2021-04-14 22:56:14,202 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.9034, top1-acc=73.12%, top5-acc=94.68%, remaining_time=0:01:01.771872, arrival_time=2021-04-14 22:57:15.973795, cost_time=0:01:04.345700 2021-04-14 22:56:20,624 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.9036, top1-acc=73.13%, top5-acc=94.64%, remaining_time=0:00:55.327670, arrival_time=2021-04-14 22:57:15.951738, cost_time=0:01:10.767958 2021-04-14 22:56:27,044 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.90ms, fps=399 images/s, loss=0.9104, top1-acc=72.93%, top5-acc=94.57%, remaining_time=0:00:48.885860, arrival_time=2021-04-14 22:57:15.930110, cost_time=0:01:17.188154 2021-04-14 22:56:33,467 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.9120, top1-acc=72.89%, top5-acc=94.54%, remaining_time=0:00:42.448626, arrival_time=2021-04-14 22:57:15.915614, cost_time=0:01:23.610900 2021-04-14 22:56:39,869 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.9159, top1-acc=72.79%, top5-acc=94.49%, remaining_time=0:00:36.005256, arrival_time=2021-04-14 22:57:15.874502, cost_time=0:01:30.013155 2021-04-14 22:56:46,280 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.9198, top1-acc=72.71%, top5-acc=94.44%, remaining_time=0:00:29.570042, arrival_time=2021-04-14 22:57:15.850324, cost_time=0:01:36.424111 2021-04-14 22:56:52,693 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.29ms, fps=399 images/s, loss=0.9253, top1-acc=72.55%, top5-acc=94.37%, remaining_time=0:00:23.138316, arrival_time=2021-04-14 22:57:15.831461, cost_time=0:01:42.837039 2021-04-14 22:56:59,101 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.9261, top1-acc=72.54%, top5-acc=94.38%, remaining_time=0:00:16.708120, arrival_time=2021-04-14 22:57:15.809591, cost_time=0:01:49.245379 2021-04-14 22:57:05,511 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=0.9288, top1-acc=72.47%, top5-acc=94.33%, remaining_time=0:00:10.280512, arrival_time=2021-04-14 22:57:15.792399, cost_time=0:01:55.655795 2021-04-14 22:57:11,928 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.27ms, fps=399 images/s, loss=0.9317, top1-acc=72.39%, top5-acc=94.31%, remaining_time=0:00:03.854916, arrival_time=2021-04-14 22:57:15.783302, cost_time=0:02:02.072297 2021-04-14 22:57:15,330 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.75ms, fps=400 images/s, loss=0.9322, top1-acc=72.38%, top5-acc=94.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:15.329976, cost_time=0:02:05.473769 2021-04-14 22:57:17,722 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.41ms, fps=1071 images/s, loss=1.4878, top1-acc=59.14%, top5-acc=86.64%, remaining_time=0:00:07.170540, arrival_time=2021-04-14 22:57:24.893436, cost_time=0:00:02.390176 2021-04-14 22:57:19,931 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.32ms, fps=1160 images/s, loss=1.4891, top1-acc=59.00%, top5-acc=86.82%, remaining_time=0:00:04.598280, arrival_time=2021-04-14 22:57:24.529292, cost_time=0:00:04.598275 2021-04-14 22:57:22,139 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.36ms, fps=1160 images/s, loss=1.4588, top1-acc=59.54%, top5-acc=87.06%, remaining_time=0:00:02.268860, arrival_time=2021-04-14 22:57:24.408164, cost_time=0:00:06.806587 2021-04-14 22:57:24,141 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=1.26ms, fps=1159 images/s, loss=1.4736, top1-acc=59.73%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:24.141408, cost_time=0:00:08.808716 2021-04-14 22:57:26,798 INFO : Epoch=0016 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:58:59.717048, arrival_time=2021-04-15 05:56:26.515691, cost_time=0:36:26.062357 2021-04-14 22:57:26,799 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 22:57:33,424 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.69ms, fps=386 images/s, loss=0.8271, top1-acc=75.27%, top5-acc=95.82%, remaining_time=0:02:03.211980, arrival_time=2021-04-14 22:59:36.636353, cost_time=0:00:06.624301 2021-04-14 22:57:39,820 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.8279, top1-acc=75.31%, top5-acc=95.64%, remaining_time=0:01:54.582864, arrival_time=2021-04-14 22:59:34.403727, cost_time=0:00:13.020774 2021-04-14 22:57:46,230 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.8200, top1-acc=75.16%, top5-acc=95.76%, remaining_time=0:01:47.512058, arrival_time=2021-04-14 22:59:33.742032, cost_time=0:00:19.429885 2021-04-14 22:57:52,646 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.25ms, fps=399 images/s, loss=0.8325, top1-acc=74.72%, top5-acc=95.47%, remaining_time=0:01:40.800804, arrival_time=2021-04-14 22:59:33.447503, cost_time=0:00:25.846371 2021-04-14 22:57:59,058 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.8450, top1-acc=74.30%, top5-acc=95.48%, remaining_time=0:01:34.194236, arrival_time=2021-04-14 22:59:33.252735, cost_time=0:00:32.258321 2021-04-14 22:58:05,469 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.8508, top1-acc=74.26%, top5-acc=95.33%, remaining_time=0:01:27.650096, arrival_time=2021-04-14 22:59:33.119429, cost_time=0:00:38.669154 2021-04-14 22:58:11,881 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=0.8495, top1-acc=74.32%, top5-acc=95.32%, remaining_time=0:01:21.145764, arrival_time=2021-04-14 22:59:33.026995, cost_time=0:00:45.080989 2021-04-14 22:58:18,291 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.8537, top1-acc=74.23%, top5-acc=95.26%, remaining_time=0:01:14.662124, arrival_time=2021-04-14 22:59:32.953530, cost_time=0:00:51.491113 2021-04-14 22:58:24,699 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.8612, top1-acc=74.08%, top5-acc=95.13%, remaining_time=0:01:08.192344, arrival_time=2021-04-14 22:59:32.891621, cost_time=0:00:57.899147 2021-04-14 22:58:31,102 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.8667, top1-acc=73.89%, top5-acc=95.08%, remaining_time=0:01:01.730688, arrival_time=2021-04-14 22:59:32.833527, cost_time=0:01:04.302761 2021-04-14 22:58:37,513 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.8684, top1-acc=73.92%, top5-acc=95.04%, remaining_time=0:00:55.284756, arrival_time=2021-04-14 22:59:32.797925, cost_time=0:01:10.713087 2021-04-14 22:58:43,918 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.8703, top1-acc=73.91%, top5-acc=95.02%, remaining_time=0:00:48.841324, arrival_time=2021-04-14 22:59:32.759411, cost_time=0:01:17.117909 2021-04-14 22:58:50,323 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.8745, top1-acc=73.87%, top5-acc=94.97%, remaining_time=0:00:42.404340, arrival_time=2021-04-14 22:59:32.728192, cost_time=0:01:23.523756 2021-04-14 22:58:56,740 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.13ms, fps=399 images/s, loss=0.8811, top1-acc=73.74%, top5-acc=94.87%, remaining_time=0:00:35.975968, arrival_time=2021-04-14 22:59:32.716130, cost_time=0:01:29.939940 2021-04-14 22:59:03,144 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.8867, top1-acc=73.57%, top5-acc=94.77%, remaining_time=0:00:29.545478, arrival_time=2021-04-14 22:59:32.689630, cost_time=0:01:36.343976 2021-04-14 22:59:09,556 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.8914, top1-acc=73.43%, top5-acc=94.75%, remaining_time=0:00:23.120244, arrival_time=2021-04-14 22:59:32.677074, cost_time=0:01:42.756645 2021-04-14 22:59:15,963 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.8929, top1-acc=73.34%, top5-acc=94.76%, remaining_time=0:00:16.695536, arrival_time=2021-04-14 22:59:32.658675, cost_time=0:01:49.163053 2021-04-14 22:59:22,382 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.8961, top1-acc=73.29%, top5-acc=94.68%, remaining_time=0:00:10.273984, arrival_time=2021-04-14 22:59:32.656448, cost_time=0:01:55.582289 2021-04-14 22:59:28,789 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.8994, top1-acc=73.22%, top5-acc=94.63%, remaining_time=0:00:03.852288, arrival_time=2021-04-14 22:59:32.641556, cost_time=0:02:01.989179 2021-04-14 22:59:32,188 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.9004, top1-acc=73.20%, top5-acc=94.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:32.188230, cost_time=0:02:05.388138 2021-04-14 22:59:34,519 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=4.08ms, fps=1099 images/s, loss=1.6409, top1-acc=55.90%, top5-acc=83.75%, remaining_time=0:00:06.986970, arrival_time=2021-04-14 22:59:41.506076, cost_time=0:00:02.328994 2021-04-14 22:59:36,728 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=2.07ms, fps=1159 images/s, loss=1.6265, top1-acc=56.99%, top5-acc=84.12%, remaining_time=0:00:04.537840, arrival_time=2021-04-14 22:59:41.265879, cost_time=0:00:04.537849 2021-04-14 22:59:38,936 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.5999, top1-acc=57.42%, top5-acc=84.62%, remaining_time=0:00:02.248780, arrival_time=2021-04-14 22:59:41.185401, cost_time=0:00:06.746345 2021-04-14 22:59:40,943 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=1.76ms, fps=1157 images/s, loss=1.5948, top1-acc=57.18%, top5-acc=84.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:40.943247, cost_time=0:00:08.753094 2021-04-14 22:59:42,342 INFO : Epoch=0017 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:56:31.402503, arrival_time=2021-04-15 05:56:13.744502, cost_time=0:38:41.605700 2021-04-14 22:59:42,344 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 22:59:48,930 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.60ms, fps=389 images/s, loss=0.7828, top1-acc=76.52%, top5-acc=96.09%, remaining_time=0:02:02.509272, arrival_time=2021-04-14 23:01:51.440051, cost_time=0:00:06.586519 2021-04-14 22:59:55,351 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.7845, top1-acc=76.31%, top5-acc=95.98%, remaining_time=0:01:54.467584, arrival_time=2021-04-14 23:01:49.819439, cost_time=0:00:13.007679 2021-04-14 23:00:01,771 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.86ms, fps=399 images/s, loss=0.8131, top1-acc=75.60%, top5-acc=95.60%, remaining_time=0:01:47.496620, arrival_time=2021-04-14 23:01:49.267978, cost_time=0:00:19.427089 2021-04-14 23:00:08,186 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.8207, top1-acc=75.21%, top5-acc=95.49%, remaining_time=0:01:40.785516, arrival_time=2021-04-14 23:01:48.972113, cost_time=0:00:25.842429 2021-04-14 23:00:14,597 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.8236, top1-acc=75.29%, top5-acc=95.27%, remaining_time=0:01:34.180950, arrival_time=2021-04-14 23:01:48.778880, cost_time=0:00:32.253765 2021-04-14 23:00:21,012 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.65ms, fps=399 images/s, loss=0.8233, top1-acc=75.31%, top5-acc=95.32%, remaining_time=0:01:27.647104, arrival_time=2021-04-14 23:01:48.659331, cost_time=0:00:38.667845 2021-04-14 23:00:27,417 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.8248, top1-acc=75.22%, top5-acc=95.33%, remaining_time=0:01:21.131274, arrival_time=2021-04-14 23:01:48.548462, cost_time=0:00:45.072929 2021-04-14 23:00:33,822 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.8281, top1-acc=75.02%, top5-acc=95.35%, remaining_time=0:01:14.643100, arrival_time=2021-04-14 23:01:48.465352, cost_time=0:00:51.477987 2021-04-14 23:00:40,234 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.8342, top1-acc=74.87%, top5-acc=95.30%, remaining_time=0:01:08.182380, arrival_time=2021-04-14 23:01:48.417216, cost_time=0:00:57.890671 2021-04-14 23:00:46,649 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.8393, top1-acc=74.75%, top5-acc=95.28%, remaining_time=0:01:01.733280, arrival_time=2021-04-14 23:01:48.383016, cost_time=0:01:04.305499 2021-04-14 23:00:53,073 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.8384, top1-acc=74.79%, top5-acc=95.31%, remaining_time=0:00:55.297226, arrival_time=2021-04-14 23:01:48.370425, cost_time=0:01:10.729029 2021-04-14 23:00:59,484 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.85ms, fps=399 images/s, loss=0.8416, top1-acc=74.73%, top5-acc=95.27%, remaining_time=0:00:48.855688, arrival_time=2021-04-14 23:01:48.340434, cost_time=0:01:17.140585 2021-04-14 23:01:05,911 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.94ms, fps=398 images/s, loss=0.8427, top1-acc=74.71%, top5-acc=95.28%, remaining_time=0:00:42.426450, arrival_time=2021-04-14 23:01:48.337952, cost_time=0:01:23.567256 2021-04-14 23:01:12,314 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.8453, top1-acc=74.61%, top5-acc=95.25%, remaining_time=0:00:35.987896, arrival_time=2021-04-14 23:01:48.301868, cost_time=0:01:29.969786 2021-04-14 23:01:18,724 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.8489, top1-acc=74.44%, top5-acc=95.21%, remaining_time=0:00:29.556748, arrival_time=2021-04-14 23:01:48.281617, cost_time=0:01:36.380685 2021-04-14 23:01:25,135 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.33ms, fps=399 images/s, loss=0.8527, top1-acc=74.39%, top5-acc=95.13%, remaining_time=0:00:23.128056, arrival_time=2021-04-14 23:01:48.263638, cost_time=0:01:42.791410 2021-04-14 23:01:31,551 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.63ms, fps=399 images/s, loss=0.8569, top1-acc=74.27%, top5-acc=95.11%, remaining_time=0:00:16.702296, arrival_time=2021-04-14 23:01:48.253767, cost_time=0:01:49.207306 2021-04-14 23:01:37,959 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.8608, top1-acc=74.14%, top5-acc=95.05%, remaining_time=0:00:10.276864, arrival_time=2021-04-14 23:01:48.235829, cost_time=0:01:55.614800 2021-04-14 23:01:44,374 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.84ms, fps=399 images/s, loss=0.8658, top1-acc=74.02%, top5-acc=95.00%, remaining_time=0:00:03.853584, arrival_time=2021-04-14 23:01:48.228002, cost_time=0:02:02.030177 2021-04-14 23:01:47,774 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.8703, top1-acc=73.93%, top5-acc=94.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:47.774910, cost_time=0:02:05.430746 2021-04-14 23:01:50,132 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.38ms, fps=1087 images/s, loss=1.6593, top1-acc=56.37%, top5-acc=84.65%, remaining_time=0:00:07.067880, arrival_time=2021-04-14 23:01:57.200653, cost_time=0:00:02.355955 2021-04-14 23:01:52,336 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.6385, top1-acc=56.72%, top5-acc=84.90%, remaining_time=0:00:04.559200, arrival_time=2021-04-14 23:01:56.895224, cost_time=0:00:04.559204 2021-04-14 23:01:54,542 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.50ms, fps=1161 images/s, loss=1.6287, top1-acc=56.78%, top5-acc=84.83%, remaining_time=0:00:02.255120, arrival_time=2021-04-14 23:01:56.797303, cost_time=0:00:06.765371 2021-04-14 23:01:56,543 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=1.50ms, fps=1160 images/s, loss=1.5997, top1-acc=57.34%, top5-acc=85.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:56.543393, cost_time=0:00:08.766585 2021-04-14 23:01:57,960 INFO : Epoch=0018 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:54:05.265354, arrival_time=2021-04-15 05:56:03.225674, cost_time=0:40:57.224047 2021-04-14 23:01:57,961 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 23:02:04,561 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.50ms, fps=388 images/s, loss=0.8152, top1-acc=76.17%, top5-acc=95.47%, remaining_time=0:02:02.754420, arrival_time=2021-04-14 23:04:07.315818, cost_time=0:00:06.599697 2021-04-14 23:02:10,964 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.8093, top1-acc=76.35%, top5-acc=95.57%, remaining_time=0:01:54.426752, arrival_time=2021-04-14 23:04:05.391488, cost_time=0:00:13.003035 2021-04-14 23:02:17,378 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.8041, top1-acc=76.17%, top5-acc=95.64%, remaining_time=0:01:47.437192, arrival_time=2021-04-14 23:04:04.815249, cost_time=0:00:19.416354 2021-04-14 23:02:23,803 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=2.08ms, fps=398 images/s, loss=0.7969, top1-acc=76.30%, top5-acc=95.63%, remaining_time=0:01:40.783332, arrival_time=2021-04-14 23:04:04.586895, cost_time=0:00:25.841862 2021-04-14 23:02:30,207 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.8034, top1-acc=76.08%, top5-acc=95.61%, remaining_time=0:01:34.157152, arrival_time=2021-04-14 23:04:04.364357, cost_time=0:00:32.245599 2021-04-14 23:02:36,618 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.8053, top1-acc=76.05%, top5-acc=95.59%, remaining_time=0:01:27.621808, arrival_time=2021-04-14 23:04:04.240071, cost_time=0:00:38.656654 2021-04-14 23:02:43,030 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.8062, top1-acc=76.14%, top5-acc=95.57%, remaining_time=0:01:21.123840, arrival_time=2021-04-14 23:04:04.154218, cost_time=0:00:45.068769 2021-04-14 23:02:49,440 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.8092, top1-acc=75.94%, top5-acc=95.56%, remaining_time=0:01:14.644608, arrival_time=2021-04-14 23:04:04.085350, cost_time=0:00:51.479049 2021-04-14 23:02:55,844 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.8105, top1-acc=75.97%, top5-acc=95.52%, remaining_time=0:01:08.172734, arrival_time=2021-04-14 23:04:04.016892, cost_time=0:00:57.882529 2021-04-14 23:03:02,243 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.8119, top1-acc=75.94%, top5-acc=95.49%, remaining_time=0:01:01.710528, arrival_time=2021-04-14 23:04:03.953968, cost_time=0:01:04.281822 2021-04-14 23:03:08,652 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.8143, top1-acc=75.77%, top5-acc=95.51%, remaining_time=0:00:55.267126, arrival_time=2021-04-14 23:04:03.919231, cost_time=0:01:10.690494 2021-04-14 23:03:15,059 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.8192, top1-acc=75.64%, top5-acc=95.48%, remaining_time=0:00:48.828556, arrival_time=2021-04-14 23:04:03.887925, cost_time=0:01:17.097761 2021-04-14 23:03:21,468 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.8214, top1-acc=75.53%, top5-acc=95.45%, remaining_time=0:00:42.395628, arrival_time=2021-04-14 23:04:03.863773, cost_time=0:01:23.506544 2021-04-14 23:03:27,888 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.15ms, fps=399 images/s, loss=0.8224, top1-acc=75.51%, top5-acc=95.44%, remaining_time=0:00:35.970536, arrival_time=2021-04-14 23:04:03.858725, cost_time=0:01:29.926357 2021-04-14 23:03:34,297 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.8273, top1-acc=75.34%, top5-acc=95.37%, remaining_time=0:00:29.542994, arrival_time=2021-04-14 23:04:03.840540, cost_time=0:01:36.335857 2021-04-14 23:03:40,708 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.8320, top1-acc=75.22%, top5-acc=95.32%, remaining_time=0:00:23.118012, arrival_time=2021-04-14 23:04:03.826508, cost_time=0:01:42.746769 2021-04-14 23:03:47,124 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.8376, top1-acc=75.07%, top5-acc=95.23%, remaining_time=0:00:16.695536, arrival_time=2021-04-14 23:04:03.820202, cost_time=0:01:49.163051 2021-04-14 23:03:53,533 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.8400, top1-acc=75.04%, top5-acc=95.20%, remaining_time=0:00:10.273040, arrival_time=2021-04-14 23:04:03.806435, cost_time=0:01:55.571689 2021-04-14 23:03:59,946 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.8429, top1-acc=74.97%, top5-acc=95.17%, remaining_time=0:00:03.852156, arrival_time=2021-04-14 23:04:03.798641, cost_time=0:02:01.984875 2021-04-14 23:04:03,348 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.20ms, fps=400 images/s, loss=0.8457, top1-acc=74.88%, top5-acc=95.15%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:03.348935, cost_time=0:02:05.387284 2021-04-14 23:04:05,669 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.13ms, fps=1104 images/s, loss=1.7152, top1-acc=56.64%, top5-acc=83.44%, remaining_time=0:00:06.954810, arrival_time=2021-04-14 23:04:12.623963, cost_time=0:00:02.318267 2021-04-14 23:04:07,879 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.49ms, fps=1158 images/s, loss=1.6983, top1-acc=56.50%, top5-acc=84.36%, remaining_time=0:00:04.528620, arrival_time=2021-04-14 23:04:12.408060, cost_time=0:00:04.528612 2021-04-14 23:04:10,085 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.65ms, fps=1161 images/s, loss=1.6949, top1-acc=56.84%, top5-acc=84.61%, remaining_time=0:00:02.244870, arrival_time=2021-04-14 23:04:12.330298, cost_time=0:00:06.734597 2021-04-14 23:04:12,090 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=1.54ms, fps=1157 images/s, loss=1.6765, top1-acc=56.90%, top5-acc=84.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:12.090519, cost_time=0:00:08.739583 2021-04-14 23:04:13,932 INFO : Epoch=0019 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:51:43.605991, arrival_time=2021-04-15 05:55:57.538508, cost_time=0:43:13.196205 2021-04-14 23:04:13,934 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 23:04:20,541 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.43ms, fps=387 images/s, loss=0.7922, top1-acc=76.33%, top5-acc=95.82%, remaining_time=0:02:02.890386, arrival_time=2021-04-14 23:06:23.432040, cost_time=0:00:06.607010 2021-04-14 23:04:26,940 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.8004, top1-acc=76.35%, top5-acc=95.66%, remaining_time=0:01:54.449984, arrival_time=2021-04-14 23:06:21.390282, cost_time=0:00:13.005670 2021-04-14 23:04:33,351 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=0.7922, top1-acc=76.56%, top5-acc=95.81%, remaining_time=0:01:47.441674, arrival_time=2021-04-14 23:06:20.793460, cost_time=0:00:19.417160 2021-04-14 23:04:39,752 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.7713, top1-acc=77.30%, top5-acc=96.04%, remaining_time=0:01:40.690980, arrival_time=2021-04-14 23:06:20.443804, cost_time=0:00:25.818195 2021-04-14 23:04:46,159 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.7726, top1-acc=77.13%, top5-acc=96.04%, remaining_time=0:01:34.096124, arrival_time=2021-04-14 23:06:20.255532, cost_time=0:00:32.224720 2021-04-14 23:04:52,573 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.7729, top1-acc=77.02%, top5-acc=96.02%, remaining_time=0:01:27.581824, arrival_time=2021-04-14 23:06:20.155589, cost_time=0:00:38.639013 2021-04-14 23:04:58,986 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.98ms, fps=399 images/s, loss=0.7766, top1-acc=77.00%, top5-acc=95.98%, remaining_time=0:01:21.092844, arrival_time=2021-04-14 23:06:20.079024, cost_time=0:00:45.051552 2021-04-14 23:05:05,395 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.7771, top1-acc=76.89%, top5-acc=96.00%, remaining_time=0:01:14.618740, arrival_time=2021-04-14 23:06:20.014547, cost_time=0:00:51.461176 2021-04-14 23:05:11,814 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.7844, top1-acc=76.63%, top5-acc=95.95%, remaining_time=0:01:08.169766, arrival_time=2021-04-14 23:06:19.984618, cost_time=0:00:57.880010 2021-04-14 23:05:18,226 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.7877, top1-acc=76.50%, top5-acc=95.93%, remaining_time=0:01:01.719840, arrival_time=2021-04-14 23:06:19.946084, cost_time=0:01:04.291527 2021-04-14 23:05:24,633 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.7908, top1-acc=76.35%, top5-acc=95.87%, remaining_time=0:00:55.273490, arrival_time=2021-04-14 23:06:19.906882, cost_time=0:01:10.698677 2021-04-14 23:05:31,048 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.7956, top1-acc=76.24%, top5-acc=95.81%, remaining_time=0:00:48.838816, arrival_time=2021-04-14 23:06:19.887569, cost_time=0:01:17.113866 2021-04-14 23:05:37,470 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.7947, top1-acc=76.23%, top5-acc=95.84%, remaining_time=0:00:42.410412, arrival_time=2021-04-14 23:06:19.880753, cost_time=0:01:23.535624 2021-04-14 23:05:43,875 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.7996, top1-acc=76.10%, top5-acc=95.77%, remaining_time=0:00:35.976360, arrival_time=2021-04-14 23:06:19.852046, cost_time=0:01:29.940962 2021-04-14 23:05:50,283 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.8013, top1-acc=76.10%, top5-acc=95.71%, remaining_time=0:00:29.546996, arrival_time=2021-04-14 23:06:19.830523, cost_time=0:01:36.348896 2021-04-14 23:05:56,696 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.8008, top1-acc=76.07%, top5-acc=95.70%, remaining_time=0:00:23.121324, arrival_time=2021-04-14 23:06:19.817561, cost_time=0:01:42.761515 2021-04-14 23:06:03,103 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.8044, top1-acc=75.94%, top5-acc=95.66%, remaining_time=0:00:16.696446, arrival_time=2021-04-14 23:06:19.800106, cost_time=0:01:49.169032 2021-04-14 23:06:09,506 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.8086, top1-acc=75.85%, top5-acc=95.56%, remaining_time=0:00:10.273040, arrival_time=2021-04-14 23:06:19.779374, cost_time=0:01:55.571705 2021-04-14 23:06:15,922 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.86ms, fps=399 images/s, loss=0.8123, top1-acc=75.72%, top5-acc=95.52%, remaining_time=0:00:03.852234, arrival_time=2021-04-14 23:06:19.774421, cost_time=0:02:01.987467 2021-04-14 23:06:19,325 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.8148, top1-acc=75.63%, top5-acc=95.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:19.325484, cost_time=0:02:05.390848 2021-04-14 23:06:21,676 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.60ms, fps=1090 images/s, loss=1.6306, top1-acc=57.77%, top5-acc=85.86%, remaining_time=0:00:07.047660, arrival_time=2021-04-14 23:06:28.724411, cost_time=0:00:02.349221 2021-04-14 23:06:23,882 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.60ms, fps=1161 images/s, loss=1.6011, top1-acc=58.40%, top5-acc=85.92%, remaining_time=0:00:04.555240, arrival_time=2021-04-14 23:06:28.437955, cost_time=0:00:04.555235 2021-04-14 23:06:26,089 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.45ms, fps=1160 images/s, loss=1.6078, top1-acc=57.83%, top5-acc=85.89%, remaining_time=0:00:02.253920, arrival_time=2021-04-14 23:06:28.343140, cost_time=0:00:06.761765 2021-04-14 23:06:28,088 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.6173, top1-acc=57.32%, top5-acc=85.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:28.088551, cost_time=0:00:08.761112 2021-04-14 23:06:29,619 INFO : Epoch=0020 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:49:19.947720, arrival_time=2021-04-15 05:55:49.567105, cost_time=0:45:28.883080 2021-04-14 23:06:29,622 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 23:06:36,202 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.37ms, fps=389 images/s, loss=0.7171, top1-acc=78.52%, top5-acc=96.41%, remaining_time=0:02:02.383722, arrival_time=2021-04-14 23:08:38.585807, cost_time=0:00:06.579768 2021-04-14 23:06:42,611 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.7343, top1-acc=78.40%, top5-acc=96.27%, remaining_time=0:01:54.304432, arrival_time=2021-04-14 23:08:36.915910, cost_time=0:00:12.989149 2021-04-14 23:06:49,024 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.7325, top1-acc=78.24%, top5-acc=96.39%, remaining_time=0:01:47.360666, arrival_time=2021-04-14 23:08:36.385407, cost_time=0:00:19.402538 2021-04-14 23:06:55,447 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.7260, top1-acc=78.49%, top5-acc=96.50%, remaining_time=0:01:40.717968, arrival_time=2021-04-14 23:08:36.165387, cost_time=0:00:25.825128 2021-04-14 23:07:01,856 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.7395, top1-acc=77.99%, top5-acc=96.34%, remaining_time=0:01:34.122988, arrival_time=2021-04-14 23:08:35.979190, cost_time=0:00:32.233912 2021-04-14 23:07:08,264 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.7434, top1-acc=77.73%, top5-acc=96.34%, remaining_time=0:01:27.587672, arrival_time=2021-04-14 23:08:35.851592, cost_time=0:00:38.641629 2021-04-14 23:07:14,673 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.7527, top1-acc=77.39%, top5-acc=96.27%, remaining_time=0:01:21.091080, arrival_time=2021-04-14 23:08:35.764073, cost_time=0:00:45.050611 2021-04-14 23:07:21,079 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.7568, top1-acc=77.22%, top5-acc=96.25%, remaining_time=0:01:14.612940, arrival_time=2021-04-14 23:08:35.692378, cost_time=0:00:51.457227 2021-04-14 23:07:27,486 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.7616, top1-acc=77.08%, top5-acc=96.22%, remaining_time=0:01:08.150686, arrival_time=2021-04-14 23:08:35.636697, cost_time=0:00:57.863820 2021-04-14 23:07:33,891 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.25ms, fps=400 images/s, loss=0.7644, top1-acc=76.94%, top5-acc=96.21%, remaining_time=0:01:01.698816, arrival_time=2021-04-14 23:08:35.590595, cost_time=0:01:04.269579 2021-04-14 23:07:40,300 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=2.01ms, fps=399 images/s, loss=0.7679, top1-acc=76.83%, top5-acc=96.11%, remaining_time=0:00:55.257494, arrival_time=2021-04-14 23:08:35.557977, cost_time=0:01:10.678179 2021-04-14 23:07:46,708 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.7709, top1-acc=76.72%, top5-acc=96.09%, remaining_time=0:00:48.821260, arrival_time=2021-04-14 23:08:35.529649, cost_time=0:01:17.086156 2021-04-14 23:07:53,127 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.04ms, fps=399 images/s, loss=0.7738, top1-acc=76.63%, top5-acc=95.99%, remaining_time=0:00:42.394968, arrival_time=2021-04-14 23:08:35.522470, cost_time=0:01:23.505296 2021-04-14 23:07:59,539 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.7791, top1-acc=76.41%, top5-acc=95.95%, remaining_time=0:00:35.966728, arrival_time=2021-04-14 23:08:35.505838, cost_time=0:01:29.916821 2021-04-14 23:08:05,951 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.7824, top1-acc=76.33%, top5-acc=95.95%, remaining_time=0:00:29.540832, arrival_time=2021-04-14 23:08:35.492053, cost_time=0:01:36.328803 2021-04-14 23:08:12,368 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.7856, top1-acc=76.17%, top5-acc=95.92%, remaining_time=0:00:23.117832, arrival_time=2021-04-14 23:08:35.485939, cost_time=0:01:42.745899 2021-04-14 23:08:18,791 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.7896, top1-acc=76.08%, top5-acc=95.88%, remaining_time=0:00:16.696394, arrival_time=2021-04-14 23:08:35.487457, cost_time=0:01:49.168773 2021-04-14 23:08:25,200 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.7937, top1-acc=75.91%, top5-acc=95.86%, remaining_time=0:00:10.273616, arrival_time=2021-04-14 23:08:35.473963, cost_time=0:01:55.578131 2021-04-14 23:08:31,604 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.7970, top1-acc=75.83%, top5-acc=95.82%, remaining_time=0:00:03.852054, arrival_time=2021-04-14 23:08:35.456081, cost_time=0:02:01.981791 2021-04-14 23:08:35,004 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.7998, top1-acc=75.77%, top5-acc=95.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:35.004185, cost_time=0:02:05.381988 2021-04-14 23:08:37,363 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.97ms, fps=1086 images/s, loss=1.5318, top1-acc=58.32%, top5-acc=87.03%, remaining_time=0:00:07.072860, arrival_time=2021-04-14 23:08:44.436746, cost_time=0:00:02.357625 2021-04-14 23:08:39,577 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.83ms, fps=1157 images/s, loss=1.5627, top1-acc=58.03%, top5-acc=86.02%, remaining_time=0:00:04.571260, arrival_time=2021-04-14 23:08:44.148699, cost_time=0:00:04.571251 2021-04-14 23:08:41,780 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.44ms, fps=1162 images/s, loss=1.5515, top1-acc=58.19%, top5-acc=86.05%, remaining_time=0:00:02.258090, arrival_time=2021-04-14 23:08:44.038654, cost_time=0:00:06.774265 2021-04-14 23:08:43,786 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=1.25ms, fps=1157 images/s, loss=1.5248, top1-acc=58.07%, top5-acc=86.04%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:43.786155, cost_time=0:00:08.780090 2021-04-14 23:08:45,273 INFO : Epoch=0021 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:46:56.771555, arrival_time=2021-04-15 05:55:42.045295, cost_time=0:47:44.537435 2021-04-14 23:08:45,275 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 23:08:51,871 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.60ms, fps=388 images/s, loss=0.7326, top1-acc=77.38%, top5-acc=96.64%, remaining_time=0:02:02.687460, arrival_time=2021-04-14 23:10:54.559029, cost_time=0:00:06.596103 2021-04-14 23:08:58,271 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.7231, top1-acc=77.99%, top5-acc=96.58%, remaining_time=0:01:54.360400, arrival_time=2021-04-14 23:10:52.631382, cost_time=0:00:12.995507 2021-04-14 23:09:04,681 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.7093, top1-acc=78.61%, top5-acc=96.65%, remaining_time=0:01:47.379424, arrival_time=2021-04-14 23:10:52.060736, cost_time=0:00:19.405926 2021-04-14 23:09:11,093 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.7145, top1-acc=78.50%, top5-acc=96.51%, remaining_time=0:01:40.691760, arrival_time=2021-04-14 23:10:51.785610, cost_time=0:00:25.818385 2021-04-14 23:09:17,497 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.7145, top1-acc=78.45%, top5-acc=96.53%, remaining_time=0:01:34.089554, arrival_time=2021-04-14 23:10:51.587397, cost_time=0:00:32.222452 2021-04-14 23:09:23,916 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.7249, top1-acc=78.24%, top5-acc=96.46%, remaining_time=0:01:27.585496, arrival_time=2021-04-14 23:10:51.501581, cost_time=0:00:38.640670 2021-04-14 23:09:30,322 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.7248, top1-acc=78.22%, top5-acc=96.42%, remaining_time=0:01:21.084024, arrival_time=2021-04-14 23:10:51.406056, cost_time=0:00:45.046660 2021-04-14 23:09:36,731 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.89ms, fps=399 images/s, loss=0.7276, top1-acc=78.11%, top5-acc=96.39%, remaining_time=0:01:14.610620, arrival_time=2021-04-14 23:10:51.341734, cost_time=0:00:51.455607 2021-04-14 23:09:43,135 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.7330, top1-acc=77.95%, top5-acc=96.30%, remaining_time=0:01:08.146658, arrival_time=2021-04-14 23:10:51.282546, cost_time=0:00:57.860327 2021-04-14 23:09:49,538 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.7363, top1-acc=77.73%, top5-acc=96.28%, remaining_time=0:01:01.692768, arrival_time=2021-04-14 23:10:51.231548, cost_time=0:01:04.263312 2021-04-14 23:09:55,952 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.7434, top1-acc=77.53%, top5-acc=96.20%, remaining_time=0:00:55.256462, arrival_time=2021-04-14 23:10:51.208811, cost_time=0:01:10.676900 2021-04-14 23:10:02,371 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.7489, top1-acc=77.40%, top5-acc=96.13%, remaining_time=0:00:48.827340, arrival_time=2021-04-14 23:10:51.198560, cost_time=0:01:17.095841 2021-04-14 23:10:08,778 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.7536, top1-acc=77.31%, top5-acc=96.10%, remaining_time=0:00:42.393846, arrival_time=2021-04-14 23:10:51.172408, cost_time=0:01:23.503086 2021-04-14 23:10:15,189 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.81ms, fps=399 images/s, loss=0.7584, top1-acc=77.23%, top5-acc=96.02%, remaining_time=0:00:35.965720, arrival_time=2021-04-14 23:10:51.155411, cost_time=0:01:29.914319 2021-04-14 23:10:21,598 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.7589, top1-acc=77.14%, top5-acc=96.04%, remaining_time=0:00:29.539130, arrival_time=2021-04-14 23:10:51.137799, cost_time=0:01:36.323294 2021-04-14 23:10:28,005 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.7637, top1-acc=76.97%, top5-acc=96.00%, remaining_time=0:00:23.114340, arrival_time=2021-04-14 23:10:51.120237, cost_time=0:01:42.730433 2021-04-14 23:10:34,426 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.95ms, fps=399 images/s, loss=0.7676, top1-acc=76.87%, top5-acc=95.96%, remaining_time=0:00:16.693690, arrival_time=2021-04-14 23:10:51.120112, cost_time=0:01:49.151027 2021-04-14 23:10:40,830 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.7698, top1-acc=76.83%, top5-acc=95.95%, remaining_time=0:00:10.271600, arrival_time=2021-04-14 23:10:51.102487, cost_time=0:01:55.555516 2021-04-14 23:10:47,257 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.44ms, fps=398 images/s, loss=0.7729, top1-acc=76.72%, top5-acc=95.92%, remaining_time=0:00:03.852078, arrival_time=2021-04-14 23:10:51.109986, cost_time=0:02:01.982443 2021-04-14 23:10:50,661 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.7754, top1-acc=76.67%, top5-acc=95.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:50.660942, cost_time=0:02:05.385482 2021-04-14 23:10:52,991 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.38ms, fps=1099 images/s, loss=1.6840, top1-acc=56.56%, top5-acc=83.87%, remaining_time=0:00:06.985110, arrival_time=2021-04-14 23:10:59.976396, cost_time=0:00:02.328371 2021-04-14 23:10:55,199 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.51ms, fps=1159 images/s, loss=1.7144, top1-acc=55.82%, top5-acc=83.71%, remaining_time=0:00:04.536680, arrival_time=2021-04-14 23:10:59.736468, cost_time=0:00:04.536674 2021-04-14 23:10:57,411 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.89ms, fps=1158 images/s, loss=1.6941, top1-acc=56.46%, top5-acc=83.92%, remaining_time=0:00:02.249410, arrival_time=2021-04-14 23:10:59.660564, cost_time=0:00:06.748233 2021-04-14 23:10:59,411 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.7056, top1-acc=56.31%, top5-acc=83.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:59.411928, cost_time=0:00:08.749036 2021-04-14 23:11:00,864 INFO : Epoch=0022 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:44:33.763880, arrival_time=2021-04-15 05:55:34.628295, cost_time=0:50:00.128131 2021-04-14 23:11:00,865 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 23:11:07,441 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.38ms, fps=389 images/s, loss=0.7155, top1-acc=78.24%, top5-acc=96.68%, remaining_time=0:02:02.298162, arrival_time=2021-04-14 23:13:09.739240, cost_time=0:00:06.575170 2021-04-14 23:11:13,853 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.7164, top1-acc=78.44%, top5-acc=96.64%, remaining_time=0:01:54.287536, arrival_time=2021-04-14 23:13:08.140596, cost_time=0:00:12.987223 2021-04-14 23:11:20,261 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.7091, top1-acc=78.55%, top5-acc=96.77%, remaining_time=0:01:47.324976, arrival_time=2021-04-14 23:13:07.586875, cost_time=0:00:19.396094 2021-04-14 23:11:26,670 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.7032, top1-acc=78.64%, top5-acc=96.85%, remaining_time=0:01:40.637940, arrival_time=2021-04-14 23:13:07.308358, cost_time=0:00:25.804596 2021-04-14 23:11:33,081 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.7040, top1-acc=78.38%, top5-acc=96.77%, remaining_time=0:01:34.069990, arrival_time=2021-04-14 23:13:07.151654, cost_time=0:00:32.215770 2021-04-14 23:11:39,494 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.7064, top1-acc=78.35%, top5-acc=96.65%, remaining_time=0:01:27.558568, arrival_time=2021-04-14 23:13:07.053158, cost_time=0:00:38.628757 2021-04-14 23:11:45,903 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.7154, top1-acc=78.07%, top5-acc=96.48%, remaining_time=0:01:21.067392, arrival_time=2021-04-14 23:13:06.970686, cost_time=0:00:45.037474 2021-04-14 23:11:52,309 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.7196, top1-acc=78.07%, top5-acc=96.39%, remaining_time=0:01:14.593336, arrival_time=2021-04-14 23:13:06.902881, cost_time=0:00:51.443720 2021-04-14 23:11:58,722 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=0.7240, top1-acc=78.02%, top5-acc=96.38%, remaining_time=0:01:08.142524, arrival_time=2021-04-14 23:13:06.865241, cost_time=0:00:57.856891 2021-04-14 23:12:05,157 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.41ms, fps=398 images/s, loss=0.7276, top1-acc=77.94%, top5-acc=96.37%, remaining_time=0:01:01.719552, arrival_time=2021-04-14 23:13:06.876743, cost_time=0:01:04.291243 2021-04-14 23:12:11,576 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=0.7330, top1-acc=77.68%, top5-acc=96.36%, remaining_time=0:00:55.283122, arrival_time=2021-04-14 23:13:06.859991, cost_time=0:01:10.710943 2021-04-14 23:12:17,985 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.7373, top1-acc=77.64%, top5-acc=96.27%, remaining_time=0:00:48.842084, arrival_time=2021-04-14 23:13:06.827146, cost_time=0:01:17.119113 2021-04-14 23:12:24,396 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.23ms, fps=399 images/s, loss=0.7412, top1-acc=77.56%, top5-acc=96.22%, remaining_time=0:00:42.407706, arrival_time=2021-04-14 23:13:06.803879, cost_time=0:01:23.530354 2021-04-14 23:12:30,807 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.7451, top1-acc=77.42%, top5-acc=96.22%, remaining_time=0:00:35.976528, arrival_time=2021-04-14 23:13:06.783845, cost_time=0:01:29.941375 2021-04-14 23:12:37,222 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.7446, top1-acc=77.42%, top5-acc=96.23%, remaining_time=0:00:29.549434, arrival_time=2021-04-14 23:13:06.772169, cost_time=0:01:36.356911 2021-04-14 23:12:43,631 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.7452, top1-acc=77.44%, top5-acc=96.18%, remaining_time=0:00:23.122224, arrival_time=2021-04-14 23:13:06.753421, cost_time=0:01:42.765373 2021-04-14 23:12:50,047 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.88ms, fps=399 images/s, loss=0.7489, top1-acc=77.30%, top5-acc=96.16%, remaining_time=0:00:16.698292, arrival_time=2021-04-14 23:13:06.745292, cost_time=0:01:49.181167 2021-04-14 23:12:56,469 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.7513, top1-acc=77.27%, top5-acc=96.14%, remaining_time=0:00:10.275840, arrival_time=2021-04-14 23:13:06.745053, cost_time=0:01:55.603285 2021-04-14 23:13:02,883 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.7556, top1-acc=77.16%, top5-acc=96.10%, remaining_time=0:00:03.853188, arrival_time=2021-04-14 23:13:06.736707, cost_time=0:02:02.017695 2021-04-14 23:13:06,287 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.7583, top1-acc=77.10%, top5-acc=96.06%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:06.287681, cost_time=0:02:05.421859 2021-04-14 23:13:08,641 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.43ms, fps=1088 images/s, loss=1.7336, top1-acc=56.45%, top5-acc=84.49%, remaining_time=0:00:07.055820, arrival_time=2021-04-14 23:13:15.697338, cost_time=0:00:02.351944 2021-04-14 23:13:10,849 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.33ms, fps=1160 images/s, loss=1.7182, top1-acc=56.97%, top5-acc=83.79%, remaining_time=0:00:04.559440, arrival_time=2021-04-14 23:13:15.408438, cost_time=0:00:04.559442 2021-04-14 23:13:13,055 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.37ms, fps=1160 images/s, loss=1.7016, top1-acc=56.68%, top5-acc=83.96%, remaining_time=0:00:02.255460, arrival_time=2021-04-14 23:13:15.311398, cost_time=0:00:06.766384 2021-04-14 23:13:15,056 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=1.32ms, fps=1160 images/s, loss=1.7061, top1-acc=56.40%, top5-acc=83.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:15.056625, cost_time=0:00:08.767089 2021-04-14 23:13:16,494 INFO : Epoch=0023 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:42:11.702454, arrival_time=2021-04-15 05:55:28.196670, cost_time=0:52:15.757946 2021-04-14 23:13:16,495 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 23:13:23,141 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.68ms, fps=385 images/s, loss=0.7197, top1-acc=78.67%, top5-acc=96.17%, remaining_time=0:02:03.617832, arrival_time=2021-04-14 23:15:26.759540, cost_time=0:00:06.646117 2021-04-14 23:13:29,557 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.7089, top1-acc=78.63%, top5-acc=96.48%, remaining_time=0:01:54.944368, arrival_time=2021-04-14 23:15:24.501845, cost_time=0:00:13.061858 2021-04-14 23:13:35,959 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6985, top1-acc=78.71%, top5-acc=96.60%, remaining_time=0:01:47.698808, arrival_time=2021-04-14 23:15:23.657929, cost_time=0:00:19.463627 2021-04-14 23:13:42,363 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.6975, top1-acc=78.58%, top5-acc=96.70%, remaining_time=0:01:40.883016, arrival_time=2021-04-14 23:15:23.246074, cost_time=0:00:25.867432 2021-04-14 23:13:48,774 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.6918, top1-acc=78.73%, top5-acc=96.66%, remaining_time=0:01:34.253366, arrival_time=2021-04-14 23:15:23.027409, cost_time=0:00:32.278545 2021-04-14 23:13:55,191 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.46ms, fps=399 images/s, loss=0.6919, top1-acc=78.78%, top5-acc=96.68%, remaining_time=0:01:27.710888, arrival_time=2021-04-14 23:15:22.902419, cost_time=0:00:38.695998 2021-04-14 23:14:01,601 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.69ms, fps=399 images/s, loss=0.7004, top1-acc=78.57%, top5-acc=96.65%, remaining_time=0:01:21.190242, arrival_time=2021-04-14 23:15:22.791443, cost_time=0:00:45.105706 2021-04-14 23:14:08,016 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.7005, top1-acc=78.53%, top5-acc=96.65%, remaining_time=0:01:14.705740, arrival_time=2021-04-14 23:15:22.722609, cost_time=0:00:51.521206 2021-04-14 23:14:14,428 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.66ms, fps=399 images/s, loss=0.7071, top1-acc=78.33%, top5-acc=96.57%, remaining_time=0:01:08.232306, arrival_time=2021-04-14 23:15:22.660897, cost_time=0:00:57.933067 2021-04-14 23:14:20,850 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.17ms, fps=399 images/s, loss=0.7146, top1-acc=78.10%, top5-acc=96.54%, remaining_time=0:01:01.780224, arrival_time=2021-04-14 23:15:22.630276, cost_time=0:01:04.354437 2021-04-14 23:14:27,267 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.7253, top1-acc=77.80%, top5-acc=96.43%, remaining_time=0:00:55.330938, arrival_time=2021-04-14 23:15:22.598631, cost_time=0:01:10.772104 2021-04-14 23:14:33,669 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.01ms, fps=400 images/s, loss=0.7286, top1-acc=77.69%, top5-acc=96.41%, remaining_time=0:00:48.876740, arrival_time=2021-04-14 23:15:22.546088, cost_time=0:01:17.173764 2021-04-14 23:14:40,088 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.71ms, fps=399 images/s, loss=0.7329, top1-acc=77.55%, top5-acc=96.40%, remaining_time=0:00:42.439650, arrival_time=2021-04-14 23:15:22.528516, cost_time=0:01:23.593280 2021-04-14 23:14:46,492 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.7375, top1-acc=77.41%, top5-acc=96.36%, remaining_time=0:00:35.998536, arrival_time=2021-04-14 23:15:22.490504, cost_time=0:01:29.996385 2021-04-14 23:14:52,903 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.7384, top1-acc=77.37%, top5-acc=96.37%, remaining_time=0:00:29.565120, arrival_time=2021-04-14 23:15:22.468585, cost_time=0:01:36.407969 2021-04-14 23:14:59,314 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.29ms, fps=399 images/s, loss=0.7393, top1-acc=77.39%, top5-acc=96.36%, remaining_time=0:00:23.134212, arrival_time=2021-04-14 23:15:22.448518, cost_time=0:01:42.818738 2021-04-14 23:15:05,727 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.7400, top1-acc=77.34%, top5-acc=96.32%, remaining_time=0:00:16.705988, arrival_time=2021-04-14 23:15:22.432946, cost_time=0:01:49.231453 2021-04-14 23:15:12,138 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.67ms, fps=399 images/s, loss=0.7432, top1-acc=77.26%, top5-acc=96.31%, remaining_time=0:00:10.279376, arrival_time=2021-04-14 23:15:22.417897, cost_time=0:01:55.642983 2021-04-14 23:15:18,556 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.28ms, fps=399 images/s, loss=0.7466, top1-acc=77.18%, top5-acc=96.26%, remaining_time=0:00:03.854568, arrival_time=2021-04-14 23:15:22.411287, cost_time=0:02:02.061228 2021-04-14 23:15:21,957 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.7479, top1-acc=77.15%, top5-acc=96.26%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:21.957159, cost_time=0:02:05.461572 2021-04-14 23:15:24,329 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.81ms, fps=1080 images/s, loss=1.6813, top1-acc=57.89%, top5-acc=84.45%, remaining_time=0:00:07.110630, arrival_time=2021-04-14 23:15:31.440027, cost_time=0:00:02.370209 2021-04-14 23:15:26,535 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.30ms, fps=1161 images/s, loss=1.6666, top1-acc=57.68%, top5-acc=84.45%, remaining_time=0:00:04.576400, arrival_time=2021-04-14 23:15:31.111965, cost_time=0:00:04.576401 2021-04-14 23:15:28,746 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.49ms, fps=1158 images/s, loss=1.6671, top1-acc=57.28%, top5-acc=84.53%, remaining_time=0:00:02.262570, arrival_time=2021-04-14 23:15:31.009464, cost_time=0:00:06.787715 2021-04-14 23:15:30,755 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=1.63ms, fps=1155 images/s, loss=1.6444, top1-acc=57.38%, top5-acc=84.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:30.755434, cost_time=0:00:08.796216 2021-04-14 23:15:32,174 INFO : Epoch=0024 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:39:50.543104, arrival_time=2021-04-15 05:55:22.717094, cost_time=0:54:31.437688 2021-04-14 23:15:32,175 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 23:15:38,745 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.45ms, fps=390 images/s, loss=0.7130, top1-acc=78.36%, top5-acc=97.03%, remaining_time=0:02:02.196420, arrival_time=2021-04-14 23:17:40.941584, cost_time=0:00:06.569701 2021-04-14 23:15:45,154 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=0.6864, top1-acc=79.36%, top5-acc=97.15%, remaining_time=0:01:54.213616, arrival_time=2021-04-14 23:17:39.367904, cost_time=0:00:12.978815 2021-04-14 23:15:51,565 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.6782, top1-acc=79.49%, top5-acc=97.08%, remaining_time=0:01:47.290116, arrival_time=2021-04-14 23:17:38.855235, cost_time=0:00:19.389773 2021-04-14 23:15:57,977 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=0.6869, top1-acc=79.15%, top5-acc=96.84%, remaining_time=0:01:40.627332, arrival_time=2021-04-14 23:17:38.604638, cost_time=0:00:25.801882 2021-04-14 23:16:04,381 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.6891, top1-acc=79.17%, top5-acc=96.70%, remaining_time=0:01:34.042104, arrival_time=2021-04-14 23:17:38.423636, cost_time=0:00:32.206199 2021-04-14 23:16:10,786 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.6904, top1-acc=79.00%, top5-acc=96.69%, remaining_time=0:01:27.518448, arrival_time=2021-04-14 23:17:38.304867, cost_time=0:00:38.611077 2021-04-14 23:16:17,199 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.6888, top1-acc=79.15%, top5-acc=96.75%, remaining_time=0:01:21.043200, arrival_time=2021-04-14 23:17:38.242517, cost_time=0:00:45.023970 2021-04-14 23:16:23,608 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=0.6916, top1-acc=79.00%, top5-acc=96.79%, remaining_time=0:01:14.578372, arrival_time=2021-04-14 23:17:38.187184, cost_time=0:00:51.433378 2021-04-14 23:16:30,011 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.6944, top1-acc=78.82%, top5-acc=96.79%, remaining_time=0:01:08.118568, arrival_time=2021-04-14 23:17:38.130404, cost_time=0:00:57.836496 2021-04-14 23:16:36,421 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.6995, top1-acc=78.67%, top5-acc=96.70%, remaining_time=0:01:01.675872, arrival_time=2021-04-14 23:17:38.096974, cost_time=0:01:04.245746 2021-04-14 23:16:42,830 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.7050, top1-acc=78.53%, top5-acc=96.63%, remaining_time=0:00:55.239434, arrival_time=2021-04-14 23:17:38.069832, cost_time=0:01:10.655049 2021-04-14 23:16:49,236 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.7067, top1-acc=78.54%, top5-acc=96.55%, remaining_time=0:00:48.805376, arrival_time=2021-04-14 23:17:38.042039, cost_time=0:01:17.061124 2021-04-14 23:16:55,643 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.7087, top1-acc=78.51%, top5-acc=96.50%, remaining_time=0:00:42.376290, arrival_time=2021-04-14 23:17:38.020028, cost_time=0:01:23.468391 2021-04-14 23:17:02,053 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.7123, top1-acc=78.42%, top5-acc=96.47%, remaining_time=0:00:35.951160, arrival_time=2021-04-14 23:17:38.004469, cost_time=0:01:29.877959 2021-04-14 23:17:08,463 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.7168, top1-acc=78.26%, top5-acc=96.43%, remaining_time=0:00:29.528458, arrival_time=2021-04-14 23:17:37.992242, cost_time=0:01:36.288432 2021-04-14 23:17:14,873 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.7235, top1-acc=78.02%, top5-acc=96.35%, remaining_time=0:00:23.107104, arrival_time=2021-04-14 23:17:37.980740, cost_time=0:01:42.698291 2021-04-14 23:17:21,289 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.7261, top1-acc=77.98%, top5-acc=96.34%, remaining_time=0:00:16.687970, arrival_time=2021-04-14 23:17:37.976979, cost_time=0:01:49.113599 2021-04-14 23:17:27,699 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.7293, top1-acc=77.86%, top5-acc=96.30%, remaining_time=0:00:10.268800, arrival_time=2021-04-14 23:17:37.968177, cost_time=0:01:55.524007 2021-04-14 23:17:34,110 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.7314, top1-acc=77.79%, top5-acc=96.29%, remaining_time=0:00:03.850584, arrival_time=2021-04-14 23:17:37.961139, cost_time=0:02:01.935167 2021-04-14 23:17:37,509 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.7328, top1-acc=77.75%, top5-acc=96.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:37.509927, cost_time=0:02:05.334584 2021-04-14 23:17:39,879 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=2.10ms, fps=1081 images/s, loss=1.5967, top1-acc=58.67%, top5-acc=85.43%, remaining_time=0:00:07.102800, arrival_time=2021-04-14 23:17:46.982249, cost_time=0:00:02.367599 2021-04-14 23:17:42,085 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.54ms, fps=1161 images/s, loss=1.5953, top1-acc=58.77%, top5-acc=84.86%, remaining_time=0:00:04.573520, arrival_time=2021-04-14 23:17:46.658853, cost_time=0:00:04.573519 2021-04-14 23:17:44,300 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.36ms, fps=1156 images/s, loss=1.5811, top1-acc=58.88%, top5-acc=85.09%, remaining_time=0:00:02.262860, arrival_time=2021-04-14 23:17:46.563304, cost_time=0:00:06.788581 2021-04-14 23:17:46,302 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=1.23ms, fps=1159 images/s, loss=1.5644, top1-acc=59.15%, top5-acc=85.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:46.302767, cost_time=0:00:08.791007 2021-04-14 23:17:47,828 INFO : Epoch=0025 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:37:29.644350, arrival_time=2021-04-15 05:55:17.472717, cost_time=0:56:47.092058 2021-04-14 23:17:47,830 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 23:17:54,434 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.80ms, fps=388 images/s, loss=0.6708, top1-acc=80.39%, top5-acc=96.91%, remaining_time=0:02:02.823054, arrival_time=2021-04-14 23:19:57.257113, cost_time=0:00:06.603389 2021-04-14 23:18:00,838 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.6849, top1-acc=79.51%, top5-acc=97.07%, remaining_time=0:01:54.466528, arrival_time=2021-04-14 23:19:55.304761, cost_time=0:00:13.007557 2021-04-14 23:18:07,241 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.33ms, fps=400 images/s, loss=0.6852, top1-acc=79.19%, top5-acc=97.04%, remaining_time=0:01:47.407478, arrival_time=2021-04-14 23:19:54.649074, cost_time=0:00:19.410978 2021-04-14 23:18:13,640 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.6726, top1-acc=79.48%, top5-acc=97.10%, remaining_time=0:01:40.659000, arrival_time=2021-04-14 23:19:54.299534, cost_time=0:00:25.809996 2021-04-14 23:18:20,049 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.6650, top1-acc=79.59%, top5-acc=97.22%, remaining_time=0:01:34.077874, arrival_time=2021-04-14 23:19:54.126934, cost_time=0:00:32.218460 2021-04-14 23:18:26,463 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.6710, top1-acc=79.47%, top5-acc=97.10%, remaining_time=0:01:27.569040, arrival_time=2021-04-14 23:19:54.032980, cost_time=0:00:38.633395 2021-04-14 23:18:32,867 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.6776, top1-acc=79.29%, top5-acc=97.04%, remaining_time=0:01:21.066510, arrival_time=2021-04-14 23:19:53.933955, cost_time=0:00:45.036928 2021-04-14 23:18:39,272 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.6786, top1-acc=79.34%, top5-acc=96.95%, remaining_time=0:01:14.590552, arrival_time=2021-04-14 23:19:53.862847, cost_time=0:00:51.441774 2021-04-14 23:18:45,675 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.6812, top1-acc=79.24%, top5-acc=96.93%, remaining_time=0:01:08.127684, arrival_time=2021-04-14 23:19:53.802600, cost_time=0:00:57.844275 2021-04-14 23:18:52,080 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6867, top1-acc=79.06%, top5-acc=96.90%, remaining_time=0:01:01.679520, arrival_time=2021-04-14 23:19:53.759577, cost_time=0:01:04.249535 2021-04-14 23:18:58,490 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.6921, top1-acc=78.91%, top5-acc=96.86%, remaining_time=0:00:55.242874, arrival_time=2021-04-14 23:19:53.732861, cost_time=0:01:10.659461 2021-04-14 23:19:04,890 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.6966, top1-acc=78.77%, top5-acc=96.81%, remaining_time=0:00:48.804844, arrival_time=2021-04-14 23:19:53.695614, cost_time=0:01:17.060249 2021-04-14 23:19:11,296 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.6985, top1-acc=78.69%, top5-acc=96.75%, remaining_time=0:00:42.375168, arrival_time=2021-04-14 23:19:53.671991, cost_time=0:01:23.466303 2021-04-14 23:19:17,699 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.7009, top1-acc=78.64%, top5-acc=96.68%, remaining_time=0:00:35.947408, arrival_time=2021-04-14 23:19:53.646475, cost_time=0:01:29.868455 2021-04-14 23:19:24,107 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.7018, top1-acc=78.59%, top5-acc=96.67%, remaining_time=0:00:29.524962, arrival_time=2021-04-14 23:19:53.632493, cost_time=0:01:36.276991 2021-04-14 23:19:30,515 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.7041, top1-acc=78.51%, top5-acc=96.63%, remaining_time=0:00:23.104080, arrival_time=2021-04-14 23:19:53.619318, cost_time=0:01:42.684730 2021-04-14 23:19:36,922 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.7060, top1-acc=78.44%, top5-acc=96.64%, remaining_time=0:00:16.684668, arrival_time=2021-04-14 23:19:53.607246, cost_time=0:01:49.092019 2021-04-14 23:19:43,343 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=0.7090, top1-acc=78.35%, top5-acc=96.62%, remaining_time=0:00:10.267744, arrival_time=2021-04-14 23:19:53.610746, cost_time=0:01:55.512170 2021-04-14 23:19:49,751 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=2.06ms, fps=400 images/s, loss=0.7115, top1-acc=78.23%, top5-acc=96.59%, remaining_time=0:00:03.850122, arrival_time=2021-04-14 23:19:53.601343, cost_time=0:02:01.920607 2021-04-14 23:19:53,157 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.7132, top1-acc=78.22%, top5-acc=96.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:53.157569, cost_time=0:02:05.327048 2021-04-14 23:19:55,479 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.63ms, fps=1104 images/s, loss=1.7604, top1-acc=56.29%, top5-acc=83.87%, remaining_time=0:00:06.958740, arrival_time=2021-04-14 23:20:02.437771, cost_time=0:00:02.319585 2021-04-14 23:19:57,680 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.38ms, fps=1163 images/s, loss=1.7434, top1-acc=56.89%, top5-acc=84.16%, remaining_time=0:00:04.521500, arrival_time=2021-04-14 23:20:02.202443, cost_time=0:00:04.521501 2021-04-14 23:19:59,889 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.46ms, fps=1159 images/s, loss=1.7594, top1-acc=56.21%, top5-acc=84.08%, remaining_time=0:00:02.243360, arrival_time=2021-04-14 23:20:02.132873, cost_time=0:00:06.730072 2021-04-14 23:20:01,891 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=1.23ms, fps=1159 images/s, loss=1.7850, top1-acc=56.37%, top5-acc=84.08%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:01.891851, cost_time=0:00:08.732364 2021-04-14 23:20:03,317 INFO : Epoch=0026 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:35:08.045490, arrival_time=2021-04-15 05:55:11.363330, cost_time=0:59:02.581516 2021-04-14 23:20:03,319 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 23:20:09,927 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.35ms, fps=387 images/s, loss=0.6939, top1-acc=79.49%, top5-acc=96.48%, remaining_time=0:02:02.909358, arrival_time=2021-04-14 23:22:12.836833, cost_time=0:00:06.608026 2021-04-14 23:20:16,330 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.6810, top1-acc=79.47%, top5-acc=96.86%, remaining_time=0:01:54.495392, arrival_time=2021-04-14 23:22:10.825660, cost_time=0:00:13.010835 2021-04-14 23:20:22,739 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.6685, top1-acc=79.97%, top5-acc=97.04%, remaining_time=0:01:47.457610, arrival_time=2021-04-14 23:22:10.197084, cost_time=0:00:19.420036 2021-04-14 23:20:29,155 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.6607, top1-acc=80.33%, top5-acc=97.01%, remaining_time=0:01:40.760712, arrival_time=2021-04-14 23:22:09.916262, cost_time=0:00:25.836094 2021-04-14 23:20:35,559 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.6521, top1-acc=80.61%, top5-acc=97.06%, remaining_time=0:01:34.139632, arrival_time=2021-04-14 23:22:09.698758, cost_time=0:00:32.239611 2021-04-14 23:20:41,957 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.6594, top1-acc=80.29%, top5-acc=97.01%, remaining_time=0:01:27.579376, arrival_time=2021-04-14 23:22:09.536770, cost_time=0:00:38.637954 2021-04-14 23:20:48,357 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.6618, top1-acc=80.11%, top5-acc=97.00%, remaining_time=0:01:21.069030, arrival_time=2021-04-14 23:22:09.426823, cost_time=0:00:45.038356 2021-04-14 23:20:54,762 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.6631, top1-acc=80.05%, top5-acc=97.03%, remaining_time=0:01:14.591828, arrival_time=2021-04-14 23:22:09.353884, cost_time=0:00:51.442623 2021-04-14 23:21:01,161 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.6669, top1-acc=79.77%, top5-acc=96.98%, remaining_time=0:01:08.125564, arrival_time=2021-04-14 23:22:09.287451, cost_time=0:00:57.842464 2021-04-14 23:21:07,566 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.6716, top1-acc=79.68%, top5-acc=96.93%, remaining_time=0:01:01.677120, arrival_time=2021-04-14 23:22:09.243586, cost_time=0:01:04.247047 2021-04-14 23:21:13,967 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.6739, top1-acc=79.57%, top5-acc=96.92%, remaining_time=0:00:55.233586, arrival_time=2021-04-14 23:22:09.200751, cost_time=0:01:10.647650 2021-04-14 23:21:20,374 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.6760, top1-acc=79.51%, top5-acc=96.85%, remaining_time=0:00:48.801348, arrival_time=2021-04-14 23:22:09.175586, cost_time=0:01:17.054795 2021-04-14 23:21:26,777 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.6787, top1-acc=79.44%, top5-acc=96.86%, remaining_time=0:00:42.371142, arrival_time=2021-04-14 23:22:09.148855, cost_time=0:01:23.458286 2021-04-14 23:21:33,181 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.6806, top1-acc=79.39%, top5-acc=96.82%, remaining_time=0:00:35.944608, arrival_time=2021-04-14 23:22:09.125575, cost_time=0:01:29.861522 2021-04-14 23:21:39,592 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=0.6840, top1-acc=79.25%, top5-acc=96.80%, remaining_time=0:00:29.523766, arrival_time=2021-04-14 23:22:09.116340, cost_time=0:01:36.273126 2021-04-14 23:21:46,006 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=0.6864, top1-acc=79.22%, top5-acc=96.76%, remaining_time=0:00:23.104584, arrival_time=2021-04-14 23:22:09.111275, cost_time=0:01:42.687023 2021-04-14 23:21:52,411 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.6867, top1-acc=79.24%, top5-acc=96.78%, remaining_time=0:00:16.684694, arrival_time=2021-04-14 23:22:09.096470, cost_time=0:01:49.092255 2021-04-14 23:21:58,825 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.42ms, fps=399 images/s, loss=0.6911, top1-acc=79.11%, top5-acc=96.76%, remaining_time=0:00:10.267168, arrival_time=2021-04-14 23:22:09.092261, cost_time=0:01:55.505566 2021-04-14 23:22:05,234 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.6953, top1-acc=79.02%, top5-acc=96.69%, remaining_time=0:00:03.849960, arrival_time=2021-04-14 23:22:09.084831, cost_time=0:02:01.915345 2021-04-14 23:22:08,638 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.6985, top1-acc=78.95%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:08.638079, cost_time=0:02:05.318551 2021-04-14 23:22:11,005 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.45ms, fps=1082 images/s, loss=1.6074, top1-acc=58.98%, top5-acc=85.86%, remaining_time=0:00:07.096320, arrival_time=2021-04-14 23:22:18.101972, cost_time=0:00:02.365436 2021-04-14 23:22:13,208 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.82ms, fps=1163 images/s, loss=1.6409, top1-acc=58.65%, top5-acc=85.14%, remaining_time=0:00:04.567960, arrival_time=2021-04-14 23:22:17.776101, cost_time=0:00:04.567963 2021-04-14 23:22:15,422 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.6709, top1-acc=57.94%, top5-acc=84.84%, remaining_time=0:00:02.260830, arrival_time=2021-04-14 23:22:17.683454, cost_time=0:00:06.782488 2021-04-14 23:22:17,428 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=1.89ms, fps=1157 images/s, loss=1.6719, top1-acc=57.83%, top5-acc=84.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:17.428154, cost_time=0:00:08.787915 2021-04-14 23:22:19,473 INFO : Epoch=0027 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:32:51.166441, arrival_time=2021-04-15 05:55:10.639719, cost_time=1:01:18.736956 2021-04-14 23:22:19,474 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 23:22:26,090 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.08ms, fps=387 images/s, loss=0.6637, top1-acc=79.77%, top5-acc=97.34%, remaining_time=0:02:03.054810, arrival_time=2021-04-14 23:24:29.145544, cost_time=0:00:06.615848 2021-04-14 23:22:32,488 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.6559, top1-acc=80.12%, top5-acc=97.23%, remaining_time=0:01:54.514928, arrival_time=2021-04-14 23:24:27.002895, cost_time=0:00:13.013060 2021-04-14 23:22:38,898 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.58ms, fps=399 images/s, loss=0.6501, top1-acc=80.56%, top5-acc=97.11%, remaining_time=0:01:47.479688, arrival_time=2021-04-14 23:24:26.378536, cost_time=0:00:19.424038 2021-04-14 23:22:45,305 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.6495, top1-acc=80.39%, top5-acc=97.21%, remaining_time=0:01:40.739496, arrival_time=2021-04-14 23:24:26.044981, cost_time=0:00:25.830640 2021-04-14 23:22:51,713 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6459, top1-acc=80.32%, top5-acc=97.37%, remaining_time=0:01:34.138026, arrival_time=2021-04-14 23:24:25.851863, cost_time=0:00:32.239062 2021-04-14 23:22:58,115 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.6442, top1-acc=80.42%, top5-acc=97.36%, remaining_time=0:01:27.584952, arrival_time=2021-04-14 23:24:25.700130, cost_time=0:00:38.640409 2021-04-14 23:23:04,512 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.6493, top1-acc=80.27%, top5-acc=97.29%, remaining_time=0:01:21.067770, arrival_time=2021-04-14 23:24:25.580251, cost_time=0:00:45.037679 2021-04-14 23:23:10,924 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.6521, top1-acc=80.13%, top5-acc=97.28%, remaining_time=0:01:14.601340, arrival_time=2021-04-14 23:24:25.525471, cost_time=0:00:51.449225 2021-04-14 23:23:17,328 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.6516, top1-acc=80.18%, top5-acc=97.20%, remaining_time=0:01:08.138814, arrival_time=2021-04-14 23:24:25.467264, cost_time=0:00:57.853668 2021-04-14 23:23:23,725 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.6534, top1-acc=80.07%, top5-acc=97.20%, remaining_time=0:01:01.681056, arrival_time=2021-04-14 23:24:25.406941, cost_time=0:01:04.251125 2021-04-14 23:23:30,131 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.6580, top1-acc=79.94%, top5-acc=97.15%, remaining_time=0:00:55.240810, arrival_time=2021-04-14 23:24:25.372458, cost_time=0:01:10.656878 2021-04-14 23:23:36,539 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.6569, top1-acc=79.95%, top5-acc=97.16%, remaining_time=0:00:48.807808, arrival_time=2021-04-14 23:24:25.347533, cost_time=0:01:17.064955 2021-04-14 23:23:42,953 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.6596, top1-acc=79.92%, top5-acc=97.09%, remaining_time=0:00:42.381240, arrival_time=2021-04-14 23:24:25.334336, cost_time=0:01:23.478241 2021-04-14 23:23:49,365 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=5.50ms, fps=399 images/s, loss=0.6622, top1-acc=79.82%, top5-acc=97.06%, remaining_time=0:00:35.956200, arrival_time=2021-04-14 23:24:25.321627, cost_time=0:01:29.890554 2021-04-14 23:23:55,765 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.6649, top1-acc=79.71%, top5-acc=97.03%, remaining_time=0:00:29.529240, arrival_time=2021-04-14 23:24:25.295115, cost_time=0:01:36.291013 2021-04-14 23:24:02,170 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.6671, top1-acc=79.64%, top5-acc=97.01%, remaining_time=0:00:23.106456, arrival_time=2021-04-14 23:24:25.276658, cost_time=0:01:42.695420 2021-04-14 23:24:08,587 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.6700, top1-acc=79.60%, top5-acc=96.97%, remaining_time=0:00:16.687762, arrival_time=2021-04-14 23:24:25.274827, cost_time=0:01:49.112206 2021-04-14 23:24:14,990 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.6719, top1-acc=79.55%, top5-acc=96.96%, remaining_time=0:00:10.268032, arrival_time=2021-04-14 23:24:25.258148, cost_time=0:01:55.515343 2021-04-14 23:24:21,387 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.6761, top1-acc=79.42%, top5-acc=96.92%, remaining_time=0:00:03.849888, arrival_time=2021-04-14 23:24:25.237809, cost_time=0:02:01.913165 2021-04-14 23:24:24,781 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.6774, top1-acc=79.41%, top5-acc=96.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:24.781320, cost_time=0:02:05.306549 2021-04-14 23:24:27,102 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.55ms, fps=1104 images/s, loss=1.8453, top1-acc=55.31%, top5-acc=83.55%, remaining_time=0:00:06.958950, arrival_time=2021-04-14 23:24:34.061785, cost_time=0:00:02.319649 2021-04-14 23:24:29,307 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=2.18ms, fps=1162 images/s, loss=1.8534, top1-acc=54.86%, top5-acc=83.40%, remaining_time=0:00:04.524040, arrival_time=2021-04-14 23:24:33.831334, cost_time=0:00:04.524050 2021-04-14 23:24:31,520 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.62ms, fps=1157 images/s, loss=1.8742, top1-acc=54.27%, top5-acc=83.11%, remaining_time=0:00:02.245590, arrival_time=2021-04-14 23:24:33.765683, cost_time=0:00:06.736772 2021-04-14 23:24:33,522 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=1.41ms, fps=1159 images/s, loss=1.8526, top1-acc=54.61%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:33.522438, cost_time=0:00:08.739277 2021-04-14 23:24:35,187 INFO : Epoch=0028 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:30:31.630520, arrival_time=2021-04-15 05:55:06.818297, cost_time=1:03:34.451474 2021-04-14 23:24:35,189 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 23:24:41,767 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.14ms, fps=389 images/s, loss=0.6645, top1-acc=80.23%, top5-acc=96.87%, remaining_time=0:02:02.349312, arrival_time=2021-04-14 23:26:44.117129, cost_time=0:00:06.577918 2021-04-14 23:24:48,171 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.6430, top1-acc=80.62%, top5-acc=97.27%, remaining_time=0:01:54.236672, arrival_time=2021-04-14 23:26:42.407950, cost_time=0:00:12.981443 2021-04-14 23:24:54,572 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.6322, top1-acc=81.05%, top5-acc=97.25%, remaining_time=0:01:47.249280, arrival_time=2021-04-14 23:26:41.821376, cost_time=0:00:19.382401 2021-04-14 23:25:00,978 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.6331, top1-acc=81.08%, top5-acc=97.23%, remaining_time=0:01:40.576164, arrival_time=2021-04-14 23:26:41.554734, cost_time=0:00:25.788770 2021-04-14 23:25:07,388 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.6284, top1-acc=81.23%, top5-acc=97.20%, remaining_time=0:01:34.020350, arrival_time=2021-04-14 23:26:41.408844, cost_time=0:00:32.198771 2021-04-14 23:25:13,801 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.33ms, fps=399 images/s, loss=0.6353, top1-acc=80.91%, top5-acc=97.19%, remaining_time=0:01:27.519672, arrival_time=2021-04-14 23:26:41.321110, cost_time=0:00:38.611611 2021-04-14 23:25:20,209 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.6340, top1-acc=80.91%, top5-acc=97.27%, remaining_time=0:01:21.035136, arrival_time=2021-04-14 23:26:41.244415, cost_time=0:00:45.019490 2021-04-14 23:25:26,626 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.01ms, fps=399 images/s, loss=0.6279, top1-acc=81.00%, top5-acc=97.33%, remaining_time=0:01:14.583128, arrival_time=2021-04-14 23:26:41.209559, cost_time=0:00:51.436638 2021-04-14 23:25:33,030 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.6305, top1-acc=80.88%, top5-acc=97.30%, remaining_time=0:01:08.123232, arrival_time=2021-04-14 23:26:41.153365, cost_time=0:00:57.840436 2021-04-14 23:25:39,438 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.6327, top1-acc=80.70%, top5-acc=97.33%, remaining_time=0:01:01.678848, arrival_time=2021-04-14 23:26:41.117426, cost_time=0:01:04.248783 2021-04-14 23:25:45,840 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.6334, top1-acc=80.67%, top5-acc=97.27%, remaining_time=0:00:55.235994, arrival_time=2021-04-14 23:26:41.076431, cost_time=0:01:10.650731 2021-04-14 23:25:52,247 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.6370, top1-acc=80.51%, top5-acc=97.26%, remaining_time=0:00:48.803476, arrival_time=2021-04-14 23:26:41.051391, cost_time=0:01:17.058147 2021-04-14 23:25:58,663 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.80ms, fps=399 images/s, loss=0.6400, top1-acc=80.41%, top5-acc=97.25%, remaining_time=0:00:42.379128, arrival_time=2021-04-14 23:26:41.042910, cost_time=0:01:23.473989 2021-04-14 23:26:05,064 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6454, top1-acc=80.25%, top5-acc=97.21%, remaining_time=0:00:35.949760, arrival_time=2021-04-14 23:26:41.013976, cost_time=0:01:29.874426 2021-04-14 23:26:11,463 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.6508, top1-acc=80.07%, top5-acc=97.19%, remaining_time=0:00:29.523996, arrival_time=2021-04-14 23:26:40.987672, cost_time=0:01:36.273890 2021-04-14 23:26:17,872 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.11ms, fps=399 images/s, loss=0.6534, top1-acc=79.98%, top5-acc=97.18%, remaining_time=0:00:23.103684, arrival_time=2021-04-14 23:26:40.976571, cost_time=0:01:42.683102 2021-04-14 23:26:24,269 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.6574, top1-acc=79.87%, top5-acc=97.14%, remaining_time=0:00:16.682848, arrival_time=2021-04-14 23:26:40.952759, cost_time=0:01:49.080186 2021-04-14 23:26:30,674 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6620, top1-acc=79.73%, top5-acc=97.10%, remaining_time=0:00:10.265328, arrival_time=2021-04-14 23:26:40.939914, cost_time=0:01:55.484874 2021-04-14 23:26:37,071 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.6648, top1-acc=79.61%, top5-acc=97.10%, remaining_time=0:00:03.848892, arrival_time=2021-04-14 23:26:40.920156, cost_time=0:02:01.881567 2021-04-14 23:26:40,473 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=2.27ms, fps=400 images/s, loss=0.6656, top1-acc=79.62%, top5-acc=97.10%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:40.473245, cost_time=0:02:05.283452 2021-04-14 23:26:42,855 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.43ms, fps=1075 images/s, loss=1.7996, top1-acc=55.12%, top5-acc=83.01%, remaining_time=0:00:07.141620, arrival_time=2021-04-14 23:26:49.997450, cost_time=0:00:02.380539 2021-04-14 23:26:45,061 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.31ms, fps=1161 images/s, loss=1.7994, top1-acc=55.41%, top5-acc=82.81%, remaining_time=0:00:04.586200, arrival_time=2021-04-14 23:26:49.647672, cost_time=0:00:04.586207 2021-04-14 23:26:47,263 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.40ms, fps=1163 images/s, loss=1.8108, top1-acc=54.87%, top5-acc=82.97%, remaining_time=0:00:02.262820, arrival_time=2021-04-14 23:26:49.526525, cost_time=0:00:06.788456 2021-04-14 23:26:49,261 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=1.25ms, fps=1161 images/s, loss=1.8272, top1-acc=55.01%, top5-acc=82.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:49.261500, cost_time=0:00:08.786271 2021-04-14 23:26:50,625 INFO : Epoch=0029 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:28:10.728561, arrival_time=2021-04-15 05:55:01.354471, cost_time=1:05:49.889636 2021-04-14 23:26:50,627 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 23:26:57,220 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.34ms, fps=388 images/s, loss=0.6507, top1-acc=79.41%, top5-acc=97.27%, remaining_time=0:02:02.622918, arrival_time=2021-04-14 23:28:59.842849, cost_time=0:00:06.592628 2021-04-14 23:27:03,627 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6627, top1-acc=79.34%, top5-acc=97.05%, remaining_time=0:01:54.402288, arrival_time=2021-04-14 23:28:58.029858, cost_time=0:00:13.000260 2021-04-14 23:27:10,034 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6560, top1-acc=79.74%, top5-acc=97.16%, remaining_time=0:01:47.385400, arrival_time=2021-04-14 23:28:57.419714, cost_time=0:00:19.407005 2021-04-14 23:27:16,442 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.25ms, fps=400 images/s, loss=0.6564, top1-acc=79.83%, top5-acc=97.23%, remaining_time=0:01:40.678656, arrival_time=2021-04-14 23:28:57.121048, cost_time=0:00:25.815045 2021-04-14 23:27:22,845 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.6513, top1-acc=79.93%, top5-acc=97.30%, remaining_time=0:01:34.076852, arrival_time=2021-04-14 23:28:56.922250, cost_time=0:00:32.218079 2021-04-14 23:27:29,246 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6454, top1-acc=80.19%, top5-acc=97.30%, remaining_time=0:01:27.536808, arrival_time=2021-04-14 23:28:56.783337, cost_time=0:00:38.619207 2021-04-14 23:27:35,649 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.6450, top1-acc=80.17%, top5-acc=97.24%, remaining_time=0:01:21.039294, arrival_time=2021-04-14 23:28:56.688351, cost_time=0:00:45.021835 2021-04-14 23:27:42,050 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.6398, top1-acc=80.40%, top5-acc=97.26%, remaining_time=0:01:14.563988, arrival_time=2021-04-14 23:28:56.614776, cost_time=0:00:51.423473 2021-04-14 23:27:48,459 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.6379, top1-acc=80.47%, top5-acc=97.24%, remaining_time=0:01:08.113586, arrival_time=2021-04-14 23:28:56.573094, cost_time=0:00:57.832296 2021-04-14 23:27:54,858 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.6344, top1-acc=80.50%, top5-acc=97.30%, remaining_time=0:01:01.662144, arrival_time=2021-04-14 23:28:56.520803, cost_time=0:01:04.231429 2021-04-14 23:28:01,273 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.6359, top1-acc=80.53%, top5-acc=97.27%, remaining_time=0:00:55.232468, arrival_time=2021-04-14 23:28:56.506197, cost_time=0:01:10.646221 2021-04-14 23:28:07,684 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.6412, top1-acc=80.29%, top5-acc=97.21%, remaining_time=0:00:48.803096, arrival_time=2021-04-14 23:28:56.487793, cost_time=0:01:17.057475 2021-04-14 23:28:14,098 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.6424, top1-acc=80.26%, top5-acc=97.21%, remaining_time=0:00:42.377742, arrival_time=2021-04-14 23:28:56.476300, cost_time=0:01:23.471323 2021-04-14 23:28:20,503 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.6463, top1-acc=80.17%, top5-acc=97.19%, remaining_time=0:00:35.950320, arrival_time=2021-04-14 23:28:56.453354, cost_time=0:01:29.875816 2021-04-14 23:28:26,911 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.6461, top1-acc=80.16%, top5-acc=97.20%, remaining_time=0:00:29.527032, arrival_time=2021-04-14 23:28:56.438017, cost_time=0:01:36.283769 2021-04-14 23:28:33,313 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.6481, top1-acc=80.09%, top5-acc=97.18%, remaining_time=0:00:23.104332, arrival_time=2021-04-14 23:28:56.417524, cost_time=0:01:42.685971 2021-04-14 23:28:39,716 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.6516, top1-acc=79.98%, top5-acc=97.15%, remaining_time=0:00:16.684174, arrival_time=2021-04-14 23:28:56.400242, cost_time=0:01:49.088755 2021-04-14 23:28:46,118 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.6560, top1-acc=79.82%, top5-acc=97.11%, remaining_time=0:00:10.265920, arrival_time=2021-04-14 23:28:56.384775, cost_time=0:01:55.491623 2021-04-14 23:28:52,530 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.33ms, fps=399 images/s, loss=0.6594, top1-acc=79.72%, top5-acc=97.07%, remaining_time=0:00:03.849576, arrival_time=2021-04-14 23:28:56.380008, cost_time=0:02:01.903220 2021-04-14 23:28:55,936 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.27ms, fps=399 images/s, loss=0.6630, top1-acc=79.61%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:55.936545, cost_time=0:02:05.309317 2021-04-14 23:28:58,322 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.74ms, fps=1074 images/s, loss=1.7386, top1-acc=57.30%, top5-acc=84.57%, remaining_time=0:00:07.150740, arrival_time=2021-04-14 23:29:05.472735, cost_time=0:00:02.383584 2021-04-14 23:29:00,531 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.41ms, fps=1159 images/s, loss=1.7975, top1-acc=55.94%, top5-acc=83.93%, remaining_time=0:00:04.592560, arrival_time=2021-04-14 23:29:05.123683, cost_time=0:00:04.592563 2021-04-14 23:29:02,741 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.40ms, fps=1159 images/s, loss=1.8143, top1-acc=55.40%, top5-acc=83.88%, remaining_time=0:00:02.267590, arrival_time=2021-04-14 23:29:05.008768, cost_time=0:00:06.802783 2021-04-14 23:29:04,739 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=1.8150, top1-acc=55.08%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:04.739870, cost_time=0:00:08.801399 2021-04-14 23:29:06,194 INFO : Epoch=0030 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:25:50.930480, arrival_time=2021-04-15 05:54:57.125080, cost_time=1:08:05.458320 2021-04-14 23:29:06,195 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 23:29:12,827 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.67ms, fps=386 images/s, loss=0.6605, top1-acc=79.88%, top5-acc=97.34%, remaining_time=0:02:03.334182, arrival_time=2021-04-14 23:31:16.161117, cost_time=0:00:06.630866 2021-04-14 23:29:19,221 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.6179, top1-acc=81.19%, top5-acc=97.60%, remaining_time=0:01:54.625632, arrival_time=2021-04-14 23:31:13.847320, cost_time=0:00:13.025642 2021-04-14 23:29:25,632 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.6031, top1-acc=81.63%, top5-acc=97.76%, remaining_time=0:01:47.548412, arrival_time=2021-04-14 23:31:13.180978, cost_time=0:00:19.436468 2021-04-14 23:29:32,037 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5988, top1-acc=81.76%, top5-acc=97.69%, remaining_time=0:01:40.780212, arrival_time=2021-04-14 23:31:12.817286, cost_time=0:00:25.841070 2021-04-14 23:29:38,440 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.5986, top1-acc=81.75%, top5-acc=97.72%, remaining_time=0:01:34.153940, arrival_time=2021-04-14 23:31:12.594419, cost_time=0:00:32.244483 2021-04-14 23:29:44,845 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.72ms, fps=400 images/s, loss=0.5937, top1-acc=81.83%, top5-acc=97.73%, remaining_time=0:01:27.605080, arrival_time=2021-04-14 23:31:12.450558, cost_time=0:00:38.649288 2021-04-14 23:29:51,250 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5925, top1-acc=81.90%, top5-acc=97.67%, remaining_time=0:01:21.097758, arrival_time=2021-04-14 23:31:12.348150, cost_time=0:00:45.054318 2021-04-14 23:29:57,654 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.5934, top1-acc=81.79%, top5-acc=97.64%, remaining_time=0:01:14.614680, arrival_time=2021-04-14 23:31:12.269191, cost_time=0:00:51.458427 2021-04-14 23:30:04,068 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.90ms, fps=399 images/s, loss=0.5980, top1-acc=81.60%, top5-acc=97.63%, remaining_time=0:01:08.161074, arrival_time=2021-04-14 23:31:12.229683, cost_time=0:00:57.872617 2021-04-14 23:30:10,479 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.6032, top1-acc=81.45%, top5-acc=97.56%, remaining_time=0:01:01.712256, arrival_time=2021-04-14 23:31:12.191936, cost_time=0:01:04.283600 2021-04-14 23:30:16,899 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.73ms, fps=399 images/s, loss=0.6086, top1-acc=81.32%, top5-acc=97.49%, remaining_time=0:00:55.277188, arrival_time=2021-04-14 23:31:12.176657, cost_time=0:01:10.703401 2021-04-14 23:30:23,302 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=2.15ms, fps=400 images/s, loss=0.6101, top1-acc=81.36%, top5-acc=97.43%, remaining_time=0:00:48.833952, arrival_time=2021-04-14 23:31:12.136333, cost_time=0:01:17.106273 2021-04-14 23:30:29,700 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.6145, top1-acc=81.27%, top5-acc=97.42%, remaining_time=0:00:42.394770, arrival_time=2021-04-14 23:31:12.095673, cost_time=0:01:23.504820 2021-04-14 23:30:36,101 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.6187, top1-acc=81.10%, top5-acc=97.39%, remaining_time=0:00:35.962080, arrival_time=2021-04-14 23:31:12.063311, cost_time=0:01:29.905144 2021-04-14 23:30:42,505 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.6244, top1-acc=80.90%, top5-acc=97.34%, remaining_time=0:00:29.534990, arrival_time=2021-04-14 23:31:12.040673, cost_time=0:01:36.309686 2021-04-14 23:30:48,910 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.6298, top1-acc=80.69%, top5-acc=97.27%, remaining_time=0:00:23.110704, arrival_time=2021-04-14 23:31:12.021091, cost_time=0:01:42.714298 2021-04-14 23:30:55,311 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6345, top1-acc=80.56%, top5-acc=97.22%, remaining_time=0:00:16.688308, arrival_time=2021-04-14 23:31:12.000117, cost_time=0:01:49.115831 2021-04-14 23:31:01,710 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.6371, top1-acc=80.48%, top5-acc=97.21%, remaining_time=0:00:10.268000, arrival_time=2021-04-14 23:31:11.978925, cost_time=0:01:55.514945 2021-04-14 23:31:08,119 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.6408, top1-acc=80.37%, top5-acc=97.20%, remaining_time=0:00:03.850200, arrival_time=2021-04-14 23:31:11.969243, cost_time=0:02:01.923055 2021-04-14 23:31:11,520 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.6438, top1-acc=80.27%, top5-acc=97.18%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:11.520874, cost_time=0:02:05.324806 2021-04-14 23:31:13,901 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.28ms, fps=1076 images/s, loss=2.1645, top1-acc=50.74%, top5-acc=81.09%, remaining_time=0:00:07.134690, arrival_time=2021-04-14 23:31:21.035690, cost_time=0:00:02.378226 2021-04-14 23:31:16,107 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.44ms, fps=1160 images/s, loss=2.1751, top1-acc=51.04%, top5-acc=80.86%, remaining_time=0:00:04.585000, arrival_time=2021-04-14 23:31:20.692775, cost_time=0:00:04.584992 2021-04-14 23:31:18,312 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.93ms, fps=1161 images/s, loss=2.1510, top1-acc=51.74%, top5-acc=81.09%, remaining_time=0:00:02.263320, arrival_time=2021-04-14 23:31:20.576030, cost_time=0:00:06.789947 2021-04-14 23:31:20,315 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=1.23ms, fps=1159 images/s, loss=2.1524, top1-acc=52.04%, top5-acc=81.07%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:20.315345, cost_time=0:00:08.792606 2021-04-14 23:31:21,637 INFO : Epoch=0031 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:23:30.718224, arrival_time=2021-04-15 05:54:52.355514, cost_time=1:10:20.900969 2021-04-14 23:31:21,638 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 23:31:28,248 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.96ms, fps=387 images/s, loss=0.6107, top1-acc=80.86%, top5-acc=97.34%, remaining_time=0:02:02.927772, arrival_time=2021-04-14 23:33:31.175717, cost_time=0:00:06.609015 2021-04-14 23:31:34,658 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.00ms, fps=399 images/s, loss=0.6155, top1-acc=80.90%, top5-acc=97.40%, remaining_time=0:01:54.574064, arrival_time=2021-04-14 23:33:29.232709, cost_time=0:00:13.019787 2021-04-14 23:31:41,061 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6050, top1-acc=81.22%, top5-acc=97.41%, remaining_time=0:01:47.470724, arrival_time=2021-04-14 23:33:28.531963, cost_time=0:00:19.422426 2021-04-14 23:31:47,474 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.99ms, fps=399 images/s, loss=0.5989, top1-acc=81.43%, top5-acc=97.65%, remaining_time=0:01:40.757280, arrival_time=2021-04-14 23:33:28.231292, cost_time=0:00:25.835184 2021-04-14 23:31:53,882 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.5900, top1-acc=81.82%, top5-acc=97.75%, remaining_time=0:01:34.150728, arrival_time=2021-04-14 23:33:28.032863, cost_time=0:00:32.243402 2021-04-14 23:32:00,294 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.77ms, fps=399 images/s, loss=0.5894, top1-acc=81.84%, top5-acc=97.75%, remaining_time=0:01:27.619360, arrival_time=2021-04-14 23:33:27.913818, cost_time=0:00:38.655629 2021-04-14 23:32:06,705 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.76ms, fps=399 images/s, loss=0.5894, top1-acc=81.98%, top5-acc=97.72%, remaining_time=0:01:21.119178, arrival_time=2021-04-14 23:33:27.824148, cost_time=0:00:45.066203 2021-04-14 23:32:13,115 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.5884, top1-acc=81.90%, top5-acc=97.73%, remaining_time=0:01:14.641592, arrival_time=2021-04-14 23:33:27.757319, cost_time=0:00:51.476995 2021-04-14 23:32:19,527 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5927, top1-acc=81.76%, top5-acc=97.69%, remaining_time=0:01:08.180366, arrival_time=2021-04-14 23:33:27.708209, cost_time=0:00:57.889022 2021-04-14 23:32:25,939 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.69ms, fps=399 images/s, loss=0.5956, top1-acc=81.64%, top5-acc=97.68%, remaining_time=0:01:01.728960, arrival_time=2021-04-14 23:33:27.668704, cost_time=0:01:04.300972 2021-04-14 23:32:32,352 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.6018, top1-acc=81.45%, top5-acc=97.65%, remaining_time=0:00:55.285530, arrival_time=2021-04-14 23:33:27.638370, cost_time=0:01:10.714102 2021-04-14 23:32:38,757 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.6047, top1-acc=81.37%, top5-acc=97.63%, remaining_time=0:00:48.842084, arrival_time=2021-04-14 23:33:27.599899, cost_time=0:01:17.119080 2021-04-14 23:32:45,165 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.6104, top1-acc=81.21%, top5-acc=97.57%, remaining_time=0:00:42.405660, arrival_time=2021-04-14 23:33:27.570748, cost_time=0:01:23.526353 2021-04-14 23:32:51,568 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.6148, top1-acc=81.14%, top5-acc=97.52%, remaining_time=0:00:35.971880, arrival_time=2021-04-14 23:33:27.540342, cost_time=0:01:29.929631 2021-04-14 23:32:57,971 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.6173, top1-acc=81.08%, top5-acc=97.50%, remaining_time=0:00:29.542028, arrival_time=2021-04-14 23:33:27.513490, cost_time=0:01:36.332723 2021-04-14 23:33:04,374 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.6235, top1-acc=80.88%, top5-acc=97.47%, remaining_time=0:00:23.115564, arrival_time=2021-04-14 23:33:27.490153, cost_time=0:01:42.735858 2021-04-14 23:33:10,779 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.6306, top1-acc=80.65%, top5-acc=97.42%, remaining_time=0:00:16.692052, arrival_time=2021-04-14 23:33:27.471129, cost_time=0:01:49.140348 2021-04-14 23:33:17,176 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.6349, top1-acc=80.56%, top5-acc=97.38%, remaining_time=0:00:10.270032, arrival_time=2021-04-14 23:33:27.446679, cost_time=0:01:55.537914 2021-04-14 23:33:23,582 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.6411, top1-acc=80.39%, top5-acc=97.34%, remaining_time=0:00:03.850848, arrival_time=2021-04-14 23:33:27.433173, cost_time=0:02:01.943522 2021-04-14 23:33:26,987 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.87ms, fps=399 images/s, loss=0.6419, top1-acc=80.39%, top5-acc=97.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:26.987821, cost_time=0:02:05.349065 2021-04-14 23:33:29,315 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.39ms, fps=1101 images/s, loss=1.5000, top1-acc=59.84%, top5-acc=86.25%, remaining_time=0:00:06.976440, arrival_time=2021-04-14 23:33:36.291801, cost_time=0:00:02.325485 2021-04-14 23:33:31,520 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.36ms, fps=1161 images/s, loss=1.5565, top1-acc=59.22%, top5-acc=85.94%, remaining_time=0:00:04.530200, arrival_time=2021-04-14 23:33:36.050214, cost_time=0:00:04.530200 2021-04-14 23:33:33,726 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.54ms, fps=1160 images/s, loss=1.5476, top1-acc=59.47%, top5-acc=86.03%, remaining_time=0:00:02.245700, arrival_time=2021-04-14 23:33:35.972619, cost_time=0:00:06.737101 2021-04-14 23:33:35,726 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=1.18ms, fps=1160 images/s, loss=1.5401, top1-acc=59.34%, top5-acc=85.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:35.726883, cost_time=0:00:08.737088 2021-04-14 23:33:37,673 INFO : Epoch=0032 complete, best val top1-acc=59.73%, top5-acc=87.20% (epoch=16), remaining_time=6:21:13.917864, arrival_time=2021-04-15 05:54:51.590899, cost_time=1:12:36.936724 2021-04-14 23:33:37,674 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 23:33:44,344 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.54ms, fps=384 images/s, loss=0.5845, top1-acc=81.95%, top5-acc=97.58%, remaining_time=0:02:04.049538, arrival_time=2021-04-14 23:35:48.394043, cost_time=0:00:06.669332 2021-04-14 23:33:50,755 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.68ms, fps=399 images/s, loss=0.5765, top1-acc=82.27%, top5-acc=97.60%, remaining_time=0:01:55.109280, arrival_time=2021-04-14 23:35:45.865066, cost_time=0:00:13.080590 2021-04-14 23:33:57,170 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.71ms, fps=399 images/s, loss=0.5806, top1-acc=81.97%, top5-acc=97.85%, remaining_time=0:01:47.875930, arrival_time=2021-04-14 23:35:45.046744, cost_time=0:00:19.495658 2021-04-14 23:34:03,575 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.5813, top1-acc=82.02%, top5-acc=97.77%, remaining_time=0:01:41.012496, arrival_time=2021-04-14 23:35:44.588303, cost_time=0:00:25.900620 2021-04-14 23:34:09,976 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5826, top1-acc=81.87%, top5-acc=97.87%, remaining_time=0:01:34.304174, arrival_time=2021-04-14 23:35:44.280583, cost_time=0:00:32.295940 2021-04-14 23:34:16,397 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.5769, top1-acc=82.16%, top5-acc=97.90%, remaining_time=0:01:27.769368, arrival_time=2021-04-14 23:35:44.166407, cost_time=0:00:38.721760 2021-04-14 23:34:22,799 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.24ms, fps=400 images/s, loss=0.5804, top1-acc=82.04%, top5-acc=97.85%, remaining_time=0:01:21.223758, arrival_time=2021-04-14 23:35:44.023210, cost_time=0:00:45.124280 2021-04-14 23:34:29,206 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5808, top1-acc=82.11%, top5-acc=97.80%, remaining_time=0:01:14.720472, arrival_time=2021-04-14 23:35:43.926934, cost_time=0:00:51.531338 2021-04-14 23:34:35,615 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.5831, top1-acc=82.12%, top5-acc=97.76%, remaining_time=0:01:08.240468, arrival_time=2021-04-14 23:35:43.855605, cost_time=0:00:57.939977 2021-04-14 23:34:42,015 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5841, top1-acc=82.05%, top5-acc=97.77%, remaining_time=0:01:01.766688, arrival_time=2021-04-14 23:35:43.782065, cost_time=0:01:04.340291 2021-04-14 23:34:48,419 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.5871, top1-acc=81.94%, top5-acc=97.73%, remaining_time=0:00:55.309094, arrival_time=2021-04-14 23:35:43.728354, cost_time=0:01:10.744187 2021-04-14 23:34:54,826 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5920, top1-acc=81.77%, top5-acc=97.70%, remaining_time=0:00:48.862452, arrival_time=2021-04-14 23:35:43.688767, cost_time=0:01:17.151249 2021-04-14 23:35:01,225 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.5960, top1-acc=81.66%, top5-acc=97.67%, remaining_time=0:00:42.417804, arrival_time=2021-04-14 23:35:43.643219, cost_time=0:01:23.550257 2021-04-14 23:35:07,635 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.5982, top1-acc=81.60%, top5-acc=97.65%, remaining_time=0:00:35.984032, arrival_time=2021-04-14 23:35:43.619250, cost_time=0:01:29.960132 2021-04-14 23:35:14,045 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.85ms, fps=399 images/s, loss=0.6032, top1-acc=81.47%, top5-acc=97.62%, remaining_time=0:00:29.553712, arrival_time=2021-04-14 23:35:43.599530, cost_time=0:01:36.370741 2021-04-14 23:35:20,452 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.6086, top1-acc=81.28%, top5-acc=97.57%, remaining_time=0:00:23.124888, arrival_time=2021-04-14 23:35:43.577298, cost_time=0:01:42.777291 2021-04-14 23:35:26,863 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.6099, top1-acc=81.26%, top5-acc=97.56%, remaining_time=0:00:16.699332, arrival_time=2021-04-14 23:35:43.562340, cost_time=0:01:49.187942 2021-04-14 23:35:33,268 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.75ms, fps=400 images/s, loss=0.6123, top1-acc=81.17%, top5-acc=97.55%, remaining_time=0:00:10.274944, arrival_time=2021-04-14 23:35:43.543328, cost_time=0:01:55.593156 2021-04-14 23:35:39,669 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.6145, top1-acc=81.09%, top5-acc=97.53%, remaining_time=0:00:03.852444, arrival_time=2021-04-14 23:35:43.521600, cost_time=0:02:01.994009 2021-04-14 23:35:43,069 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.6170, top1-acc=81.05%, top5-acc=97.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:43.069077, cost_time=0:02:05.393904 2021-04-14 23:35:45,396 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.37ms, fps=1101 images/s, loss=1.5048, top1-acc=61.02%, top5-acc=87.30%, remaining_time=0:00:06.976620, arrival_time=2021-04-14 23:35:52.373244, cost_time=0:00:02.325545 2021-04-14 23:35:47,599 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=1.5226, top1-acc=60.84%, top5-acc=86.60%, remaining_time=0:00:04.528040, arrival_time=2021-04-14 23:35:52.127143, cost_time=0:00:04.528033 2021-04-14 23:35:49,807 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.36ms, fps=1160 images/s, loss=1.5143, top1-acc=60.64%, top5-acc=86.80%, remaining_time=0:00:02.245320, arrival_time=2021-04-14 23:35:52.052341, cost_time=0:00:06.735947 2021-04-14 23:35:51,811 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=1.35ms, fps=1157 images/s, loss=1.5174, top1-acc=60.90%, top5-acc=86.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:51.811812, cost_time=0:00:08.740711 2021-04-14 23:35:54,645 INFO : Epoch=0033 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:19:01.905692, arrival_time=2021-04-15 05:54:56.551527, cost_time=1:14:53.909524 2021-04-14 23:35:54,647 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 23:36:01,237 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.34ms, fps=389 images/s, loss=0.5870, top1-acc=81.91%, top5-acc=97.93%, remaining_time=0:02:02.556144, arrival_time=2021-04-14 23:38:03.793164, cost_time=0:00:06.589042 2021-04-14 23:36:07,643 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.5606, top1-acc=82.93%, top5-acc=97.99%, remaining_time=0:01:54.358288, arrival_time=2021-04-14 23:38:02.001438, cost_time=0:00:12.995260 2021-04-14 23:36:14,039 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.5521, top1-acc=83.15%, top5-acc=97.98%, remaining_time=0:01:47.300242, arrival_time=2021-04-14 23:38:01.339608, cost_time=0:00:19.391598 2021-04-14 23:36:20,443 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.5561, top1-acc=82.96%, top5-acc=97.87%, remaining_time=0:01:40.602528, arrival_time=2021-04-14 23:38:01.045944, cost_time=0:00:25.795528 2021-04-14 23:36:26,852 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.5593, top1-acc=82.89%, top5-acc=97.96%, remaining_time=0:01:34.038454, arrival_time=2021-04-14 23:38:00.891204, cost_time=0:00:32.204968 2021-04-14 23:36:33,254 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5603, top1-acc=82.71%, top5-acc=97.95%, remaining_time=0:01:27.509064, arrival_time=2021-04-14 23:38:00.763797, cost_time=0:00:38.606922 2021-04-14 23:36:39,666 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5633, top1-acc=82.62%, top5-acc=97.94%, remaining_time=0:01:21.032868, arrival_time=2021-04-14 23:38:00.698870, cost_time=0:00:45.018228 2021-04-14 23:36:46,075 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.5643, top1-acc=82.65%, top5-acc=97.95%, remaining_time=0:01:14.569556, arrival_time=2021-04-14 23:38:00.644838, cost_time=0:00:51.427255 2021-04-14 23:36:52,482 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=2.37ms, fps=400 images/s, loss=0.5675, top1-acc=82.60%, top5-acc=97.88%, remaining_time=0:01:08.116554, arrival_time=2021-04-14 23:38:00.599227, cost_time=0:00:57.834783 2021-04-14 23:36:58,888 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.5725, top1-acc=82.39%, top5-acc=97.87%, remaining_time=0:01:01.671072, arrival_time=2021-04-14 23:38:00.559628, cost_time=0:01:04.240672 2021-04-14 23:37:05,296 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.5773, top1-acc=82.23%, top5-acc=97.80%, remaining_time=0:00:55.234102, arrival_time=2021-04-14 23:38:00.530192, cost_time=0:01:10.648220 2021-04-14 23:37:11,706 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.5842, top1-acc=81.99%, top5-acc=97.78%, remaining_time=0:00:48.803780, arrival_time=2021-04-14 23:38:00.510216, cost_time=0:01:17.058656 2021-04-14 23:37:18,114 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5870, top1-acc=81.87%, top5-acc=97.78%, remaining_time=0:00:42.375102, arrival_time=2021-04-14 23:38:00.489066, cost_time=0:01:23.466099 2021-04-14 23:37:24,520 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.5921, top1-acc=81.72%, top5-acc=97.77%, remaining_time=0:00:35.949144, arrival_time=2021-04-14 23:38:00.469823, cost_time=0:01:29.872864 2021-04-14 23:37:30,929 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.5948, top1-acc=81.66%, top5-acc=97.71%, remaining_time=0:00:29.526388, arrival_time=2021-04-14 23:38:00.455910, cost_time=0:01:36.281755 2021-04-14 23:37:37,335 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.5999, top1-acc=81.52%, top5-acc=97.66%, remaining_time=0:00:23.104728, arrival_time=2021-04-14 23:38:00.440112, cost_time=0:01:42.687603 2021-04-14 23:37:43,741 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.6014, top1-acc=81.45%, top5-acc=97.64%, remaining_time=0:00:16.684928, arrival_time=2021-04-14 23:38:00.426427, cost_time=0:01:49.093724 2021-04-14 23:37:50,147 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=2.23ms, fps=400 images/s, loss=0.6051, top1-acc=81.38%, top5-acc=97.61%, remaining_time=0:00:10.266608, arrival_time=2021-04-14 23:38:00.413768, cost_time=0:01:55.499294 2021-04-14 23:37:56,547 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.6083, top1-acc=81.30%, top5-acc=97.55%, remaining_time=0:00:03.849456, arrival_time=2021-04-14 23:38:00.396665, cost_time=0:02:01.899424 2021-04-14 23:37:59,952 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.6114, top1-acc=81.23%, top5-acc=97.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:59.952422, cost_time=0:02:05.304638 2021-04-14 23:38:02,336 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.51ms, fps=1075 images/s, loss=1.9513, top1-acc=55.00%, top5-acc=80.51%, remaining_time=0:00:07.144950, arrival_time=2021-04-14 23:38:09.480930, cost_time=0:00:02.381647 2021-04-14 23:38:04,540 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.62ms, fps=1161 images/s, loss=1.9569, top1-acc=54.59%, top5-acc=80.04%, remaining_time=0:00:04.586360, arrival_time=2021-04-14 23:38:09.127047, cost_time=0:00:04.586364 2021-04-14 23:38:06,745 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.58ms, fps=1161 images/s, loss=1.9499, top1-acc=54.60%, top5-acc=80.39%, remaining_time=0:00:02.263670, arrival_time=2021-04-14 23:38:09.009001, cost_time=0:00:06.791007 2021-04-14 23:38:08,756 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=1.42ms, fps=1154 images/s, loss=1.9755, top1-acc=54.02%, top5-acc=80.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:08.756778, cost_time=0:00:08.802479 2021-04-14 23:38:10,275 INFO : Epoch=0034 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:16:43.041898, arrival_time=2021-04-15 05:54:53.316932, cost_time=1:17:09.538716 2021-04-14 23:38:10,276 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 23:38:16,863 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.13ms, fps=389 images/s, loss=0.5717, top1-acc=82.97%, top5-acc=98.09%, remaining_time=0:02:02.500902, arrival_time=2021-04-14 23:40:19.364142, cost_time=0:00:06.586067 2021-04-14 23:38:23,270 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5382, top1-acc=83.50%, top5-acc=98.22%, remaining_time=0:01:54.338400, arrival_time=2021-04-14 23:40:17.608593, cost_time=0:00:12.993007 2021-04-14 23:38:29,673 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.5368, top1-acc=83.53%, top5-acc=98.11%, remaining_time=0:01:47.327134, arrival_time=2021-04-14 23:40:17.000878, cost_time=0:00:19.396475 2021-04-14 23:38:36,092 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=2.04ms, fps=399 images/s, loss=0.5426, top1-acc=83.32%, top5-acc=97.97%, remaining_time=0:01:40.678188, arrival_time=2021-04-14 23:40:16.770159, cost_time=0:00:25.814906 2021-04-14 23:38:42,506 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.5411, top1-acc=83.37%, top5-acc=97.94%, remaining_time=0:01:34.109556, arrival_time=2021-04-14 23:40:16.615981, cost_time=0:00:32.229284 2021-04-14 23:38:48,925 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.5397, top1-acc=83.45%, top5-acc=97.88%, remaining_time=0:01:27.601816, arrival_time=2021-04-14 23:40:16.526824, cost_time=0:00:38.647877 2021-04-14 23:38:55,343 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=0.5439, top1-acc=83.34%, top5-acc=97.92%, remaining_time=0:01:21.119304, arrival_time=2021-04-14 23:40:16.462697, cost_time=0:00:45.066247 2021-04-14 23:39:01,764 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.5452, top1-acc=83.28%, top5-acc=97.96%, remaining_time=0:01:14.656440, arrival_time=2021-04-14 23:40:16.420926, cost_time=0:00:51.487219 2021-04-14 23:39:08,166 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.5502, top1-acc=83.17%, top5-acc=97.96%, remaining_time=0:01:08.180578, arrival_time=2021-04-14 23:40:16.346920, cost_time=0:00:57.889208 2021-04-14 23:39:14,571 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.5506, top1-acc=83.18%, top5-acc=97.95%, remaining_time=0:01:01.722528, arrival_time=2021-04-14 23:40:16.294018, cost_time=0:01:04.294339 2021-04-14 23:39:20,973 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.5548, top1-acc=82.98%, top5-acc=97.92%, remaining_time=0:00:55.271426, arrival_time=2021-04-14 23:40:16.244442, cost_time=0:01:10.695968 2021-04-14 23:39:27,393 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.97ms, fps=399 images/s, loss=0.5577, top1-acc=82.92%, top5-acc=97.87%, remaining_time=0:00:48.840260, arrival_time=2021-04-14 23:40:16.233602, cost_time=0:01:17.116160 2021-04-14 23:39:33,793 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5606, top1-acc=82.84%, top5-acc=97.84%, remaining_time=0:00:42.400710, arrival_time=2021-04-14 23:40:16.194322, cost_time=0:01:23.516562 2021-04-14 23:39:40,201 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.5679, top1-acc=82.57%, top5-acc=97.77%, remaining_time=0:00:35.969752, arrival_time=2021-04-14 23:40:16.171108, cost_time=0:01:29.924312 2021-04-14 23:39:46,623 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.88ms, fps=399 images/s, loss=0.5736, top1-acc=82.40%, top5-acc=97.72%, remaining_time=0:00:29.545984, arrival_time=2021-04-14 23:40:16.168860, cost_time=0:01:36.345654 2021-04-14 23:39:53,031 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.5798, top1-acc=82.23%, top5-acc=97.69%, remaining_time=0:00:23.119632, arrival_time=2021-04-14 23:40:16.150651, cost_time=0:01:42.753872 2021-04-14 23:39:59,437 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5847, top1-acc=82.08%, top5-acc=97.67%, remaining_time=0:00:16.695068, arrival_time=2021-04-14 23:40:16.132274, cost_time=0:01:49.160072 2021-04-14 23:40:05,846 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.5874, top1-acc=82.00%, top5-acc=97.67%, remaining_time=0:00:10.272816, arrival_time=2021-04-14 23:40:16.119312, cost_time=0:01:55.569235 2021-04-14 23:40:12,254 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.5923, top1-acc=81.79%, top5-acc=97.65%, remaining_time=0:00:03.851910, arrival_time=2021-04-14 23:40:16.106182, cost_time=0:02:01.977220 2021-04-14 23:40:15,661 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.23ms, fps=399 images/s, loss=0.5959, top1-acc=81.74%, top5-acc=97.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:15.661357, cost_time=0:02:05.384308 2021-04-14 23:40:17,986 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.62ms, fps=1102 images/s, loss=1.5939, top1-acc=58.91%, top5-acc=86.56%, remaining_time=0:00:06.969960, arrival_time=2021-04-14 23:40:24.956565, cost_time=0:00:02.323323 2021-04-14 23:40:20,192 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.45ms, fps=1161 images/s, loss=1.6215, top1-acc=58.75%, top5-acc=85.57%, remaining_time=0:00:04.528820, arrival_time=2021-04-14 23:40:24.720949, cost_time=0:00:04.528812 2021-04-14 23:40:22,400 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.55ms, fps=1159 images/s, loss=1.5808, top1-acc=59.14%, top5-acc=86.02%, remaining_time=0:00:02.245850, arrival_time=2021-04-14 23:40:24.646672, cost_time=0:00:06.737550 2021-04-14 23:40:24,401 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=1.39ms, fps=1160 images/s, loss=1.5867, top1-acc=58.86%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:24.401071, cost_time=0:00:08.737790 2021-04-14 23:40:25,772 INFO : Epoch=0035 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:14:23.743005, arrival_time=2021-04-15 05:54:49.515693, cost_time=1:19:25.036407 2021-04-14 23:40:25,773 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 23:40:32,378 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.92ms, fps=388 images/s, loss=0.5921, top1-acc=81.68%, top5-acc=97.81%, remaining_time=0:02:02.834772, arrival_time=2021-04-14 23:42:35.212859, cost_time=0:00:06.604015 2021-04-14 23:40:38,788 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.5927, top1-acc=81.99%, top5-acc=97.83%, remaining_time=0:01:54.524080, arrival_time=2021-04-14 23:42:33.312276, cost_time=0:00:13.014094 2021-04-14 23:40:45,192 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.5748, top1-acc=82.49%, top5-acc=97.89%, remaining_time=0:01:47.450970, arrival_time=2021-04-14 23:42:32.643806, cost_time=0:00:19.418856 2021-04-14 23:40:51,593 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5655, top1-acc=82.66%, top5-acc=97.93%, remaining_time=0:01:40.694724, arrival_time=2021-04-14 23:42:32.287978, cost_time=0:00:25.819142 2021-04-14 23:40:58,000 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.5565, top1-acc=82.87%, top5-acc=97.99%, remaining_time=0:01:34.100066, arrival_time=2021-04-14 23:42:32.100074, cost_time=0:00:32.226030 2021-04-14 23:41:04,404 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5501, top1-acc=83.00%, top5-acc=98.04%, remaining_time=0:01:27.563464, arrival_time=2021-04-14 23:42:31.968398, cost_time=0:00:38.630912 2021-04-14 23:41:10,818 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.15ms, fps=399 images/s, loss=0.5500, top1-acc=83.04%, top5-acc=98.05%, remaining_time=0:01:21.079362, arrival_time=2021-04-14 23:42:31.897535, cost_time=0:00:45.044092 2021-04-14 23:41:17,222 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.03ms, fps=400 images/s, loss=0.5561, top1-acc=82.85%, top5-acc=97.99%, remaining_time=0:01:14.600528, arrival_time=2021-04-14 23:42:31.823209, cost_time=0:00:51.448606 2021-04-14 23:41:23,632 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.5566, top1-acc=82.80%, top5-acc=97.98%, remaining_time=0:01:08.144750, arrival_time=2021-04-14 23:42:31.777558, cost_time=0:00:57.858733 2021-04-14 23:41:30,024 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.5614, top1-acc=82.64%, top5-acc=97.94%, remaining_time=0:01:01.680768, arrival_time=2021-04-14 23:42:31.705516, cost_time=0:01:04.250775 2021-04-14 23:41:36,430 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5658, top1-acc=82.52%, top5-acc=97.87%, remaining_time=0:00:55.240466, arrival_time=2021-04-14 23:42:31.670906, cost_time=0:01:10.656358 2021-04-14 23:41:42,834 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5675, top1-acc=82.49%, top5-acc=97.86%, remaining_time=0:00:48.804844, arrival_time=2021-04-14 23:42:31.639083, cost_time=0:01:17.060270 2021-04-14 23:41:49,250 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.08ms, fps=399 images/s, loss=0.5699, top1-acc=82.39%, top5-acc=97.85%, remaining_time=0:00:42.380316, arrival_time=2021-04-14 23:42:31.630803, cost_time=0:01:23.476386 2021-04-14 23:41:55,650 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5751, top1-acc=82.21%, top5-acc=97.78%, remaining_time=0:00:35.950544, arrival_time=2021-04-14 23:42:31.601032, cost_time=0:01:29.876403 2021-04-14 23:42:02,057 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.5769, top1-acc=82.17%, top5-acc=97.74%, remaining_time=0:00:29.526894, arrival_time=2021-04-14 23:42:31.584341, cost_time=0:01:36.283369 2021-04-14 23:42:08,489 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.25ms, fps=398 images/s, loss=0.5829, top1-acc=82.00%, top5-acc=97.72%, remaining_time=0:00:23.111028, arrival_time=2021-04-14 23:42:31.600841, cost_time=0:01:42.715735 2021-04-14 23:42:14,902 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.87ms, fps=399 images/s, loss=0.5865, top1-acc=81.88%, top5-acc=97.70%, remaining_time=0:00:16.690180, arrival_time=2021-04-14 23:42:31.592516, cost_time=0:01:49.128137 2021-04-14 23:42:21,313 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.06ms, fps=399 images/s, loss=0.5932, top1-acc=81.64%, top5-acc=97.65%, remaining_time=0:00:10.270176, arrival_time=2021-04-14 23:42:31.583776, cost_time=0:01:55.539531 2021-04-14 23:42:27,717 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.5957, top1-acc=81.57%, top5-acc=97.64%, remaining_time=0:00:03.850860, arrival_time=2021-04-14 23:42:31.568728, cost_time=0:02:01.943829 2021-04-14 23:42:31,113 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.5999, top1-acc=81.49%, top5-acc=97.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:31.113790, cost_time=0:02:05.339753 2021-04-14 23:42:33,448 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.40ms, fps=1098 images/s, loss=1.9100, top1-acc=53.44%, top5-acc=81.56%, remaining_time=0:00:06.993990, arrival_time=2021-04-14 23:42:40.442190, cost_time=0:00:02.331332 2021-04-14 23:42:35,652 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.75ms, fps=1162 images/s, loss=1.9507, top1-acc=53.52%, top5-acc=81.76%, remaining_time=0:00:04.535360, arrival_time=2021-04-14 23:42:40.187556, cost_time=0:00:04.535361 2021-04-14 23:42:37,855 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.63ms, fps=1162 images/s, loss=1.9236, top1-acc=54.08%, top5-acc=81.99%, remaining_time=0:00:02.246290, arrival_time=2021-04-14 23:42:40.101939, cost_time=0:00:06.738869 2021-04-14 23:42:39,854 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.9175, top1-acc=53.98%, top5-acc=82.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:39.854781, cost_time=0:00:08.738022 2021-04-14 23:42:41,291 INFO : Epoch=0036 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:12:04.751740, arrival_time=2021-04-15 05:54:46.043289, cost_time=1:21:40.555262 2021-04-14 23:42:41,292 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 23:42:47,846 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=3.02ms, fps=391 images/s, loss=0.5891, top1-acc=81.84%, top5-acc=98.20%, remaining_time=0:02:01.885056, arrival_time=2021-04-14 23:44:49.731198, cost_time=0:00:06.552963 2021-04-14 23:42:54,255 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.5935, top1-acc=81.87%, top5-acc=97.79%, remaining_time=0:01:54.066480, arrival_time=2021-04-14 23:44:48.321640, cost_time=0:00:12.962092 2021-04-14 23:43:00,660 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5790, top1-acc=82.54%, top5-acc=97.83%, remaining_time=0:01:47.166612, arrival_time=2021-04-14 23:44:47.827068, cost_time=0:00:19.367466 2021-04-14 23:43:07,053 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.5745, top1-acc=82.58%, top5-acc=97.92%, remaining_time=0:01:40.465404, arrival_time=2021-04-14 23:44:47.518970, cost_time=0:00:25.760378 2021-04-14 23:43:13,468 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=2.33ms, fps=399 images/s, loss=0.5635, top1-acc=82.79%, top5-acc=98.06%, remaining_time=0:01:33.951146, arrival_time=2021-04-14 23:44:47.419256, cost_time=0:00:32.175046 2021-04-14 23:43:19,885 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5590, top1-acc=82.88%, top5-acc=98.13%, remaining_time=0:01:27.475744, arrival_time=2021-04-14 23:44:47.361154, cost_time=0:00:38.592247 2021-04-14 23:43:26,308 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.17ms, fps=399 images/s, loss=0.5580, top1-acc=82.77%, top5-acc=98.18%, remaining_time=0:01:21.027576, arrival_time=2021-04-14 23:44:47.336006, cost_time=0:00:45.015324 2021-04-14 23:43:32,714 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.5596, top1-acc=82.72%, top5-acc=98.08%, remaining_time=0:01:14.561436, arrival_time=2021-04-14 23:44:47.276195, cost_time=0:00:51.421702 2021-04-14 23:43:39,122 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.5625, top1-acc=82.68%, top5-acc=98.08%, remaining_time=0:01:08.109876, arrival_time=2021-04-14 23:44:47.232084, cost_time=0:00:57.829135 2021-04-14 23:43:45,519 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5646, top1-acc=82.61%, top5-acc=98.00%, remaining_time=0:01:01.657152, arrival_time=2021-04-14 23:44:47.176316, cost_time=0:01:04.226190 2021-04-14 23:43:51,929 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.5666, top1-acc=82.51%, top5-acc=97.95%, remaining_time=0:00:55.224384, arrival_time=2021-04-14 23:44:47.153466, cost_time=0:01:10.635879 2021-04-14 23:43:58,332 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.5675, top1-acc=82.50%, top5-acc=97.94%, remaining_time=0:00:48.791772, arrival_time=2021-04-14 23:44:47.124474, cost_time=0:01:17.039610 2021-04-14 23:44:04,732 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.5692, top1-acc=82.47%, top5-acc=97.93%, remaining_time=0:00:42.361308, arrival_time=2021-04-14 23:44:47.093338, cost_time=0:01:23.438953 2021-04-14 23:44:11,142 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.5741, top1-acc=82.34%, top5-acc=97.84%, remaining_time=0:00:35.939848, arrival_time=2021-04-14 23:44:47.082412, cost_time=0:01:29.849587 2021-04-14 23:44:17,549 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5776, top1-acc=82.23%, top5-acc=97.82%, remaining_time=0:00:29.518476, arrival_time=2021-04-14 23:44:47.067464, cost_time=0:01:36.255908 2021-04-14 23:44:23,947 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5826, top1-acc=82.14%, top5-acc=97.78%, remaining_time=0:00:23.097132, arrival_time=2021-04-14 23:44:47.044089, cost_time=0:01:42.653977 2021-04-14 23:44:30,347 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5852, top1-acc=82.05%, top5-acc=97.76%, remaining_time=0:00:16.678896, arrival_time=2021-04-14 23:44:47.026255, cost_time=0:01:49.054380 2021-04-14 23:44:36,753 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.5878, top1-acc=81.99%, top5-acc=97.73%, remaining_time=0:00:10.263104, arrival_time=2021-04-14 23:44:47.016135, cost_time=0:01:55.459866 2021-04-14 23:44:43,165 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.5908, top1-acc=81.92%, top5-acc=97.70%, remaining_time=0:00:03.848592, arrival_time=2021-04-14 23:44:47.013618, cost_time=0:02:01.872035 2021-04-14 23:44:46,560 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.5916, top1-acc=81.91%, top5-acc=97.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:46.560331, cost_time=0:02:05.267354 2021-04-14 23:44:48,886 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.39ms, fps=1101 images/s, loss=1.8491, top1-acc=57.46%, top5-acc=83.48%, remaining_time=0:00:06.973170, arrival_time=2021-04-14 23:44:55.859784, cost_time=0:00:02.324389 2021-04-14 23:44:51,093 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.31ms, fps=1160 images/s, loss=1.8643, top1-acc=56.70%, top5-acc=83.55%, remaining_time=0:00:04.530960, arrival_time=2021-04-14 23:44:55.624145, cost_time=0:00:04.530964 2021-04-14 23:44:53,302 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.34ms, fps=1159 images/s, loss=1.8397, top1-acc=57.34%, top5-acc=83.78%, remaining_time=0:00:02.246840, arrival_time=2021-04-14 23:44:55.549567, cost_time=0:00:06.740507 2021-04-14 23:44:55,304 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=1.39ms, fps=1159 images/s, loss=1.8248, top1-acc=57.16%, top5-acc=83.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:55.304869, cost_time=0:00:08.742576 2021-04-14 23:44:56,709 INFO : Epoch=0037 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:09:45.502288, arrival_time=2021-04-15 05:54:42.211472, cost_time=1:23:55.972901 2021-04-14 23:44:56,710 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 23:45:03,326 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.89ms, fps=387 images/s, loss=0.5424, top1-acc=83.98%, top5-acc=97.97%, remaining_time=0:02:03.058716, arrival_time=2021-04-14 23:47:06.385489, cost_time=0:00:06.616055 2021-04-14 23:45:09,731 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.5327, top1-acc=83.93%, top5-acc=98.07%, remaining_time=0:01:54.578816, arrival_time=2021-04-14 23:47:04.309827, cost_time=0:00:13.020310 2021-04-14 23:45:16,137 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.5467, top1-acc=83.33%, top5-acc=98.05%, remaining_time=0:01:47.497118, arrival_time=2021-04-14 23:47:03.634907, cost_time=0:00:19.427199 2021-04-14 23:45:22,535 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.5387, top1-acc=83.51%, top5-acc=98.12%, remaining_time=0:01:40.715004, arrival_time=2021-04-14 23:47:03.250092, cost_time=0:00:25.824364 2021-04-14 23:45:28,936 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.5285, top1-acc=83.70%, top5-acc=98.26%, remaining_time=0:01:34.100942, arrival_time=2021-04-14 23:47:03.037887, cost_time=0:00:32.226366 2021-04-14 23:45:35,345 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.5264, top1-acc=83.72%, top5-acc=98.24%, remaining_time=0:01:27.572576, arrival_time=2021-04-14 23:47:02.918088, cost_time=0:00:38.634932 2021-04-14 23:45:41,746 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.5284, top1-acc=83.64%, top5-acc=98.28%, remaining_time=0:01:21.065124, arrival_time=2021-04-14 23:47:02.811911, cost_time=0:00:45.036194 2021-04-14 23:45:48,147 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.5312, top1-acc=83.56%, top5-acc=98.26%, remaining_time=0:01:14.583128, arrival_time=2021-04-14 23:47:02.730474, cost_time=0:00:51.436645 2021-04-14 23:45:54,553 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=2.34ms, fps=400 images/s, loss=0.5348, top1-acc=83.45%, top5-acc=98.26%, remaining_time=0:01:08.125776, arrival_time=2021-04-14 23:47:02.679059, cost_time=0:00:57.842635 2021-04-14 23:46:00,960 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.04ms, fps=400 images/s, loss=0.5410, top1-acc=83.34%, top5-acc=98.18%, remaining_time=0:01:01.680096, arrival_time=2021-04-14 23:47:02.640873, cost_time=0:01:04.250102 2021-04-14 23:46:07,371 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.03ms, fps=399 images/s, loss=0.5433, top1-acc=83.22%, top5-acc=98.20%, remaining_time=0:00:55.244078, arrival_time=2021-04-14 23:47:02.615826, cost_time=0:01:10.661047 2021-04-14 23:46:13,773 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.5493, top1-acc=83.04%, top5-acc=98.14%, remaining_time=0:00:48.806668, arrival_time=2021-04-14 23:47:02.580402, cost_time=0:01:17.063130 2021-04-14 23:46:20,178 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.95ms, fps=400 images/s, loss=0.5495, top1-acc=83.03%, top5-acc=98.16%, remaining_time=0:00:42.375960, arrival_time=2021-04-14 23:47:02.554475, cost_time=0:01:23.467839 2021-04-14 23:46:26,586 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.15ms, fps=400 images/s, loss=0.5522, top1-acc=82.93%, top5-acc=98.13%, remaining_time=0:00:35.950208, arrival_time=2021-04-14 23:47:02.536263, cost_time=0:01:29.875456 2021-04-14 23:46:32,992 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5541, top1-acc=82.83%, top5-acc=98.10%, remaining_time=0:00:29.526388, arrival_time=2021-04-14 23:47:02.518663, cost_time=0:01:36.281683 2021-04-14 23:46:39,398 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5559, top1-acc=82.76%, top5-acc=98.09%, remaining_time=0:00:23.104728, arrival_time=2021-04-14 23:47:02.502984, cost_time=0:01:42.687670 2021-04-14 23:46:45,810 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.5613, top1-acc=82.59%, top5-acc=98.03%, remaining_time=0:00:16.685864, arrival_time=2021-04-14 23:47:02.496451, cost_time=0:01:49.099912 2021-04-14 23:46:52,221 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.5638, top1-acc=82.47%, top5-acc=98.03%, remaining_time=0:00:10.267616, arrival_time=2021-04-14 23:47:02.488977, cost_time=0:01:55.510761 2021-04-14 23:46:58,631 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.28ms, fps=399 images/s, loss=0.5684, top1-acc=82.38%, top5-acc=97.98%, remaining_time=0:00:03.850146, arrival_time=2021-04-14 23:47:02.482080, cost_time=0:02:01.921342 2021-04-14 23:47:02,031 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.5696, top1-acc=82.36%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:02.031241, cost_time=0:02:05.320654 2021-04-14 23:47:04,378 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.39ms, fps=1092 images/s, loss=1.7996, top1-acc=56.45%, top5-acc=83.55%, remaining_time=0:00:07.036140, arrival_time=2021-04-14 23:47:11.414654, cost_time=0:00:02.345382 2021-04-14 23:47:06,586 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.31ms, fps=1159 images/s, loss=1.7963, top1-acc=56.37%, top5-acc=83.28%, remaining_time=0:00:04.553800, arrival_time=2021-04-14 23:47:11.140721, cost_time=0:00:04.553794 2021-04-14 23:47:08,792 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.36ms, fps=1161 images/s, loss=1.8220, top1-acc=56.02%, top5-acc=82.75%, remaining_time=0:00:02.253210, arrival_time=2021-04-14 23:47:11.045950, cost_time=0:00:06.759618 2021-04-14 23:47:10,792 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=1.25ms, fps=1160 images/s, loss=1.8276, top1-acc=56.15%, top5-acc=82.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:10.792412, cost_time=0:00:08.759306 2021-04-14 23:47:12,273 INFO : Epoch=0038 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:07:27.079770, arrival_time=2021-04-15 05:54:39.353275, cost_time=1:26:11.537220 2021-04-14 23:47:12,274 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 23:47:18,875 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.94ms, fps=388 images/s, loss=0.5392, top1-acc=83.95%, top5-acc=98.12%, remaining_time=0:02:02.759442, arrival_time=2021-04-14 23:49:21.634388, cost_time=0:00:06.599970 2021-04-14 23:47:25,290 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.30ms, fps=399 images/s, loss=0.5487, top1-acc=83.55%, top5-acc=98.12%, remaining_time=0:01:54.536048, arrival_time=2021-04-14 23:49:19.826424, cost_time=0:00:13.015459 2021-04-14 23:47:31,696 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.5247, top1-acc=84.32%, top5-acc=98.35%, remaining_time=0:01:47.465578, arrival_time=2021-04-14 23:49:19.161905, cost_time=0:00:19.421487 2021-04-14 23:47:38,117 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.06ms, fps=399 images/s, loss=0.5198, top1-acc=84.38%, top5-acc=98.34%, remaining_time=0:01:40.787544, arrival_time=2021-04-14 23:49:18.905445, cost_time=0:00:25.842946 2021-04-14 23:47:44,530 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.5146, top1-acc=84.45%, top5-acc=98.34%, remaining_time=0:01:34.184600, arrival_time=2021-04-14 23:49:18.714542, cost_time=0:00:32.254981 2021-04-14 23:47:50,938 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.5182, top1-acc=84.41%, top5-acc=98.29%, remaining_time=0:01:27.636768, arrival_time=2021-04-14 23:49:18.574985, cost_time=0:00:38.663299 2021-04-14 23:47:57,341 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.5235, top1-acc=84.27%, top5-acc=98.22%, remaining_time=0:01:21.119556, arrival_time=2021-04-14 23:49:18.460775, cost_time=0:00:45.066396 2021-04-14 23:48:03,748 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.5250, top1-acc=84.12%, top5-acc=98.24%, remaining_time=0:01:14.636488, arrival_time=2021-04-14 23:49:18.384850, cost_time=0:00:51.473433 2021-04-14 23:48:10,154 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.5250, top1-acc=84.10%, top5-acc=98.22%, remaining_time=0:01:08.169766, arrival_time=2021-04-14 23:49:18.324585, cost_time=0:00:57.879994 2021-04-14 23:48:16,558 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5275, top1-acc=84.08%, top5-acc=98.21%, remaining_time=0:01:01.712256, arrival_time=2021-04-14 23:49:18.270660, cost_time=0:01:04.283584 2021-04-14 23:48:22,966 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.11ms, fps=400 images/s, loss=0.5297, top1-acc=84.01%, top5-acc=98.20%, remaining_time=0:00:55.268072, arrival_time=2021-04-14 23:49:18.234706, cost_time=0:01:10.691723 2021-04-14 23:48:29,363 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5316, top1-acc=83.90%, top5-acc=98.19%, remaining_time=0:00:48.823008, arrival_time=2021-04-14 23:49:18.186746, cost_time=0:01:17.088900 2021-04-14 23:48:35,772 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.5339, top1-acc=83.83%, top5-acc=98.18%, remaining_time=0:00:42.390810, arrival_time=2021-04-14 23:49:18.162764, cost_time=0:01:23.497107 2021-04-14 23:48:42,184 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.5386, top1-acc=83.67%, top5-acc=98.14%, remaining_time=0:00:35.963760, arrival_time=2021-04-14 23:49:18.147930, cost_time=0:01:29.909349 2021-04-14 23:48:48,589 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.26ms, fps=400 images/s, loss=0.5410, top1-acc=83.57%, top5-acc=98.13%, remaining_time=0:00:29.536416, arrival_time=2021-04-14 23:49:18.125766, cost_time=0:01:36.314396 2021-04-14 23:48:54,998 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.5443, top1-acc=83.39%, top5-acc=98.12%, remaining_time=0:00:23.112756, arrival_time=2021-04-14 23:49:18.110997, cost_time=0:01:42.723338 2021-04-14 23:49:01,401 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.5487, top1-acc=83.26%, top5-acc=98.11%, remaining_time=0:00:16.690024, arrival_time=2021-04-14 23:49:18.091906, cost_time=0:01:49.127039 2021-04-14 23:49:07,808 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.5515, top1-acc=83.20%, top5-acc=98.08%, remaining_time=0:00:10.269664, arrival_time=2021-04-14 23:49:18.078352, cost_time=0:01:55.533717 2021-04-14 23:49:14,212 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5546, top1-acc=83.07%, top5-acc=98.04%, remaining_time=0:00:03.850644, arrival_time=2021-04-14 23:49:18.062634, cost_time=0:02:01.937132 2021-04-14 23:49:17,612 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.95ms, fps=400 images/s, loss=0.5584, top1-acc=83.01%, top5-acc=98.01%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:17.612617, cost_time=0:02:05.337694 2021-04-14 23:49:19,982 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.42ms, fps=1081 images/s, loss=1.7259, top1-acc=57.93%, top5-acc=84.26%, remaining_time=0:00:07.103820, arrival_time=2021-04-14 23:49:27.086390, cost_time=0:00:02.367940 2021-04-14 23:49:22,192 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.7200, top1-acc=57.48%, top5-acc=84.16%, remaining_time=0:00:04.577340, arrival_time=2021-04-14 23:49:26.769438, cost_time=0:00:04.577349 2021-04-14 23:49:24,393 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.53ms, fps=1163 images/s, loss=1.7263, top1-acc=57.06%, top5-acc=84.02%, remaining_time=0:00:02.259520, arrival_time=2021-04-14 23:49:26.652728, cost_time=0:00:06.778574 2021-04-14 23:49:26,397 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=1.53ms, fps=1158 images/s, loss=1.7382, top1-acc=56.84%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:26.397555, cost_time=0:00:08.782930 2021-04-14 23:49:27,836 INFO : Epoch=0039 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:05:08.799822, arrival_time=2021-04-15 05:54:36.636681, cost_time=1:28:27.100569 2021-04-14 23:49:27,838 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 23:49:34,423 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.57ms, fps=389 images/s, loss=0.5767, top1-acc=82.38%, top5-acc=98.05%, remaining_time=0:02:02.471328, arrival_time=2021-04-14 23:51:36.894512, cost_time=0:00:06.584479 2021-04-14 23:49:40,832 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.65ms, fps=399 images/s, loss=0.5372, top1-acc=83.61%, top5-acc=98.34%, remaining_time=0:01:54.345968, arrival_time=2021-04-14 23:51:35.178555, cost_time=0:00:12.993855 2021-04-14 23:49:47,233 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.5335, top1-acc=83.84%, top5-acc=98.35%, remaining_time=0:01:47.316842, arrival_time=2021-04-14 23:51:34.550075, cost_time=0:00:19.394619 2021-04-14 23:49:53,643 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.5317, top1-acc=83.84%, top5-acc=98.33%, remaining_time=0:01:40.636380, arrival_time=2021-04-14 23:51:34.279341, cost_time=0:00:25.804213 2021-04-14 23:50:00,049 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5238, top1-acc=84.08%, top5-acc=98.37%, remaining_time=0:01:34.056266, arrival_time=2021-04-14 23:51:34.105918, cost_time=0:00:32.211033 2021-04-14 23:50:06,456 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.5208, top1-acc=84.13%, top5-acc=98.36%, remaining_time=0:01:27.534632, arrival_time=2021-04-14 23:51:33.991483, cost_time=0:00:38.618239 2021-04-14 23:50:12,864 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5235, top1-acc=84.02%, top5-acc=98.27%, remaining_time=0:01:21.046476, arrival_time=2021-04-14 23:51:33.910876, cost_time=0:00:45.025789 2021-04-14 23:50:19,274 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.5274, top1-acc=83.97%, top5-acc=98.25%, remaining_time=0:01:14.581852, arrival_time=2021-04-14 23:51:33.856314, cost_time=0:00:51.435750 2021-04-14 23:50:25,679 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.5297, top1-acc=83.81%, top5-acc=98.26%, remaining_time=0:01:08.123444, arrival_time=2021-04-14 23:51:33.802761, cost_time=0:00:57.840701 2021-04-14 23:50:32,087 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5297, top1-acc=83.80%, top5-acc=98.26%, remaining_time=0:01:01.678944, arrival_time=2021-04-14 23:51:33.766415, cost_time=0:01:04.248862 2021-04-14 23:50:38,488 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5343, top1-acc=83.63%, top5-acc=98.21%, remaining_time=0:00:55.235650, arrival_time=2021-04-14 23:51:33.724494, cost_time=0:01:10.650227 2021-04-14 23:50:44,890 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=2.01ms, fps=400 images/s, loss=0.5334, top1-acc=83.67%, top5-acc=98.21%, remaining_time=0:00:48.799372, arrival_time=2021-04-14 23:51:33.689728, cost_time=0:01:17.051653 2021-04-14 23:50:51,301 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.5371, top1-acc=83.52%, top5-acc=98.21%, remaining_time=0:00:42.373584, arrival_time=2021-04-14 23:51:33.675353, cost_time=0:01:23.463149 2021-04-14 23:50:57,700 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.5428, top1-acc=83.30%, top5-acc=98.16%, remaining_time=0:00:35.944888, arrival_time=2021-04-14 23:51:33.645681, cost_time=0:01:29.862179 2021-04-14 23:51:04,104 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5459, top1-acc=83.22%, top5-acc=98.15%, remaining_time=0:00:29.521650, arrival_time=2021-04-14 23:51:33.626578, cost_time=0:01:36.266307 2021-04-14 23:51:10,514 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.5508, top1-acc=83.07%, top5-acc=98.11%, remaining_time=0:00:23.102100, arrival_time=2021-04-14 23:51:33.616703, cost_time=0:01:42.675992 2021-04-14 23:51:16,922 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.5545, top1-acc=82.91%, top5-acc=98.11%, remaining_time=0:00:16.683446, arrival_time=2021-04-14 23:51:33.606164, cost_time=0:01:49.084027 2021-04-14 23:51:23,324 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5557, top1-acc=82.84%, top5-acc=98.08%, remaining_time=0:00:10.265424, arrival_time=2021-04-14 23:51:33.590146, cost_time=0:01:55.486088 2021-04-14 23:51:29,728 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.5602, top1-acc=82.73%, top5-acc=98.06%, remaining_time=0:00:03.849168, arrival_time=2021-04-14 23:51:33.578080, cost_time=0:02:01.890284 2021-04-14 23:51:33,130 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.5617, top1-acc=82.72%, top5-acc=98.06%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:33.130636, cost_time=0:02:05.292020 2021-04-14 23:51:35,450 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.38ms, fps=1104 images/s, loss=1.7694, top1-acc=56.87%, top5-acc=83.40%, remaining_time=0:00:06.954510, arrival_time=2021-04-14 23:51:42.405378, cost_time=0:00:02.318168 2021-04-14 23:51:37,656 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.52ms, fps=1161 images/s, loss=1.7511, top1-acc=56.72%, top5-acc=83.38%, remaining_time=0:00:04.524100, arrival_time=2021-04-14 23:51:42.180886, cost_time=0:00:04.524095 2021-04-14 23:51:39,862 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.51ms, fps=1161 images/s, loss=1.7513, top1-acc=57.11%, top5-acc=83.15%, remaining_time=0:00:02.243180, arrival_time=2021-04-14 23:51:42.105449, cost_time=0:00:06.729542 2021-04-14 23:51:41,866 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=1.21ms, fps=1158 images/s, loss=1.7605, top1-acc=56.68%, top5-acc=82.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:41.866066, cost_time=0:00:08.733407 2021-04-14 23:51:43,329 INFO : Epoch=0040 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:02:50.373600, arrival_time=2021-04-15 05:54:33.703296, cost_time=1:30:42.593415 2021-04-14 23:51:43,330 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 23:51:49,911 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.44ms, fps=389 images/s, loss=0.5112, top1-acc=85.27%, top5-acc=98.63%, remaining_time=0:02:02.402880, arrival_time=2021-04-14 23:53:52.314738, cost_time=0:00:06.580797 2021-04-14 23:51:56,319 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.5037, top1-acc=84.82%, top5-acc=98.42%, remaining_time=0:01:54.293168, arrival_time=2021-04-14 23:53:50.612238, cost_time=0:00:12.987867 2021-04-14 23:52:02,726 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.5050, top1-acc=84.80%, top5-acc=98.41%, remaining_time=0:01:47.323980, arrival_time=2021-04-14 23:53:50.050876, cost_time=0:00:19.395912 2021-04-14 23:52:09,131 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.5054, top1-acc=84.60%, top5-acc=98.47%, remaining_time=0:01:40.622496, arrival_time=2021-04-14 23:53:49.754179, cost_time=0:00:25.800624 2021-04-14 23:52:15,532 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5094, top1-acc=84.59%, top5-acc=98.38%, remaining_time=0:01:34.028380, arrival_time=2021-04-14 23:53:49.560856, cost_time=0:00:32.201480 2021-04-14 23:52:21,937 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5104, top1-acc=84.60%, top5-acc=98.39%, remaining_time=0:01:27.507568, arrival_time=2021-04-14 23:53:49.444854, cost_time=0:00:38.606310 2021-04-14 23:52:28,335 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.5086, top1-acc=84.63%, top5-acc=98.39%, remaining_time=0:01:21.007920, arrival_time=2021-04-14 23:53:49.343288, cost_time=0:00:45.004397 2021-04-14 23:52:34,730 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5114, top1-acc=84.53%, top5-acc=98.41%, remaining_time=0:01:14.528956, arrival_time=2021-04-14 23:53:49.259316, cost_time=0:00:51.399281 2021-04-14 23:52:41,142 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.92ms, fps=399 images/s, loss=0.5127, top1-acc=84.46%, top5-acc=98.37%, remaining_time=0:01:08.089206, arrival_time=2021-04-14 23:53:49.231804, cost_time=0:00:57.811617 2021-04-14 23:52:47,549 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.5158, top1-acc=84.36%, top5-acc=98.33%, remaining_time=0:01:01.649760, arrival_time=2021-04-14 23:53:49.199275, cost_time=0:01:04.218530 2021-04-14 23:52:53,955 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.5152, top1-acc=84.32%, top5-acc=98.34%, remaining_time=0:00:55.215268, arrival_time=2021-04-14 23:53:49.170381, cost_time=0:01:10.624129 2021-04-14 23:53:00,357 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5164, top1-acc=84.24%, top5-acc=98.32%, remaining_time=0:00:48.783564, arrival_time=2021-04-14 23:53:49.141284, cost_time=0:01:17.026711 2021-04-14 23:53:06,769 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.5223, top1-acc=84.03%, top5-acc=98.24%, remaining_time=0:00:42.361176, arrival_time=2021-04-14 23:53:49.130878, cost_time=0:01:23.438647 2021-04-14 23:53:13,178 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.5250, top1-acc=83.93%, top5-acc=98.24%, remaining_time=0:00:35.938840, arrival_time=2021-04-14 23:53:49.116897, cost_time=0:01:29.847060 2021-04-14 23:53:19,589 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.5282, top1-acc=83.80%, top5-acc=98.20%, remaining_time=0:00:29.519212, arrival_time=2021-04-14 23:53:49.108566, cost_time=0:01:36.258366 2021-04-14 23:53:25,995 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.5299, top1-acc=83.76%, top5-acc=98.17%, remaining_time=0:00:23.099508, arrival_time=2021-04-14 23:53:49.094948, cost_time=0:01:42.664469 2021-04-14 23:53:32,406 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.5314, top1-acc=83.74%, top5-acc=98.16%, remaining_time=0:00:16.682094, arrival_time=2021-04-14 23:53:49.088362, cost_time=0:01:49.075278 2021-04-14 23:53:38,808 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5347, top1-acc=83.65%, top5-acc=98.15%, remaining_time=0:00:10.264704, arrival_time=2021-04-14 23:53:49.073603, cost_time=0:01:55.477933 2021-04-14 23:53:45,218 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.82ms, fps=399 images/s, loss=0.5385, top1-acc=83.54%, top5-acc=98.13%, remaining_time=0:00:03.849084, arrival_time=2021-04-14 23:53:49.067842, cost_time=0:02:01.887702 2021-04-14 23:53:48,623 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5389, top1-acc=83.53%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:48.623625, cost_time=0:02:05.292655 2021-04-14 23:53:50,951 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.36ms, fps=1101 images/s, loss=1.5708, top1-acc=60.04%, top5-acc=85.74%, remaining_time=0:00:06.975480, arrival_time=2021-04-14 23:53:57.926799, cost_time=0:00:02.325162 2021-04-14 23:53:53,153 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.57ms, fps=1163 images/s, loss=1.6101, top1-acc=59.41%, top5-acc=85.47%, remaining_time=0:00:04.527400, arrival_time=2021-04-14 23:53:57.680938, cost_time=0:00:04.527403 2021-04-14 23:53:55,357 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.39ms, fps=1162 images/s, loss=1.6137, top1-acc=59.62%, top5-acc=85.53%, remaining_time=0:00:02.243780, arrival_time=2021-04-14 23:53:57.601266, cost_time=0:00:06.731338 2021-04-14 23:53:57,360 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=1.39ms, fps=1158 images/s, loss=1.6363, top1-acc=59.35%, top5-acc=85.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:57.360568, cost_time=0:00:08.734435 2021-04-14 23:53:58,915 INFO : Epoch=0041 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=6:00:32.452122, arrival_time=2021-04-15 05:54:31.367928, cost_time=1:32:58.179471 2021-04-14 23:53:58,918 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 23:54:05,511 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.15ms, fps=388 images/s, loss=0.4881, top1-acc=84.65%, top5-acc=98.59%, remaining_time=0:02:02.636682, arrival_time=2021-04-14 23:56:08.148375, cost_time=0:00:06.593369 2021-04-14 23:54:11,919 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.4865, top1-acc=84.77%, top5-acc=98.57%, remaining_time=0:01:54.409680, arrival_time=2021-04-14 23:56:06.329083, cost_time=0:00:13.001099 2021-04-14 23:54:18,315 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4855, top1-acc=84.91%, top5-acc=98.57%, remaining_time=0:01:47.328296, arrival_time=2021-04-14 23:56:05.643389, cost_time=0:00:19.396665 2021-04-14 23:54:24,712 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4824, top1-acc=85.20%, top5-acc=98.54%, remaining_time=0:01:40.599564, arrival_time=2021-04-14 23:56:05.312513, cost_time=0:00:25.794747 2021-04-14 23:54:31,112 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4808, top1-acc=85.29%, top5-acc=98.53%, remaining_time=0:01:34.005458, arrival_time=2021-04-14 23:56:05.117435, cost_time=0:00:32.193646 2021-04-14 23:54:37,515 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4853, top1-acc=85.14%, top5-acc=98.50%, remaining_time=0:01:27.488120, arrival_time=2021-04-14 23:56:05.004018, cost_time=0:00:38.597697 2021-04-14 23:54:43,926 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.64ms, fps=399 images/s, loss=0.4841, top1-acc=85.11%, top5-acc=98.56%, remaining_time=0:01:21.014346, arrival_time=2021-04-14 23:56:04.940544, cost_time=0:00:45.007999 2021-04-14 23:54:50,327 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4793, top1-acc=85.20%, top5-acc=98.58%, remaining_time=0:01:14.543340, arrival_time=2021-04-14 23:56:04.870702, cost_time=0:00:51.409174 2021-04-14 23:54:56,732 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4845, top1-acc=85.00%, top5-acc=98.54%, remaining_time=0:01:08.091750, arrival_time=2021-04-14 23:56:04.823810, cost_time=0:00:57.813770 2021-04-14 23:55:03,128 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4920, top1-acc=84.75%, top5-acc=98.49%, remaining_time=0:01:01.641600, arrival_time=2021-04-14 23:56:04.769838, cost_time=0:01:04.210044 2021-04-14 23:55:09,526 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4992, top1-acc=84.52%, top5-acc=98.42%, remaining_time=0:00:55.202540, arrival_time=2021-04-14 23:56:04.728606, cost_time=0:01:10.607877 2021-04-14 23:55:15,937 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5007, top1-acc=84.47%, top5-acc=98.41%, remaining_time=0:00:48.779156, arrival_time=2021-04-14 23:56:04.717001, cost_time=0:01:17.019667 2021-04-14 23:55:22,333 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.5045, top1-acc=84.31%, top5-acc=98.40%, remaining_time=0:00:42.349428, arrival_time=2021-04-14 23:56:04.683309, cost_time=0:01:23.415531 2021-04-14 23:55:28,739 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.5090, top1-acc=84.23%, top5-acc=98.37%, remaining_time=0:00:35.928536, arrival_time=2021-04-14 23:56:04.668036, cost_time=0:01:29.821278 2021-04-14 23:55:35,144 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.5169, top1-acc=84.00%, top5-acc=98.30%, remaining_time=0:00:29.509414, arrival_time=2021-04-14 23:56:04.654001, cost_time=0:01:36.226324 2021-04-14 23:55:41,543 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.5219, top1-acc=83.84%, top5-acc=98.27%, remaining_time=0:00:23.090760, arrival_time=2021-04-14 23:56:04.634637, cost_time=0:01:42.625638 2021-04-14 23:55:47,948 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.5242, top1-acc=83.81%, top5-acc=98.24%, remaining_time=0:00:16.675230, arrival_time=2021-04-14 23:56:04.623855, cost_time=0:01:49.030431 2021-04-14 23:55:54,355 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5259, top1-acc=83.76%, top5-acc=98.22%, remaining_time=0:00:10.261040, arrival_time=2021-04-14 23:56:04.615993, cost_time=0:01:55.436720 2021-04-14 23:56:00,760 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.19ms, fps=400 images/s, loss=0.5301, top1-acc=83.64%, top5-acc=98.18%, remaining_time=0:00:03.847656, arrival_time=2021-04-14 23:56:04.608357, cost_time=0:02:01.842507 2021-04-14 23:56:04,153 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.5328, top1-acc=83.60%, top5-acc=98.15%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:04.153281, cost_time=0:02:05.234986 2021-04-14 23:56:06,476 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.83ms, fps=1103 images/s, loss=1.8116, top1-acc=57.38%, top5-acc=83.48%, remaining_time=0:00:06.963450, arrival_time=2021-04-14 23:56:13.439950, cost_time=0:00:02.321152 2021-04-14 23:56:08,678 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.30ms, fps=1163 images/s, loss=1.8064, top1-acc=56.74%, top5-acc=83.85%, remaining_time=0:00:04.522880, arrival_time=2021-04-14 23:56:13.201077, cost_time=0:00:04.522887 2021-04-14 23:56:10,882 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.57ms, fps=1161 images/s, loss=1.8269, top1-acc=56.55%, top5-acc=83.71%, remaining_time=0:00:02.242440, arrival_time=2021-04-14 23:56:13.125037, cost_time=0:00:06.727305 2021-04-14 23:56:12,883 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.8535, top1-acc=56.37%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:12.883177, cost_time=0:00:08.727898 2021-04-14 23:56:14,290 INFO : Epoch=0042 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:58:13.846000, arrival_time=2021-04-15 05:54:28.136280, cost_time=1:35:13.554005 2021-04-14 23:56:14,291 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 23:56:20,903 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.88ms, fps=387 images/s, loss=0.5300, top1-acc=83.20%, top5-acc=98.28%, remaining_time=0:02:02.982828, arrival_time=2021-04-14 23:58:23.886499, cost_time=0:00:06.611976 2021-04-14 23:56:27,302 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.5285, top1-acc=83.91%, top5-acc=97.95%, remaining_time=0:01:54.491872, arrival_time=2021-04-14 23:58:21.793988, cost_time=0:00:13.010449 2021-04-14 23:56:33,707 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=2.09ms, fps=400 images/s, loss=0.5237, top1-acc=84.06%, top5-acc=98.14%, remaining_time=0:01:47.434038, arrival_time=2021-04-14 23:58:21.141468, cost_time=0:00:19.415795 2021-04-14 23:56:40,115 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.5154, top1-acc=84.28%, top5-acc=98.19%, remaining_time=0:01:40.711104, arrival_time=2021-04-14 23:58:20.826124, cost_time=0:00:25.823371 2021-04-14 23:56:46,522 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.5165, top1-acc=84.06%, top5-acc=98.27%, remaining_time=0:01:34.114812, arrival_time=2021-04-14 23:58:20.637526, cost_time=0:00:32.231124 2021-04-14 23:56:52,928 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5100, top1-acc=84.37%, top5-acc=98.33%, remaining_time=0:01:27.577472, arrival_time=2021-04-14 23:58:20.506166, cost_time=0:00:38.637111 2021-04-14 23:56:59,327 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5060, top1-acc=84.55%, top5-acc=98.29%, remaining_time=0:01:21.064746, arrival_time=2021-04-14 23:58:20.392274, cost_time=0:00:45.035951 2021-04-14 23:57:05,724 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.5066, top1-acc=84.56%, top5-acc=98.33%, remaining_time=0:01:14.577328, arrival_time=2021-04-14 23:58:20.301640, cost_time=0:00:51.432642 2021-04-14 23:57:12,128 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.5074, top1-acc=84.46%, top5-acc=98.32%, remaining_time=0:01:08.119310, arrival_time=2021-04-14 23:58:20.248091, cost_time=0:00:57.837193 2021-04-14 23:57:18,542 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.29ms, fps=399 images/s, loss=0.5088, top1-acc=84.39%, top5-acc=98.32%, remaining_time=0:01:01.680384, arrival_time=2021-04-14 23:58:20.222400, cost_time=0:01:04.250407 2021-04-14 23:57:24,954 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.5083, top1-acc=84.48%, top5-acc=98.33%, remaining_time=0:00:55.245110, arrival_time=2021-04-14 23:58:20.199122, cost_time=0:01:10.662333 2021-04-14 23:57:31,355 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5111, top1-acc=84.37%, top5-acc=98.30%, remaining_time=0:00:48.807200, arrival_time=2021-04-14 23:58:20.162856, cost_time=0:01:17.063981 2021-04-14 23:57:37,758 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.5154, top1-acc=84.23%, top5-acc=98.26%, remaining_time=0:00:42.375300, arrival_time=2021-04-14 23:58:20.133539, cost_time=0:01:23.466563 2021-04-14 23:57:44,161 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.21ms, fps=400 images/s, loss=0.5178, top1-acc=84.16%, top5-acc=98.21%, remaining_time=0:00:35.948024, arrival_time=2021-04-14 23:58:20.109724, cost_time=0:01:29.870031 2021-04-14 23:57:50,562 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.5191, top1-acc=84.04%, top5-acc=98.21%, remaining_time=0:00:29.522984, arrival_time=2021-04-14 23:58:20.085107, cost_time=0:01:36.270541 2021-04-14 23:57:56,973 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.5206, top1-acc=84.03%, top5-acc=98.20%, remaining_time=0:00:23.103468, arrival_time=2021-04-14 23:58:20.077160, cost_time=0:01:42.682114 2021-04-14 23:58:03,379 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.5258, top1-acc=83.89%, top5-acc=98.17%, remaining_time=0:00:16.684044, arrival_time=2021-04-14 23:58:20.063532, cost_time=0:01:49.087915 2021-04-14 23:58:09,786 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5305, top1-acc=83.74%, top5-acc=98.13%, remaining_time=0:00:10.266192, arrival_time=2021-04-14 23:58:20.052601, cost_time=0:01:55.494746 2021-04-14 23:58:16,194 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5324, top1-acc=83.66%, top5-acc=98.13%, remaining_time=0:00:03.849564, arrival_time=2021-04-14 23:58:20.043994, cost_time=0:02:01.902837 2021-04-14 23:58:19,591 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.5331, top1-acc=83.64%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:19.591111, cost_time=0:02:05.299541 2021-04-14 23:58:21,916 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.43ms, fps=1102 images/s, loss=1.7101, top1-acc=57.46%, top5-acc=84.37%, remaining_time=0:00:06.969930, arrival_time=2021-04-14 23:58:28.886213, cost_time=0:00:02.323314 2021-04-14 23:58:24,122 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.47ms, fps=1160 images/s, loss=1.7443, top1-acc=56.76%, top5-acc=84.14%, remaining_time=0:00:04.529680, arrival_time=2021-04-14 23:58:28.652326, cost_time=0:00:04.529683 2021-04-14 23:58:26,330 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.30ms, fps=1160 images/s, loss=1.7392, top1-acc=56.87%, top5-acc=84.11%, remaining_time=0:00:02.245680, arrival_time=2021-04-14 23:58:28.575671, cost_time=0:00:06.737039 2021-04-14 23:58:28,328 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.7139, top1-acc=56.97%, top5-acc=84.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:28.328886, cost_time=0:00:08.735939 2021-04-14 23:58:29,755 INFO : Epoch=0043 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:55:55.722313, arrival_time=2021-04-15 05:54:25.478083, cost_time=1:37:29.019467 2021-04-14 23:58:29,757 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 23:58:36,323 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.72ms, fps=390 images/s, loss=0.4902, top1-acc=85.04%, top5-acc=98.01%, remaining_time=0:02:02.112348, arrival_time=2021-04-15 00:00:38.435323, cost_time=0:00:06.565175 2021-04-14 23:58:42,727 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.4779, top1-acc=85.12%, top5-acc=98.34%, remaining_time=0:01:54.136880, arrival_time=2021-04-15 00:00:36.864806, cost_time=0:00:12.970108 2021-04-14 23:58:49,128 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.4679, top1-acc=85.55%, top5-acc=98.50%, remaining_time=0:01:47.182382, arrival_time=2021-04-15 00:00:36.310588, cost_time=0:00:19.370314 2021-04-14 23:58:55,531 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4630, top1-acc=85.67%, top5-acc=98.58%, remaining_time=0:01:40.518288, arrival_time=2021-04-15 00:00:36.050027, cost_time=0:00:25.773928 2021-04-14 23:59:01,935 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4700, top1-acc=85.41%, top5-acc=98.55%, remaining_time=0:01:33.957424, arrival_time=2021-04-15 00:00:35.892410, cost_time=0:00:32.177181 2021-04-14 23:59:08,337 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4770, top1-acc=85.24%, top5-acc=98.50%, remaining_time=0:01:27.446776, arrival_time=2021-04-15 00:00:35.784043, cost_time=0:00:38.579461 2021-04-14 23:59:14,739 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=2.06ms, fps=400 images/s, loss=0.4740, top1-acc=85.39%, top5-acc=98.55%, remaining_time=0:01:20.967474, arrival_time=2021-04-15 00:00:35.707267, cost_time=0:00:44.981913 2021-04-14 23:59:21,142 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.82ms, fps=400 images/s, loss=0.4790, top1-acc=85.35%, top5-acc=98.46%, remaining_time=0:01:14.507380, arrival_time=2021-04-15 00:00:35.649709, cost_time=0:00:51.384429 2021-04-14 23:59:27,546 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.79ms, fps=400 images/s, loss=0.4807, top1-acc=85.26%, top5-acc=98.45%, remaining_time=0:01:08.061752, arrival_time=2021-04-15 00:00:35.607917, cost_time=0:00:57.788261 2021-04-14 23:59:33,951 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4826, top1-acc=85.18%, top5-acc=98.43%, remaining_time=0:01:01.625856, arrival_time=2021-04-15 00:00:35.577392, cost_time=0:01:04.193642 2021-04-14 23:59:40,354 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4870, top1-acc=84.99%, top5-acc=98.39%, remaining_time=0:00:55.193424, arrival_time=2021-04-15 00:00:35.547702, cost_time=0:01:10.596284 2021-04-14 23:59:46,758 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.4901, top1-acc=84.89%, top5-acc=98.36%, remaining_time=0:00:48.767300, arrival_time=2021-04-15 00:00:35.526072, cost_time=0:01:17.000947 2021-04-14 23:59:53,156 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.4937, top1-acc=84.80%, top5-acc=98.34%, remaining_time=0:00:42.341046, arrival_time=2021-04-15 00:00:35.497823, cost_time=0:01:23.398968 2021-04-14 23:59:59,550 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4963, top1-acc=84.68%, top5-acc=98.32%, remaining_time=0:00:35.917112, arrival_time=2021-04-15 00:00:35.467741, cost_time=0:01:29.792838 2021-04-15 00:00:05,950 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4975, top1-acc=84.61%, top5-acc=98.32%, remaining_time=0:00:29.499202, arrival_time=2021-04-15 00:00:35.450095, cost_time=0:01:36.192999 2021-04-15 00:00:12,355 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.5015, top1-acc=84.47%, top5-acc=98.31%, remaining_time=0:00:23.084460, arrival_time=2021-04-15 00:00:35.439833, cost_time=0:01:42.597540 2021-04-15 00:00:18,758 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.5057, top1-acc=84.34%, top5-acc=98.29%, remaining_time=0:00:16.670654, arrival_time=2021-04-15 00:00:35.428962, cost_time=0:01:49.000495 2021-04-15 00:00:25,157 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.05ms, fps=400 images/s, loss=0.5109, top1-acc=84.13%, top5-acc=98.25%, remaining_time=0:00:10.257792, arrival_time=2021-04-15 00:00:35.415737, cost_time=0:01:55.400140 2021-04-15 00:00:31,559 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.5153, top1-acc=83.99%, top5-acc=98.21%, remaining_time=0:00:03.846366, arrival_time=2021-04-15 00:00:35.405773, cost_time=0:02:01.801603 2021-04-15 00:00:34,956 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.5187, top1-acc=83.90%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:34.955945, cost_time=0:02:05.198080 2021-04-15 00:00:37,290 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.63ms, fps=1097 images/s, loss=1.8130, top1-acc=56.29%, top5-acc=84.53%, remaining_time=0:00:06.998460, arrival_time=2021-04-15 00:00:44.289157, cost_time=0:00:02.332815 2021-04-15 00:00:39,498 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.33ms, fps=1159 images/s, loss=1.8506, top1-acc=55.72%, top5-acc=83.91%, remaining_time=0:00:04.541060, arrival_time=2021-04-15 00:00:44.039996, cost_time=0:00:04.541061 2021-04-15 00:00:41,701 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.8500, top1-acc=55.72%, top5-acc=83.79%, remaining_time=0:00:02.247970, arrival_time=2021-04-15 00:00:43.949739, cost_time=0:00:06.743901 2021-04-15 00:00:43,699 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=1.25ms, fps=1162 images/s, loss=1.8440, top1-acc=55.72%, top5-acc=83.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:43.699520, cost_time=0:00:08.741679 2021-04-15 00:00:45,055 INFO : Epoch=0044 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:53:37.132716, arrival_time=2021-04-15 05:54:22.188508, cost_time=1:39:44.319478 2021-04-15 00:00:45,057 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 00:00:51,664 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.35ms, fps=387 images/s, loss=0.4908, top1-acc=84.96%, top5-acc=98.36%, remaining_time=0:02:02.890014, arrival_time=2021-04-15 00:02:54.554260, cost_time=0:00:06.606993 2021-04-15 00:00:58,064 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.4922, top1-acc=84.92%, top5-acc=98.57%, remaining_time=0:01:54.463360, arrival_time=2021-04-15 00:02:52.527800, cost_time=0:00:13.007193 2021-04-15 00:01:04,463 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.4820, top1-acc=85.04%, top5-acc=98.70%, remaining_time=0:01:47.382246, arrival_time=2021-04-15 00:02:51.845918, cost_time=0:00:19.406418 2021-04-15 00:01:10,863 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.4785, top1-acc=85.13%, top5-acc=98.71%, remaining_time=0:01:40.645116, arrival_time=2021-04-15 00:02:51.508996, cost_time=0:00:25.806445 2021-04-15 00:01:17,263 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4834, top1-acc=84.94%, top5-acc=98.61%, remaining_time=0:01:34.041520, arrival_time=2021-04-15 00:02:51.304774, cost_time=0:00:32.205999 2021-04-15 00:01:23,657 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4852, top1-acc=84.95%, top5-acc=98.53%, remaining_time=0:01:27.493968, arrival_time=2021-04-15 00:02:51.151520, cost_time=0:00:38.600301 2021-04-15 00:01:30,057 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.4900, top1-acc=84.82%, top5-acc=98.49%, remaining_time=0:01:21.000612, arrival_time=2021-04-15 00:02:51.058196, cost_time=0:00:45.000331 2021-04-15 00:01:36,462 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4887, top1-acc=84.85%, top5-acc=98.46%, remaining_time=0:01:14.537308, arrival_time=2021-04-15 00:02:50.999615, cost_time=0:00:51.405050 2021-04-15 00:01:42,870 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.4905, top1-acc=84.84%, top5-acc=98.43%, remaining_time=0:01:08.091220, arrival_time=2021-04-15 00:02:50.961891, cost_time=0:00:57.813333 2021-04-15 00:01:49,279 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4905, top1-acc=84.87%, top5-acc=98.45%, remaining_time=0:01:01.653024, arrival_time=2021-04-15 00:02:50.932145, cost_time=0:01:04.221859 2021-04-15 00:01:55,683 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.05ms, fps=400 images/s, loss=0.4925, top1-acc=84.76%, top5-acc=98.42%, remaining_time=0:00:55.216644, arrival_time=2021-04-15 00:02:50.899889, cost_time=0:01:10.625972 2021-04-15 00:02:02,078 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4946, top1-acc=84.70%, top5-acc=98.42%, remaining_time=0:00:48.780220, arrival_time=2021-04-15 00:02:50.858855, cost_time=0:01:17.021388 2021-04-15 00:02:08,490 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.4957, top1-acc=84.65%, top5-acc=98.41%, remaining_time=0:00:42.358404, arrival_time=2021-04-15 00:02:50.848914, cost_time=0:01:23.433267 2021-04-15 00:02:14,897 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.4987, top1-acc=84.53%, top5-acc=98.41%, remaining_time=0:00:35.936040, arrival_time=2021-04-15 00:02:50.833527, cost_time=0:01:29.840087 2021-04-15 00:02:21,306 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.5011, top1-acc=84.49%, top5-acc=98.38%, remaining_time=0:00:29.516360, arrival_time=2021-04-15 00:02:50.822612, cost_time=0:01:36.249003 2021-04-15 00:02:27,717 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.5054, top1-acc=84.36%, top5-acc=98.34%, remaining_time=0:00:23.098536, arrival_time=2021-04-15 00:02:50.816014, cost_time=0:01:42.660228 2021-04-15 00:02:34,115 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.5076, top1-acc=84.32%, top5-acc=98.32%, remaining_time=0:00:16.679468, arrival_time=2021-04-15 00:02:50.794854, cost_time=0:01:49.058099 2021-04-15 00:02:40,518 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.5080, top1-acc=84.29%, top5-acc=98.33%, remaining_time=0:00:10.263232, arrival_time=2021-04-15 00:02:50.781822, cost_time=0:01:55.461335 2021-04-15 00:02:46,922 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.5115, top1-acc=84.18%, top5-acc=98.31%, remaining_time=0:00:03.848364, arrival_time=2021-04-15 00:02:50.770579, cost_time=0:02:01.864868 2021-04-15 00:02:50,314 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.5136, top1-acc=84.12%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:50.314339, cost_time=0:02:05.257083 2021-04-15 00:02:52,652 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.31ms, fps=1096 images/s, loss=1.6693, top1-acc=59.92%, top5-acc=85.62%, remaining_time=0:00:07.007400, arrival_time=2021-04-15 00:02:59.659410, cost_time=0:00:02.335801 2021-04-15 00:02:54,855 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.58ms, fps=1162 images/s, loss=1.7200, top1-acc=58.20%, top5-acc=85.02%, remaining_time=0:00:04.538900, arrival_time=2021-04-15 00:02:59.394016, cost_time=0:00:04.538907 2021-04-15 00:02:57,058 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.36ms, fps=1162 images/s, loss=1.7200, top1-acc=58.66%, top5-acc=84.88%, remaining_time=0:00:02.247490, arrival_time=2021-04-15 00:02:59.306153, cost_time=0:00:06.742464 2021-04-15 00:02:59,056 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=1.21ms, fps=1162 images/s, loss=1.7226, top1-acc=58.73%, top5-acc=85.01%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:59.056218, cost_time=0:00:08.740042 2021-04-15 00:03:00,479 INFO : Epoch=0045 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:51:19.114795, arrival_time=2021-04-15 05:54:19.594093, cost_time=1:41:59.742994 2021-04-15 00:03:00,481 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 00:03:07,047 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.98ms, fps=390 images/s, loss=0.4830, top1-acc=85.00%, top5-acc=98.67%, remaining_time=0:02:02.119416, arrival_time=2021-04-15 00:05:09.166597, cost_time=0:00:06.565555 2021-04-15 00:03:13,444 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4653, top1-acc=85.88%, top5-acc=98.57%, remaining_time=0:01:54.075808, arrival_time=2021-04-15 00:05:07.520552, cost_time=0:00:12.963164 2021-04-15 00:03:19,849 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4588, top1-acc=86.02%, top5-acc=98.71%, remaining_time=0:01:47.168936, arrival_time=2021-04-15 00:05:07.018379, cost_time=0:00:19.367868 2021-04-15 00:03:26,266 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=0.4620, top1-acc=85.94%, top5-acc=98.68%, remaining_time=0:01:40.561188, arrival_time=2021-04-15 00:05:06.827780, cost_time=0:00:25.784927 2021-04-15 00:03:32,673 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4607, top1-acc=85.91%, top5-acc=98.66%, remaining_time=0:01:33.999618, arrival_time=2021-04-15 00:05:06.672773, cost_time=0:00:32.191647 2021-04-15 00:03:39,073 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4610, top1-acc=85.78%, top5-acc=98.64%, remaining_time=0:01:27.475608, arrival_time=2021-04-15 00:05:06.549270, cost_time=0:00:38.592155 2021-04-15 00:03:45,474 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4659, top1-acc=85.53%, top5-acc=98.62%, remaining_time=0:01:20.987760, arrival_time=2021-04-15 00:05:06.462427, cost_time=0:00:44.993170 2021-04-15 00:03:51,874 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4668, top1-acc=85.57%, top5-acc=98.61%, remaining_time=0:01:14.519676, arrival_time=2021-04-15 00:05:06.394128, cost_time=0:00:51.392864 2021-04-15 00:03:58,282 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.4707, top1-acc=85.50%, top5-acc=98.57%, remaining_time=0:01:08.076804, arrival_time=2021-04-15 00:05:06.359359, cost_time=0:00:57.801061 2021-04-15 00:04:04,682 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4732, top1-acc=85.43%, top5-acc=98.59%, remaining_time=0:01:01.633344, arrival_time=2021-04-15 00:05:06.316285, cost_time=0:01:04.201445 2021-04-15 00:04:11,098 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=16.71ms, fps=399 images/s, loss=0.4780, top1-acc=85.28%, top5-acc=98.53%, remaining_time=0:00:55.209248, arrival_time=2021-04-15 00:05:06.307200, cost_time=0:01:10.616441 2021-04-15 00:04:17,500 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.4815, top1-acc=85.12%, top5-acc=98.49%, remaining_time=0:00:48.778548, arrival_time=2021-04-15 00:05:06.278853, cost_time=0:01:17.018801 2021-04-15 00:04:23,903 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4871, top1-acc=84.98%, top5-acc=98.44%, remaining_time=0:00:42.352794, arrival_time=2021-04-15 00:05:06.256585, cost_time=0:01:23.422198 2021-04-15 00:04:30,301 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4917, top1-acc=84.86%, top5-acc=98.42%, remaining_time=0:00:35.927920, arrival_time=2021-04-15 00:05:06.229262, cost_time=0:01:29.819831 2021-04-15 00:04:36,700 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4943, top1-acc=84.83%, top5-acc=98.41%, remaining_time=0:00:29.507206, arrival_time=2021-04-15 00:05:06.207798, cost_time=0:01:36.219078 2021-04-15 00:04:43,105 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4966, top1-acc=84.78%, top5-acc=98.42%, remaining_time=0:00:23.090400, arrival_time=2021-04-15 00:05:06.195945, cost_time=0:01:42.624045 2021-04-15 00:04:49,504 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.5018, top1-acc=84.56%, top5-acc=98.40%, remaining_time=0:00:16.674034, arrival_time=2021-04-15 00:05:06.178067, cost_time=0:01:49.022535 2021-04-15 00:04:55,914 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.5047, top1-acc=84.47%, top5-acc=98.38%, remaining_time=0:00:10.260656, arrival_time=2021-04-15 00:05:06.174655, cost_time=0:01:55.432437 2021-04-15 00:05:02,322 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.5064, top1-acc=84.45%, top5-acc=98.37%, remaining_time=0:00:03.847596, arrival_time=2021-04-15 00:05:06.169729, cost_time=0:02:01.840614 2021-04-15 00:05:05,724 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.5085, top1-acc=84.38%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:05.724192, cost_time=0:02:05.242696 2021-04-15 00:05:08,069 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.42ms, fps=1093 images/s, loss=2.1645, top1-acc=47.58%, top5-acc=75.86%, remaining_time=0:00:07.029540, arrival_time=2021-04-15 00:05:15.098806, cost_time=0:00:02.343179 2021-04-15 00:05:10,276 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.41ms, fps=1160 images/s, loss=2.1500, top1-acc=48.11%, top5-acc=76.35%, remaining_time=0:00:04.549960, arrival_time=2021-04-15 00:05:14.825997, cost_time=0:00:04.549964 2021-04-15 00:05:12,481 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.69ms, fps=1161 images/s, loss=2.1416, top1-acc=48.66%, top5-acc=76.58%, remaining_time=0:00:02.251720, arrival_time=2021-04-15 00:05:14.732952, cost_time=0:00:06.755159 2021-04-15 00:05:14,481 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=1.61ms, fps=1160 images/s, loss=2.1204, top1-acc=48.92%, top5-acc=76.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:14.481319, cost_time=0:00:08.755277 2021-04-15 00:05:16,527 INFO : Epoch=0046 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:49:03.300994, arrival_time=2021-04-15 05:54:19.828493, cost_time=1:44:15.791190 2021-04-15 00:05:16,528 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 00:05:23,123 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.59ms, fps=388 images/s, loss=0.5198, top1-acc=84.14%, top5-acc=98.01%, remaining_time=0:02:02.654352, arrival_time=2021-04-15 00:07:25.777861, cost_time=0:00:06.594318 2021-04-15 00:05:29,529 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.5048, top1-acc=84.45%, top5-acc=98.52%, remaining_time=0:01:54.398768, arrival_time=2021-04-15 00:07:23.927822, cost_time=0:00:12.999859 2021-04-15 00:05:35,942 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.5023, top1-acc=84.49%, top5-acc=98.53%, remaining_time=0:01:47.421256, arrival_time=2021-04-15 00:07:23.363986, cost_time=0:00:19.413469 2021-04-15 00:05:42,347 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4957, top1-acc=84.71%, top5-acc=98.50%, remaining_time=0:01:40.691292, arrival_time=2021-04-15 00:07:23.038830, cost_time=0:00:25.818272 2021-04-15 00:05:48,751 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4972, top1-acc=84.54%, top5-acc=98.55%, remaining_time=0:01:34.090576, arrival_time=2021-04-15 00:07:22.842491, cost_time=0:00:32.222801 2021-04-15 00:05:55,152 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4886, top1-acc=84.82%, top5-acc=98.59%, remaining_time=0:01:27.545784, arrival_time=2021-04-15 00:07:22.697997, cost_time=0:00:38.623113 2021-04-15 00:06:01,562 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.4827, top1-acc=84.99%, top5-acc=98.63%, remaining_time=0:01:21.059832, arrival_time=2021-04-15 00:07:22.622207, cost_time=0:00:45.033229 2021-04-15 00:06:07,962 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4802, top1-acc=85.11%, top5-acc=98.62%, remaining_time=0:01:14.578140, arrival_time=2021-04-15 00:07:22.540549, cost_time=0:00:51.433228 2021-04-15 00:06:14,366 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4818, top1-acc=85.05%, top5-acc=98.58%, remaining_time=0:01:08.120052, arrival_time=2021-04-15 00:07:22.486887, cost_time=0:00:57.837738 2021-04-15 00:06:20,775 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.02ms, fps=400 images/s, loss=0.4847, top1-acc=85.04%, top5-acc=98.56%, remaining_time=0:01:01.676160, arrival_time=2021-04-15 00:07:22.451299, cost_time=0:01:04.246039 2021-04-15 00:06:27,174 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.4836, top1-acc=85.13%, top5-acc=98.57%, remaining_time=0:00:55.231694, arrival_time=2021-04-15 00:07:22.405988, cost_time=0:01:10.645200 2021-04-15 00:06:33,574 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4872, top1-acc=84.96%, top5-acc=98.55%, remaining_time=0:00:48.795192, arrival_time=2021-04-15 00:07:22.369457, cost_time=0:01:17.045086 2021-04-15 00:06:39,985 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.4918, top1-acc=84.84%, top5-acc=98.55%, remaining_time=0:00:42.370284, arrival_time=2021-04-15 00:07:22.356035, cost_time=0:01:23.456644 2021-04-15 00:06:46,390 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4924, top1-acc=84.82%, top5-acc=98.53%, remaining_time=0:00:35.944720, arrival_time=2021-04-15 00:07:22.335635, cost_time=0:01:29.861819 2021-04-15 00:06:52,788 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4943, top1-acc=84.73%, top5-acc=98.52%, remaining_time=0:00:29.519488, arrival_time=2021-04-15 00:07:22.307778, cost_time=0:01:36.259185 2021-04-15 00:06:59,183 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4960, top1-acc=84.66%, top5-acc=98.55%, remaining_time=0:00:23.097240, arrival_time=2021-04-15 00:07:22.280703, cost_time=0:01:42.654356 2021-04-15 00:07:05,588 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.5008, top1-acc=84.48%, top5-acc=98.50%, remaining_time=0:00:16.679676, arrival_time=2021-04-15 00:07:22.268216, cost_time=0:01:49.059356 2021-04-15 00:07:11,992 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.02ms, fps=400 images/s, loss=0.5041, top1-acc=84.38%, top5-acc=98.47%, remaining_time=0:00:10.263360, arrival_time=2021-04-15 00:07:22.255413, cost_time=0:01:55.462878 2021-04-15 00:07:18,398 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.5085, top1-acc=84.23%, top5-acc=98.46%, remaining_time=0:00:03.848496, arrival_time=2021-04-15 00:07:22.246626, cost_time=0:02:01.869022 2021-04-15 00:07:21,795 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.5108, top1-acc=84.17%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:21.795251, cost_time=0:02:05.266153 2021-04-15 00:07:24,118 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.40ms, fps=1103 images/s, loss=1.8989, top1-acc=54.73%, top5-acc=84.30%, remaining_time=0:00:06.964440, arrival_time=2021-04-15 00:07:31.083006, cost_time=0:00:02.321481 2021-04-15 00:07:26,322 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.56ms, fps=1162 images/s, loss=1.8565, top1-acc=55.08%, top5-acc=84.04%, remaining_time=0:00:04.525300, arrival_time=2021-04-15 00:07:30.847708, cost_time=0:00:04.525309 2021-04-15 00:07:28,526 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.49ms, fps=1162 images/s, loss=1.8633, top1-acc=55.36%, top5-acc=83.52%, remaining_time=0:00:02.243070, arrival_time=2021-04-15 00:07:30.769371, cost_time=0:00:06.729222 2021-04-15 00:07:30,527 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=1.21ms, fps=1159 images/s, loss=1.8755, top1-acc=55.48%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:30.527605, cost_time=0:00:08.730559 2021-04-15 00:07:31,976 INFO : Epoch=0047 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:46:45.526143, arrival_time=2021-04-15 05:54:17.502469, cost_time=1:46:31.240048 2021-04-15 00:07:31,977 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 00:07:38,544 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.52ms, fps=390 images/s, loss=0.4947, top1-acc=84.41%, top5-acc=98.67%, remaining_time=0:02:02.143596, arrival_time=2021-04-15 00:09:40.688158, cost_time=0:00:06.566860 2021-04-15 00:07:44,948 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4645, top1-acc=85.43%, top5-acc=98.85%, remaining_time=0:01:54.144096, arrival_time=2021-04-15 00:09:39.092747, cost_time=0:00:12.970927 2021-04-15 00:07:51,363 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.4613, top1-acc=85.76%, top5-acc=98.70%, remaining_time=0:01:47.266046, arrival_time=2021-04-15 00:09:38.629167, cost_time=0:00:19.385431 2021-04-15 00:07:57,762 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4489, top1-acc=86.02%, top5-acc=98.75%, remaining_time=0:01:40.560096, arrival_time=2021-04-15 00:09:38.322340, cost_time=0:00:25.784629 2021-04-15 00:08:04,167 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4528, top1-acc=85.90%, top5-acc=98.74%, remaining_time=0:01:33.995384, arrival_time=2021-04-15 00:09:38.163293, cost_time=0:00:32.190210 2021-04-15 00:08:10,575 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4535, top1-acc=85.96%, top5-acc=98.72%, remaining_time=0:01:27.487984, arrival_time=2021-04-15 00:09:38.063267, cost_time=0:00:38.597660 2021-04-15 00:08:16,986 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.63ms, fps=399 images/s, loss=0.4548, top1-acc=85.84%, top5-acc=98.72%, remaining_time=0:01:21.016236, arrival_time=2021-04-15 00:09:38.002859, cost_time=0:00:45.009011 2021-04-15 00:08:23,387 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.4536, top1-acc=85.97%, top5-acc=98.76%, remaining_time=0:01:14.544384, arrival_time=2021-04-15 00:09:37.931892, cost_time=0:00:51.409901 2021-04-15 00:08:29,795 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4562, top1-acc=85.84%, top5-acc=98.75%, remaining_time=0:01:08.097050, arrival_time=2021-04-15 00:09:37.892877, cost_time=0:00:57.818215 2021-04-15 00:08:36,206 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.69ms, fps=399 images/s, loss=0.4595, top1-acc=85.61%, top5-acc=98.73%, remaining_time=0:01:01.659360, arrival_time=2021-04-15 00:09:37.865613, cost_time=0:01:04.228543 2021-04-15 00:08:42,609 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4642, top1-acc=85.48%, top5-acc=98.68%, remaining_time=0:00:55.220858, arrival_time=2021-04-15 00:09:37.829829, cost_time=0:01:10.631362 2021-04-15 00:08:49,009 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4670, top1-acc=85.37%, top5-acc=98.68%, remaining_time=0:00:48.787060, arrival_time=2021-04-15 00:09:37.796900, cost_time=0:01:17.032205 2021-04-15 00:08:55,417 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4684, top1-acc=85.33%, top5-acc=98.67%, remaining_time=0:00:42.361572, arrival_time=2021-04-15 00:09:37.778730, cost_time=0:01:23.439509 2021-04-15 00:09:01,826 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.4713, top1-acc=85.19%, top5-acc=98.66%, remaining_time=0:00:35.939512, arrival_time=2021-04-15 00:09:37.766094, cost_time=0:01:29.848809 2021-04-15 00:09:08,228 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4724, top1-acc=85.19%, top5-acc=98.62%, remaining_time=0:00:29.516912, arrival_time=2021-04-15 00:09:37.745335, cost_time=0:01:36.250797 2021-04-15 00:09:14,630 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4736, top1-acc=85.15%, top5-acc=98.61%, remaining_time=0:00:23.096844, arrival_time=2021-04-15 00:09:37.727127, cost_time=0:01:42.652657 2021-04-15 00:09:21,046 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.4771, top1-acc=85.05%, top5-acc=98.58%, remaining_time=0:00:16.681132, arrival_time=2021-04-15 00:09:37.727638, cost_time=0:01:49.068889 2021-04-15 00:09:27,454 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4833, top1-acc=84.90%, top5-acc=98.52%, remaining_time=0:00:10.264592, arrival_time=2021-04-15 00:09:37.718788, cost_time=0:01:55.476580 2021-04-15 00:09:33,857 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.4864, top1-acc=84.80%, top5-acc=98.51%, remaining_time=0:00:03.848826, arrival_time=2021-04-15 00:09:37.705908, cost_time=0:02:01.879458 2021-04-15 00:09:37,252 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.80ms, fps=401 images/s, loss=0.4882, top1-acc=84.73%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:37.252644, cost_time=0:02:05.274927 2021-04-15 00:09:39,615 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.59ms, fps=1084 images/s, loss=1.6625, top1-acc=58.12%, top5-acc=85.90%, remaining_time=0:00:07.083780, arrival_time=2021-04-15 00:09:46.699710, cost_time=0:00:02.361264 2021-04-15 00:09:41,823 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.48ms, fps=1160 images/s, loss=1.7278, top1-acc=57.38%, top5-acc=85.08%, remaining_time=0:00:04.568900, arrival_time=2021-04-15 00:09:46.392464, cost_time=0:00:04.568895 2021-04-15 00:09:44,026 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.49ms, fps=1163 images/s, loss=1.7084, top1-acc=57.85%, top5-acc=85.23%, remaining_time=0:00:02.257100, arrival_time=2021-04-15 00:09:46.283059, cost_time=0:00:06.771299 2021-04-15 00:09:46,025 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=1.32ms, fps=1161 images/s, loss=1.6560, top1-acc=58.45%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:46.025260, cost_time=0:00:08.770635 2021-04-15 00:09:47,398 INFO : Epoch=0048 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:44:27.764976, arrival_time=2021-04-15 05:54:15.163894, cost_time=1:48:46.662636 2021-04-15 00:09:47,400 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 00:09:53,991 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.45ms, fps=388 images/s, loss=0.4197, top1-acc=86.84%, top5-acc=98.83%, remaining_time=0:02:02.596692, arrival_time=2021-04-15 00:11:56.588231, cost_time=0:00:06.591224 2021-04-15 00:10:00,395 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4266, top1-acc=86.91%, top5-acc=98.85%, remaining_time=0:01:54.352480, arrival_time=2021-04-15 00:11:54.747396, cost_time=0:00:12.994602 2021-04-15 00:10:06,802 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4211, top1-acc=86.97%, top5-acc=98.82%, remaining_time=0:01:47.358508, arrival_time=2021-04-15 00:11:54.160951, cost_time=0:00:19.402151 2021-04-15 00:10:13,207 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=2.03ms, fps=400 images/s, loss=0.4158, top1-acc=87.19%, top5-acc=98.85%, remaining_time=0:01:40.647924, arrival_time=2021-04-15 00:11:53.855437, cost_time=0:00:25.807153 2021-04-15 00:10:19,607 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4219, top1-acc=87.14%, top5-acc=98.81%, remaining_time=0:01:34.044440, arrival_time=2021-04-15 00:11:53.651660, cost_time=0:00:32.206994 2021-04-15 00:10:26,021 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.67ms, fps=399 images/s, loss=0.4254, top1-acc=86.95%, top5-acc=98.82%, remaining_time=0:01:27.538848, arrival_time=2021-04-15 00:11:53.559255, cost_time=0:00:38.620096 2021-04-15 00:10:32,430 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.64ms, fps=399 images/s, loss=0.4299, top1-acc=86.79%, top5-acc=98.80%, remaining_time=0:01:21.054288, arrival_time=2021-04-15 00:11:53.484791, cost_time=0:00:45.030183 2021-04-15 00:10:38,836 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4326, top1-acc=86.68%, top5-acc=98.80%, remaining_time=0:01:14.582432, arrival_time=2021-04-15 00:11:53.418935, cost_time=0:00:51.436190 2021-04-15 00:10:45,237 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.4386, top1-acc=86.41%, top5-acc=98.76%, remaining_time=0:01:08.118568, arrival_time=2021-04-15 00:11:53.355530, cost_time=0:00:57.836558 2021-04-15 00:10:51,641 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.4417, top1-acc=86.22%, top5-acc=98.75%, remaining_time=0:01:01.671360, arrival_time=2021-04-15 00:11:53.312595, cost_time=0:01:04.241000 2021-04-15 00:10:58,048 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4451, top1-acc=86.20%, top5-acc=98.72%, remaining_time=0:00:55.234274, arrival_time=2021-04-15 00:11:53.282965, cost_time=0:01:10.648468 2021-04-15 00:11:04,455 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.4489, top1-acc=86.02%, top5-acc=98.71%, remaining_time=0:00:48.801500, arrival_time=2021-04-15 00:11:53.256758, cost_time=0:01:17.055038 2021-04-15 00:11:10,864 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.33ms, fps=399 images/s, loss=0.4523, top1-acc=85.93%, top5-acc=98.69%, remaining_time=0:00:42.373980, arrival_time=2021-04-15 00:11:53.238249, cost_time=0:01:23.463965 2021-04-15 00:11:17,273 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.16ms, fps=399 images/s, loss=0.4550, top1-acc=85.82%, top5-acc=98.67%, remaining_time=0:00:35.949312, arrival_time=2021-04-15 00:11:53.222841, cost_time=0:01:29.873210 2021-04-15 00:11:23,687 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=2.17ms, fps=399 images/s, loss=0.4590, top1-acc=85.71%, top5-acc=98.64%, remaining_time=0:00:29.527906, arrival_time=2021-04-15 00:11:53.214971, cost_time=0:01:36.286724 2021-04-15 00:11:30,102 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.4625, top1-acc=85.56%, top5-acc=98.64%, remaining_time=0:00:23.107968, arrival_time=2021-04-15 00:11:53.210293, cost_time=0:01:42.702011 2021-04-15 00:11:36,516 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.4673, top1-acc=85.44%, top5-acc=98.58%, remaining_time=0:00:16.688334, arrival_time=2021-04-15 00:11:53.204760, cost_time=0:01:49.116028 2021-04-15 00:11:42,924 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.4712, top1-acc=85.34%, top5-acc=98.56%, remaining_time=0:00:10.268800, arrival_time=2021-04-15 00:11:53.193000, cost_time=0:01:55.523986 2021-04-15 00:11:49,332 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4749, top1-acc=85.25%, top5-acc=98.53%, remaining_time=0:00:03.850482, arrival_time=2021-04-15 00:11:53.182658, cost_time=0:02:01.931871 2021-04-15 00:11:52,732 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4791, top1-acc=85.14%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:52.732514, cost_time=0:02:05.332286 2021-04-15 00:11:55,059 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.31ms, fps=1101 images/s, loss=1.7828, top1-acc=57.70%, top5-acc=84.80%, remaining_time=0:00:06.976200, arrival_time=2021-04-15 00:12:02.035933, cost_time=0:00:02.325399 2021-04-15 00:11:57,264 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.55ms, fps=1161 images/s, loss=1.7791, top1-acc=57.52%, top5-acc=84.90%, remaining_time=0:00:04.530300, arrival_time=2021-04-15 00:12:01.794929, cost_time=0:00:04.530309 2021-04-15 00:11:59,469 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.48ms, fps=1161 images/s, loss=1.7727, top1-acc=57.36%, top5-acc=85.12%, remaining_time=0:00:02.244920, arrival_time=2021-04-15 00:12:01.713999, cost_time=0:00:06.734745 2021-04-15 00:12:01,468 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=1.15ms, fps=1161 images/s, loss=1.7599, top1-acc=57.18%, top5-acc=84.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:01.468135, cost_time=0:00:08.733832 2021-04-15 00:12:03,072 INFO : Epoch=0049 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:42:10.873248, arrival_time=2021-04-15 05:54:13.945906, cost_time=1:51:02.336342 2021-04-15 00:12:03,074 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 00:12:09,675 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.36ms, fps=388 images/s, loss=0.5197, top1-acc=84.02%, top5-acc=98.55%, remaining_time=0:02:02.760000, arrival_time=2021-04-15 00:14:12.435148, cost_time=0:00:06.599997 2021-04-15 00:12:16,077 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.4887, top1-acc=84.96%, top5-acc=98.54%, remaining_time=0:01:54.421648, arrival_time=2021-04-15 00:14:10.499074, cost_time=0:00:13.002462 2021-04-15 00:12:22,479 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4770, top1-acc=85.49%, top5-acc=98.55%, remaining_time=0:01:47.374112, arrival_time=2021-04-15 00:14:09.853948, cost_time=0:00:19.404961 2021-04-15 00:12:28,879 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4718, top1-acc=85.50%, top5-acc=98.64%, remaining_time=0:01:40.638876, arrival_time=2021-04-15 00:14:09.518654, cost_time=0:00:25.804823 2021-04-15 00:12:35,288 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.4662, top1-acc=85.58%, top5-acc=98.61%, remaining_time=0:01:34.062690, arrival_time=2021-04-15 00:14:09.350812, cost_time=0:00:32.213250 2021-04-15 00:12:41,695 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4612, top1-acc=85.73%, top5-acc=98.63%, remaining_time=0:01:27.538984, arrival_time=2021-04-15 00:14:09.233979, cost_time=0:00:38.620141 2021-04-15 00:12:48,110 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.4567, top1-acc=85.90%, top5-acc=98.67%, remaining_time=0:01:21.064872, arrival_time=2021-04-15 00:14:09.175777, cost_time=0:00:45.036042 2021-04-15 00:12:54,512 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4554, top1-acc=85.85%, top5-acc=98.68%, remaining_time=0:01:14.584056, arrival_time=2021-04-15 00:14:09.096324, cost_time=0:00:51.437298 2021-04-15 00:13:00,919 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4587, top1-acc=85.73%, top5-acc=98.62%, remaining_time=0:01:08.127790, arrival_time=2021-04-15 00:14:09.047016, cost_time=0:00:57.844362 2021-04-15 00:13:07,321 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4561, top1-acc=85.77%, top5-acc=98.66%, remaining_time=0:01:01.676832, arrival_time=2021-04-15 00:14:08.998434, cost_time=0:01:04.246738 2021-04-15 00:13:13,727 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4561, top1-acc=85.80%, top5-acc=98.68%, remaining_time=0:00:55.237628, arrival_time=2021-04-15 00:14:08.965325, cost_time=0:01:10.652834 2021-04-15 00:13:20,132 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4602, top1-acc=85.71%, top5-acc=98.67%, remaining_time=0:00:48.803248, arrival_time=2021-04-15 00:14:08.935884, cost_time=0:01:17.057767 2021-04-15 00:13:26,533 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.4635, top1-acc=85.62%, top5-acc=98.64%, remaining_time=0:00:42.371076, arrival_time=2021-04-15 00:14:08.904281, cost_time=0:01:23.458183 2021-04-15 00:13:32,939 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4656, top1-acc=85.54%, top5-acc=98.60%, remaining_time=0:00:35.945840, arrival_time=2021-04-15 00:14:08.885314, cost_time=0:01:29.864597 2021-04-15 00:13:39,344 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4686, top1-acc=85.46%, top5-acc=98.59%, remaining_time=0:00:29.522616, arrival_time=2021-04-15 00:14:08.866915, cost_time=0:01:36.269438 2021-04-15 00:13:45,757 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.4736, top1-acc=85.25%, top5-acc=98.56%, remaining_time=0:00:23.103648, arrival_time=2021-04-15 00:14:08.861422, cost_time=0:01:42.682915 2021-04-15 00:13:52,164 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4746, top1-acc=85.24%, top5-acc=98.54%, remaining_time=0:00:16.684174, arrival_time=2021-04-15 00:14:08.848063, cost_time=0:01:49.088798 2021-04-15 00:13:58,577 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.4784, top1-acc=85.17%, top5-acc=98.52%, remaining_time=0:00:10.266896, arrival_time=2021-04-15 00:14:08.844355, cost_time=0:01:55.502504 2021-04-15 00:14:04,984 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=2.10ms, fps=400 images/s, loss=0.4810, top1-acc=85.04%, top5-acc=98.52%, remaining_time=0:00:03.849780, arrival_time=2021-04-15 00:14:08.834517, cost_time=0:02:01.909749 2021-04-15 00:14:08,382 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.4841, top1-acc=84.96%, top5-acc=98.48%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:08.382543, cost_time=0:02:05.307589 2021-04-15 00:14:10,746 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.32ms, fps=1084 images/s, loss=2.0384, top1-acc=55.00%, top5-acc=81.99%, remaining_time=0:00:07.085130, arrival_time=2021-04-15 00:14:17.831454, cost_time=0:00:02.361707 2021-04-15 00:14:12,952 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.47ms, fps=1161 images/s, loss=2.0138, top1-acc=55.21%, top5-acc=82.11%, remaining_time=0:00:04.568160, arrival_time=2021-04-15 00:14:17.520843, cost_time=0:00:04.568157 2021-04-15 00:14:15,162 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.91ms, fps=1159 images/s, loss=2.0113, top1-acc=55.25%, top5-acc=81.94%, remaining_time=0:00:02.259360, arrival_time=2021-04-15 00:14:17.422158, cost_time=0:00:06.778089 2021-04-15 00:14:17,163 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=1.97ms, fps=1160 images/s, loss=2.0336, top1-acc=54.68%, top5-acc=81.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:17.163431, cost_time=0:00:08.778894 2021-04-15 00:14:18,565 INFO : Epoch=0050 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:39:53.486100, arrival_time=2021-04-15 05:54:12.051116, cost_time=1:53:17.828688 2021-04-15 00:14:18,566 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 00:14:25,204 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.54ms, fps=386 images/s, loss=0.4696, top1-acc=85.90%, top5-acc=98.59%, remaining_time=0:02:03.465684, arrival_time=2021-04-15 00:16:28.670238, cost_time=0:00:06.637943 2021-04-15 00:14:31,605 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4740, top1-acc=85.74%, top5-acc=98.55%, remaining_time=0:01:54.745312, arrival_time=2021-04-15 00:16:26.351125, cost_time=0:00:13.039246 2021-04-15 00:14:38,005 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4702, top1-acc=85.73%, top5-acc=98.58%, remaining_time=0:01:47.562688, arrival_time=2021-04-15 00:16:25.568215, cost_time=0:00:19.439046 2021-04-15 00:14:44,414 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.4506, top1-acc=86.24%, top5-acc=98.72%, remaining_time=0:01:40.807824, arrival_time=2021-04-15 00:16:25.222529, cost_time=0:00:25.848146 2021-04-15 00:14:50,820 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4521, top1-acc=86.15%, top5-acc=98.73%, remaining_time=0:01:34.182410, arrival_time=2021-04-15 00:16:25.003130, cost_time=0:00:32.254236 2021-04-15 00:14:57,222 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4473, top1-acc=86.29%, top5-acc=98.76%, remaining_time=0:01:27.619224, arrival_time=2021-04-15 00:16:24.841227, cost_time=0:00:38.655530 2021-04-15 00:15:03,624 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.4465, top1-acc=86.25%, top5-acc=98.74%, remaining_time=0:01:21.104562, arrival_time=2021-04-15 00:16:24.729162, cost_time=0:00:45.058114 2021-04-15 00:15:10,028 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=2.41ms, fps=400 images/s, loss=0.4504, top1-acc=86.05%, top5-acc=98.74%, remaining_time=0:01:14.619668, arrival_time=2021-04-15 00:16:24.648097, cost_time=0:00:51.461866 2021-04-15 00:15:16,429 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4518, top1-acc=86.02%, top5-acc=98.74%, remaining_time=0:01:08.149732, arrival_time=2021-04-15 00:16:24.579155, cost_time=0:00:57.862943 2021-04-15 00:15:22,831 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4551, top1-acc=85.89%, top5-acc=98.70%, remaining_time=0:01:01.694592, arrival_time=2021-04-15 00:16:24.526257, cost_time=0:01:04.265175 2021-04-15 00:15:29,232 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4544, top1-acc=85.91%, top5-acc=98.68%, remaining_time=0:00:55.247690, arrival_time=2021-04-15 00:16:24.479824, cost_time=0:01:10.665664 2021-04-15 00:15:35,636 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4561, top1-acc=85.82%, top5-acc=98.67%, remaining_time=0:00:48.810924, arrival_time=2021-04-15 00:16:24.447258, cost_time=0:01:17.069862 2021-04-15 00:15:42,039 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4581, top1-acc=85.78%, top5-acc=98.66%, remaining_time=0:00:42.378402, arrival_time=2021-04-15 00:16:24.417506, cost_time=0:01:23.472554 2021-04-15 00:15:48,451 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.4611, top1-acc=85.70%, top5-acc=98.64%, remaining_time=0:00:35.954072, arrival_time=2021-04-15 00:16:24.405724, cost_time=0:01:29.885131 2021-04-15 00:15:54,854 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4662, top1-acc=85.54%, top5-acc=98.61%, remaining_time=0:00:29.528182, arrival_time=2021-04-15 00:16:24.382265, cost_time=0:01:36.287597 2021-04-15 00:16:01,253 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.85ms, fps=400 images/s, loss=0.4697, top1-acc=85.45%, top5-acc=98.60%, remaining_time=0:00:23.104512, arrival_time=2021-04-15 00:16:24.357644, cost_time=0:01:42.686660 2021-04-15 00:16:07,647 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4720, top1-acc=85.38%, top5-acc=98.58%, remaining_time=0:00:16.682926, arrival_time=2021-04-15 00:16:24.330097, cost_time=0:01:49.080701 2021-04-15 00:16:14,070 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.4724, top1-acc=85.39%, top5-acc=98.61%, remaining_time=0:00:10.267056, arrival_time=2021-04-15 00:16:24.337971, cost_time=0:01:55.504445 2021-04-15 00:16:20,471 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.4735, top1-acc=85.35%, top5-acc=98.59%, remaining_time=0:00:03.849630, arrival_time=2021-04-15 00:16:24.321133, cost_time=0:02:01.904910 2021-04-15 00:16:23,867 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.4749, top1-acc=85.33%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:23.867426, cost_time=0:02:05.300953 2021-04-15 00:16:26,190 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.40ms, fps=1103 images/s, loss=1.8597, top1-acc=56.72%, top5-acc=83.98%, remaining_time=0:00:06.962640, arrival_time=2021-04-15 00:16:33.152837, cost_time=0:00:02.320881 2021-04-15 00:16:28,392 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.47ms, fps=1162 images/s, loss=1.8734, top1-acc=56.29%, top5-acc=83.57%, remaining_time=0:00:04.523500, arrival_time=2021-04-15 00:16:32.916316, cost_time=0:00:04.523504 2021-04-15 00:16:30,597 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.38ms, fps=1161 images/s, loss=1.8424, top1-acc=56.84%, top5-acc=83.68%, remaining_time=0:00:02.242720, arrival_time=2021-04-15 00:16:32.840193, cost_time=0:00:06.728169 2021-04-15 00:16:32,598 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.39ms, fps=1160 images/s, loss=1.8505, top1-acc=56.84%, top5-acc=84.01%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:32.598455, cost_time=0:00:08.729187 2021-04-15 00:16:34,021 INFO : Epoch=0051 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:37:36.069326, arrival_time=2021-04-15 05:54:10.091108, cost_time=1:55:33.285472 2021-04-15 00:16:34,023 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 00:16:40,641 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.54ms, fps=387 images/s, loss=0.4490, top1-acc=86.41%, top5-acc=98.87%, remaining_time=0:02:03.091638, arrival_time=2021-04-15 00:18:43.732957, cost_time=0:00:06.617833 2021-04-15 00:16:47,053 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.4469, top1-acc=86.45%, top5-acc=98.59%, remaining_time=0:01:54.664528, arrival_time=2021-04-15 00:18:41.718066, cost_time=0:00:13.030061 2021-04-15 00:16:53,458 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.4439, top1-acc=86.41%, top5-acc=98.74%, remaining_time=0:01:47.542934, arrival_time=2021-04-15 00:18:41.001747, cost_time=0:00:19.435456 2021-04-15 00:16:59,866 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4333, top1-acc=86.58%, top5-acc=98.86%, remaining_time=0:01:40.785984, arrival_time=2021-04-15 00:18:40.651983, cost_time=0:00:25.842553 2021-04-15 00:17:06,267 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4259, top1-acc=86.91%, top5-acc=98.91%, remaining_time=0:01:34.152188, arrival_time=2021-04-15 00:18:40.419443, cost_time=0:00:32.243896 2021-04-15 00:17:12,671 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.4248, top1-acc=86.94%, top5-acc=98.93%, remaining_time=0:01:27.602088, arrival_time=2021-04-15 00:18:40.273446, cost_time=0:00:38.648005 2021-04-15 00:17:19,071 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.4292, top1-acc=86.79%, top5-acc=98.92%, remaining_time=0:01:21.085662, arrival_time=2021-04-15 00:18:40.156614, cost_time=0:00:45.047589 2021-04-15 00:17:25,479 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.4327, top1-acc=86.68%, top5-acc=98.92%, remaining_time=0:01:14.611316, arrival_time=2021-04-15 00:18:40.090855, cost_time=0:00:51.456079 2021-04-15 00:17:31,883 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=2.13ms, fps=400 images/s, loss=0.4335, top1-acc=86.70%, top5-acc=98.94%, remaining_time=0:01:08.145916, arrival_time=2021-04-15 00:18:40.029088, cost_time=0:00:57.859717 2021-04-15 00:17:38,285 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4346, top1-acc=86.66%, top5-acc=98.92%, remaining_time=0:01:01.691328, arrival_time=2021-04-15 00:18:39.976563, cost_time=0:01:04.261782 2021-04-15 00:17:44,688 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4388, top1-acc=86.54%, top5-acc=98.87%, remaining_time=0:00:55.246916, arrival_time=2021-04-15 00:18:39.935058, cost_time=0:01:10.664710 2021-04-15 00:17:51,094 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.4427, top1-acc=86.41%, top5-acc=98.85%, remaining_time=0:00:48.811456, arrival_time=2021-04-15 00:18:39.905574, cost_time=0:01:17.070668 2021-04-15 00:17:57,502 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.4457, top1-acc=86.32%, top5-acc=98.82%, remaining_time=0:00:42.381768, arrival_time=2021-04-15 00:18:39.884347, cost_time=0:01:23.479216 2021-04-15 00:18:03,907 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.4497, top1-acc=86.23%, top5-acc=98.79%, remaining_time=0:00:35.953848, arrival_time=2021-04-15 00:18:39.861776, cost_time=0:01:29.884575 2021-04-15 00:18:10,308 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4548, top1-acc=86.07%, top5-acc=98.75%, remaining_time=0:00:29.527446, arrival_time=2021-04-15 00:18:39.836004, cost_time=0:01:36.285154 2021-04-15 00:18:16,713 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4565, top1-acc=86.01%, top5-acc=98.74%, remaining_time=0:00:23.105232, arrival_time=2021-04-15 00:18:39.818563, cost_time=0:01:42.689846 2021-04-15 00:18:23,117 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4595, top1-acc=85.85%, top5-acc=98.73%, remaining_time=0:00:16.685006, arrival_time=2021-04-15 00:18:39.802680, cost_time=0:01:49.094310 2021-04-15 00:18:29,516 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.4625, top1-acc=85.77%, top5-acc=98.71%, remaining_time=0:00:10.266032, arrival_time=2021-04-15 00:18:39.782333, cost_time=0:01:55.492944 2021-04-15 00:18:35,919 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.4639, top1-acc=85.72%, top5-acc=98.69%, remaining_time=0:00:03.849354, arrival_time=2021-04-15 00:18:39.768883, cost_time=0:02:01.896177 2021-04-15 00:18:39,325 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.28ms, fps=399 images/s, loss=0.4668, top1-acc=85.67%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:39.325067, cost_time=0:02:05.301712 2021-04-15 00:18:41,658 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.42ms, fps=1098 images/s, loss=1.6476, top1-acc=59.49%, top5-acc=85.74%, remaining_time=0:00:06.992790, arrival_time=2021-04-15 00:18:48.651314, cost_time=0:00:02.330929 2021-04-15 00:18:43,866 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=2.24ms, fps=1160 images/s, loss=1.6001, top1-acc=60.20%, top5-acc=86.31%, remaining_time=0:00:04.538540, arrival_time=2021-04-15 00:18:48.404760, cost_time=0:00:04.538549 2021-04-15 00:18:46,071 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.5859, top1-acc=60.49%, top5-acc=86.61%, remaining_time=0:00:02.247970, arrival_time=2021-04-15 00:18:48.319450, cost_time=0:00:06.743896 2021-04-15 00:18:48,071 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=1.16ms, fps=1160 images/s, loss=1.5643, top1-acc=60.37%, top5-acc=86.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:48.071309, cost_time=0:00:08.743697 2021-04-15 00:18:49,526 INFO : Epoch=0052 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:35:18.864700, arrival_time=2021-04-15 05:54:08.391307, cost_time=1:57:48.790316 2021-04-15 00:18:49,528 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 00:18:56,111 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.41ms, fps=389 images/s, loss=0.4686, top1-acc=85.39%, top5-acc=98.67%, remaining_time=0:02:02.432454, arrival_time=2021-04-15 00:20:58.543650, cost_time=0:00:06.582391 2021-04-15 00:19:02,509 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.4599, top1-acc=85.96%, top5-acc=98.75%, remaining_time=0:01:54.227696, arrival_time=2021-04-15 00:20:56.737046, cost_time=0:00:12.980428 2021-04-15 00:19:08,912 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.4571, top1-acc=85.96%, top5-acc=98.76%, remaining_time=0:01:47.254260, arrival_time=2021-04-15 00:20:56.166365, cost_time=0:00:19.383299 2021-04-15 00:19:15,310 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4458, top1-acc=86.16%, top5-acc=98.87%, remaining_time=0:01:40.549488, arrival_time=2021-04-15 00:20:55.860329, cost_time=0:00:25.781930 2021-04-15 00:19:21,713 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.4438, top1-acc=86.20%, top5-acc=98.88%, remaining_time=0:01:33.979616, arrival_time=2021-04-15 00:20:55.693127, cost_time=0:00:32.184789 2021-04-15 00:19:28,115 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4424, top1-acc=86.24%, top5-acc=98.83%, remaining_time=0:01:27.463912, arrival_time=2021-04-15 00:20:55.579725, cost_time=0:00:38.587005 2021-04-15 00:19:34,516 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4379, top1-acc=86.32%, top5-acc=98.87%, remaining_time=0:01:20.978310, arrival_time=2021-04-15 00:20:55.494987, cost_time=0:00:44.987969 2021-04-15 00:19:40,918 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4383, top1-acc=86.32%, top5-acc=98.89%, remaining_time=0:01:14.515732, arrival_time=2021-04-15 00:20:55.434638, cost_time=0:00:51.390196 2021-04-15 00:19:47,314 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4346, top1-acc=86.46%, top5-acc=98.92%, remaining_time=0:01:08.058678, arrival_time=2021-04-15 00:20:55.373033, cost_time=0:00:57.785641 2021-04-15 00:19:53,727 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.35ms, fps=399 images/s, loss=0.4315, top1-acc=86.54%, top5-acc=98.91%, remaining_time=0:01:01.630272, arrival_time=2021-04-15 00:20:55.357257, cost_time=0:01:04.198190 2021-04-15 00:20:00,125 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4328, top1-acc=86.53%, top5-acc=98.90%, remaining_time=0:00:55.193854, arrival_time=2021-04-15 00:20:55.319375, cost_time=0:01:10.596791 2021-04-15 00:20:06,531 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.4366, top1-acc=86.41%, top5-acc=98.87%, remaining_time=0:00:48.768668, arrival_time=2021-04-15 00:20:55.300487, cost_time=0:01:17.003108 2021-04-15 00:20:12,957 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.36ms, fps=398 images/s, loss=0.4397, top1-acc=86.29%, top5-acc=98.82%, remaining_time=0:00:42.356094, arrival_time=2021-04-15 00:20:55.313493, cost_time=0:01:23.428694 2021-04-15 00:20:19,360 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.4424, top1-acc=86.22%, top5-acc=98.80%, remaining_time=0:00:35.932568, arrival_time=2021-04-15 00:20:55.292711, cost_time=0:01:29.831430 2021-04-15 00:20:25,767 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.4443, top1-acc=86.18%, top5-acc=98.80%, remaining_time=0:00:29.513002, arrival_time=2021-04-15 00:20:55.279935, cost_time=0:01:36.238072 2021-04-15 00:20:32,170 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.4467, top1-acc=86.08%, top5-acc=98.81%, remaining_time=0:00:23.094360, arrival_time=2021-04-15 00:20:55.264827, cost_time=0:01:42.641566 2021-04-15 00:20:38,566 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.4506, top1-acc=85.96%, top5-acc=98.77%, remaining_time=0:00:16.676400, arrival_time=2021-04-15 00:20:55.243137, cost_time=0:01:49.037927 2021-04-15 00:20:44,966 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=2.33ms, fps=400 images/s, loss=0.4535, top1-acc=85.87%, top5-acc=98.75%, remaining_time=0:00:10.261104, arrival_time=2021-04-15 00:20:55.227333, cost_time=0:01:55.437417 2021-04-15 00:20:51,367 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.4581, top1-acc=85.72%, top5-acc=98.72%, remaining_time=0:00:03.847530, arrival_time=2021-04-15 00:20:55.214769, cost_time=0:02:01.838527 2021-04-15 00:20:54,766 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.4607, top1-acc=85.65%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:54.766166, cost_time=0:02:05.237355 2021-04-15 00:20:57,103 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.38ms, fps=1096 images/s, loss=1.6582, top1-acc=59.22%, top5-acc=85.35%, remaining_time=0:00:07.004340, arrival_time=2021-04-15 00:21:04.107473, cost_time=0:00:02.334784 2021-04-15 00:20:59,308 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.32ms, fps=1161 images/s, loss=1.6419, top1-acc=60.25%, top5-acc=85.86%, remaining_time=0:00:04.539700, arrival_time=2021-04-15 00:21:03.847746, cost_time=0:00:04.539702 2021-04-15 00:21:01,515 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.36ms, fps=1160 images/s, loss=1.6626, top1-acc=59.84%, top5-acc=85.46%, remaining_time=0:00:02.249020, arrival_time=2021-04-15 00:21:03.764388, cost_time=0:00:06.747065 2021-04-15 00:21:03,516 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=1.33ms, fps=1159 images/s, loss=1.6686, top1-acc=59.84%, top5-acc=85.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:03.516682, cost_time=0:00:08.748413 2021-04-15 00:21:05,662 INFO : Epoch=0053 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:33:03.474735, arrival_time=2021-04-15 05:54:09.137339, cost_time=2:00:04.926289 2021-04-15 00:21:05,663 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 00:21:12,221 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.40ms, fps=390 images/s, loss=0.4823, top1-acc=85.08%, top5-acc=98.20%, remaining_time=0:02:01.967640, arrival_time=2021-04-15 00:23:14.189213, cost_time=0:00:06.557398 2021-04-15 00:21:18,628 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.4704, top1-acc=85.51%, top5-acc=98.52%, remaining_time=0:01:54.086896, arrival_time=2021-04-15 00:23:12.715407, cost_time=0:00:12.964414 2021-04-15 00:21:25,032 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.28ms, fps=400 images/s, loss=0.4521, top1-acc=85.86%, top5-acc=98.71%, remaining_time=0:01:47.171426, arrival_time=2021-04-15 00:23:12.203976, cost_time=0:00:19.368342 2021-04-15 00:21:31,428 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.4411, top1-acc=86.29%, top5-acc=98.86%, remaining_time=0:01:40.481316, arrival_time=2021-04-15 00:23:11.909760, cost_time=0:00:25.764446 2021-04-15 00:21:37,823 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.4343, top1-acc=86.44%, top5-acc=98.84%, remaining_time=0:01:33.904572, arrival_time=2021-04-15 00:23:11.727804, cost_time=0:00:32.159103 2021-04-15 00:21:44,228 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4273, top1-acc=86.66%, top5-acc=98.87%, remaining_time=0:01:27.411688, arrival_time=2021-04-15 00:23:11.639696, cost_time=0:00:38.564003 2021-04-15 00:21:50,629 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.4224, top1-acc=86.81%, top5-acc=98.91%, remaining_time=0:01:20.937864, arrival_time=2021-04-15 00:23:11.567353, cost_time=0:00:44.965502 2021-04-15 00:21:57,029 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4237, top1-acc=86.70%, top5-acc=98.91%, remaining_time=0:01:14.480120, arrival_time=2021-04-15 00:23:11.509711, cost_time=0:00:51.365600 2021-04-15 00:22:03,429 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4262, top1-acc=86.59%, top5-acc=98.90%, remaining_time=0:01:08.035252, arrival_time=2021-04-15 00:23:11.465142, cost_time=0:00:57.765810 2021-04-15 00:22:09,828 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4269, top1-acc=86.54%, top5-acc=98.93%, remaining_time=0:01:01.597632, arrival_time=2021-04-15 00:23:11.425883, cost_time=0:01:04.164250 2021-04-15 00:22:16,230 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.4290, top1-acc=86.51%, top5-acc=98.91%, remaining_time=0:00:55.169946, arrival_time=2021-04-15 00:23:11.400185, cost_time=0:01:10.566241 2021-04-15 00:22:22,633 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.4306, top1-acc=86.52%, top5-acc=98.90%, remaining_time=0:00:48.747160, arrival_time=2021-04-15 00:23:11.380366, cost_time=0:01:16.969215 2021-04-15 00:22:29,034 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.4332, top1-acc=86.42%, top5-acc=98.91%, remaining_time=0:00:42.326658, arrival_time=2021-04-15 00:23:11.361304, cost_time=0:01:23.370648 2021-04-15 00:22:35,444 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.4339, top1-acc=86.36%, top5-acc=98.91%, remaining_time=0:00:35.911960, arrival_time=2021-04-15 00:23:11.355967, cost_time=0:01:29.779900 2021-04-15 00:22:41,845 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4359, top1-acc=86.28%, top5-acc=98.90%, remaining_time=0:00:29.495706, arrival_time=2021-04-15 00:23:11.341284, cost_time=0:01:36.181595 2021-04-15 00:22:48,244 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.4374, top1-acc=86.25%, top5-acc=98.89%, remaining_time=0:00:23.080572, arrival_time=2021-04-15 00:23:11.324849, cost_time=0:01:42.580282 2021-04-15 00:22:54,646 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.4377, top1-acc=86.22%, top5-acc=98.88%, remaining_time=0:00:16.667846, arrival_time=2021-04-15 00:23:11.314069, cost_time=0:01:48.982100 2021-04-15 00:23:01,046 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4414, top1-acc=86.14%, top5-acc=98.85%, remaining_time=0:00:10.256176, arrival_time=2021-04-15 00:23:11.302312, cost_time=0:01:55.382013 2021-04-15 00:23:07,451 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.4447, top1-acc=86.05%, top5-acc=98.82%, remaining_time=0:00:03.845910, arrival_time=2021-04-15 00:23:11.297041, cost_time=0:02:01.787137 2021-04-15 00:23:10,852 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.4467, top1-acc=86.00%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:10.852156, cost_time=0:02:05.187974 2021-04-15 00:23:13,211 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.83ms, fps=1086 images/s, loss=1.7186, top1-acc=57.19%, top5-acc=84.45%, remaining_time=0:00:07.069380, arrival_time=2021-04-15 00:23:20.280547, cost_time=0:00:02.356458 2021-04-15 00:23:15,415 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.32ms, fps=1161 images/s, loss=1.7262, top1-acc=57.11%, top5-acc=84.08%, remaining_time=0:00:04.561240, arrival_time=2021-04-15 00:23:19.977148, cost_time=0:00:04.561235 2021-04-15 00:23:17,623 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.51ms, fps=1160 images/s, loss=1.7331, top1-acc=56.93%, top5-acc=84.10%, remaining_time=0:00:02.256380, arrival_time=2021-04-15 00:23:19.880183, cost_time=0:00:06.769155 2021-04-15 00:23:19,623 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=1.22ms, fps=1160 images/s, loss=1.6963, top1-acc=57.18%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:19.623874, cost_time=0:00:08.769259 2021-04-15 00:23:21,221 INFO : Epoch=0054 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:30:46.496130, arrival_time=2021-04-15 05:54:07.717308, cost_time=2:02:20.484873 2021-04-15 00:23:21,223 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 00:23:27,790 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.89ms, fps=390 images/s, loss=0.4218, top1-acc=86.91%, top5-acc=98.91%, remaining_time=0:02:02.141364, arrival_time=2021-04-15 00:25:29.931455, cost_time=0:00:06.566736 2021-04-15 00:23:34,192 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4299, top1-acc=86.70%, top5-acc=98.81%, remaining_time=0:01:54.126320, arrival_time=2021-04-15 00:25:28.318566, cost_time=0:00:12.968894 2021-04-15 00:23:40,594 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.4252, top1-acc=86.74%, top5-acc=98.89%, remaining_time=0:01:47.185204, arrival_time=2021-04-15 00:25:27.779259, cost_time=0:00:19.370832 2021-04-15 00:23:46,994 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.4275, top1-acc=86.67%, top5-acc=98.85%, remaining_time=0:01:40.506120, arrival_time=2021-04-15 00:25:27.500228, cost_time=0:00:25.770792 2021-04-15 00:23:53,390 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4161, top1-acc=87.07%, top5-acc=98.91%, remaining_time=0:01:33.928662, arrival_time=2021-04-15 00:25:27.319228, cost_time=0:00:32.167332 2021-04-15 00:23:59,792 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4172, top1-acc=87.10%, top5-acc=98.95%, remaining_time=0:01:27.424064, arrival_time=2021-04-15 00:25:27.216708, cost_time=0:00:38.569414 2021-04-15 00:24:06,190 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4147, top1-acc=87.15%, top5-acc=98.95%, remaining_time=0:01:20.941644, arrival_time=2021-04-15 00:25:27.132461, cost_time=0:00:44.967590 2021-04-15 00:24:12,591 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.4201, top1-acc=87.00%, top5-acc=98.91%, remaining_time=0:01:14.484064, arrival_time=2021-04-15 00:25:27.075687, cost_time=0:00:51.368304 2021-04-15 00:24:18,997 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.4193, top1-acc=87.00%, top5-acc=98.94%, remaining_time=0:01:08.045534, arrival_time=2021-04-15 00:25:27.043297, cost_time=0:00:57.774532 2021-04-15 00:24:25,399 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.4215, top1-acc=86.89%, top5-acc=98.93%, remaining_time=0:01:01.608864, arrival_time=2021-04-15 00:25:27.008033, cost_time=0:01:04.175917 2021-04-15 00:24:31,803 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.4235, top1-acc=86.78%, top5-acc=98.92%, remaining_time=0:00:55.180696, arrival_time=2021-04-15 00:25:26.983890, cost_time=0:01:10.579969 2021-04-15 00:24:38,200 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.4270, top1-acc=86.70%, top5-acc=98.89%, remaining_time=0:00:48.752024, arrival_time=2021-04-15 00:25:26.952357, cost_time=0:01:16.976911 2021-04-15 00:24:44,601 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4287, top1-acc=86.65%, top5-acc=98.87%, remaining_time=0:00:42.330618, arrival_time=2021-04-15 00:25:26.932363, cost_time=0:01:23.378509 2021-04-15 00:24:51,000 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4315, top1-acc=86.58%, top5-acc=98.86%, remaining_time=0:00:35.910896, arrival_time=2021-04-15 00:25:26.911312, cost_time=0:01:29.777189 2021-04-15 00:24:57,410 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.4344, top1-acc=86.49%, top5-acc=98.84%, remaining_time=0:00:29.497316, arrival_time=2021-04-15 00:25:26.907511, cost_time=0:01:36.186971 2021-04-15 00:25:03,817 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.4384, top1-acc=86.36%, top5-acc=98.81%, remaining_time=0:00:23.083668, arrival_time=2021-04-15 00:25:26.900988, cost_time=0:01:42.594102 2021-04-15 00:25:10,221 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.4405, top1-acc=86.31%, top5-acc=98.80%, remaining_time=0:00:16.670316, arrival_time=2021-04-15 00:25:26.891829, cost_time=0:01:48.998208 2021-04-15 00:25:16,628 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.4443, top1-acc=86.21%, top5-acc=98.77%, remaining_time=0:00:10.258240, arrival_time=2021-04-15 00:25:26.886693, cost_time=0:01:55.405172 2021-04-15 00:25:23,038 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.23ms, fps=399 images/s, loss=0.4477, top1-acc=86.08%, top5-acc=98.74%, remaining_time=0:00:03.846804, arrival_time=2021-04-15 00:25:26.885431, cost_time=0:02:01.815387 2021-04-15 00:25:26,438 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.4501, top1-acc=86.01%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:26.438585, cost_time=0:02:05.215359 2021-04-15 00:25:28,782 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.67ms, fps=1093 images/s, loss=1.6850, top1-acc=59.34%, top5-acc=85.70%, remaining_time=0:00:07.024530, arrival_time=2021-04-15 00:25:35.807481, cost_time=0:00:02.341513 2021-04-15 00:25:30,987 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.56ms, fps=1161 images/s, loss=1.6954, top1-acc=59.04%, top5-acc=86.02%, remaining_time=0:00:04.546040, arrival_time=2021-04-15 00:25:35.533518, cost_time=0:00:04.546047 2021-04-15 00:25:33,193 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.33ms, fps=1161 images/s, loss=1.7013, top1-acc=59.32%, top5-acc=85.98%, remaining_time=0:00:02.250760, arrival_time=2021-04-15 00:25:35.444475, cost_time=0:00:06.752281 2021-04-15 00:25:35,197 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=1.35ms, fps=1158 images/s, loss=1.7267, top1-acc=58.99%, top5-acc=85.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:35.197443, cost_time=0:00:08.756046 2021-04-15 00:25:36,595 INFO : Epoch=0055 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:28:29.082950, arrival_time=2021-04-15 05:54:05.678333, cost_time=2:04:35.859075 2021-04-15 00:25:36,597 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 00:25:43,186 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=2.08ms, fps=389 images/s, loss=0.4549, top1-acc=86.02%, top5-acc=98.55%, remaining_time=0:02:02.555028, arrival_time=2021-04-15 00:27:45.741509, cost_time=0:00:06.588980 2021-04-15 00:25:49,593 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.4422, top1-acc=86.39%, top5-acc=98.73%, remaining_time=0:01:54.365680, arrival_time=2021-04-15 00:27:43.959384, cost_time=0:00:12.996106 2021-04-15 00:25:55,998 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.4327, top1-acc=86.55%, top5-acc=98.85%, remaining_time=0:01:47.352864, arrival_time=2021-04-15 00:27:43.351407, cost_time=0:00:19.401119 2021-04-15 00:26:02,404 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.4239, top1-acc=86.85%, top5-acc=98.92%, remaining_time=0:01:40.646208, arrival_time=2021-04-15 00:27:43.050468, cost_time=0:00:25.806719 2021-04-15 00:26:08,802 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4177, top1-acc=87.09%, top5-acc=98.91%, remaining_time=0:01:34.039914, arrival_time=2021-04-15 00:27:42.842779, cost_time=0:00:32.205456 2021-04-15 00:26:15,214 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.4147, top1-acc=87.13%, top5-acc=98.95%, remaining_time=0:01:27.531232, arrival_time=2021-04-15 00:27:42.745343, cost_time=0:00:38.616694 2021-04-15 00:26:21,623 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.4158, top1-acc=87.06%, top5-acc=98.92%, remaining_time=0:01:21.046476, arrival_time=2021-04-15 00:27:42.669785, cost_time=0:00:45.025852 2021-04-15 00:26:28,027 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4235, top1-acc=86.72%, top5-acc=98.90%, remaining_time=0:01:14.572804, arrival_time=2021-04-15 00:27:42.599841, cost_time=0:00:51.429536 2021-04-15 00:26:34,428 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4257, top1-acc=86.64%, top5-acc=98.89%, remaining_time=0:01:08.111784, arrival_time=2021-04-15 00:27:42.539965, cost_time=0:00:57.830771 2021-04-15 00:26:40,832 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4288, top1-acc=86.54%, top5-acc=98.91%, remaining_time=0:01:01.665888, arrival_time=2021-04-15 00:27:42.498620, cost_time=0:01:04.235321 2021-04-15 00:26:47,236 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4297, top1-acc=86.53%, top5-acc=98.90%, remaining_time=0:00:55.227136, arrival_time=2021-04-15 00:27:42.463934, cost_time=0:01:10.639386 2021-04-15 00:26:53,639 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.4338, top1-acc=86.36%, top5-acc=98.87%, remaining_time=0:00:48.793292, arrival_time=2021-04-15 00:27:42.432886, cost_time=0:01:17.042028 2021-04-15 00:27:00,038 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.4349, top1-acc=86.42%, top5-acc=98.85%, remaining_time=0:00:42.362298, arrival_time=2021-04-15 00:27:42.400619, cost_time=0:01:23.440887 2021-04-15 00:27:06,453 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.4352, top1-acc=86.44%, top5-acc=98.86%, remaining_time=0:00:35.942256, arrival_time=2021-04-15 00:27:42.395372, cost_time=0:01:29.855604 2021-04-15 00:27:12,866 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.4357, top1-acc=86.45%, top5-acc=98.85%, remaining_time=0:00:29.522294, arrival_time=2021-04-15 00:27:42.388202, cost_time=0:01:36.268366 2021-04-15 00:27:19,266 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.4362, top1-acc=86.41%, top5-acc=98.83%, remaining_time=0:00:23.100588, arrival_time=2021-04-15 00:27:42.367365, cost_time=0:01:42.669256 2021-04-15 00:27:25,681 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=2.29ms, fps=399 images/s, loss=0.4383, top1-acc=86.33%, top5-acc=98.84%, remaining_time=0:00:16.683420, arrival_time=2021-04-15 00:27:42.364877, cost_time=0:01:49.083965 2021-04-15 00:27:32,091 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.4405, top1-acc=86.27%, top5-acc=98.81%, remaining_time=0:00:10.266144, arrival_time=2021-04-15 00:27:42.357762, cost_time=0:01:55.494189 2021-04-15 00:27:38,500 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.22ms, fps=399 images/s, loss=0.4429, top1-acc=86.22%, top5-acc=98.79%, remaining_time=0:00:03.849564, arrival_time=2021-04-15 00:27:42.349762, cost_time=0:02:01.902782 2021-04-15 00:27:41,909 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=2.73ms, fps=399 images/s, loss=0.4441, top1-acc=86.17%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:41.909635, cost_time=0:02:05.312131 2021-04-15 00:27:44,248 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.44ms, fps=1096 images/s, loss=1.7459, top1-acc=57.07%, top5-acc=85.39%, remaining_time=0:00:07.009620, arrival_time=2021-04-15 00:27:51.257869, cost_time=0:00:02.336535 2021-04-15 00:27:46,455 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=2.61ms, fps=1160 images/s, loss=1.6834, top1-acc=59.00%, top5-acc=86.15%, remaining_time=0:00:04.543780, arrival_time=2021-04-15 00:27:50.999275, cost_time=0:00:04.543783 2021-04-15 00:27:48,660 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.47ms, fps=1161 images/s, loss=1.6619, top1-acc=59.52%, top5-acc=86.41%, remaining_time=0:00:02.249510, arrival_time=2021-04-15 00:27:50.909663, cost_time=0:00:06.748533 2021-04-15 00:27:50,661 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=1.24ms, fps=1159 images/s, loss=1.7176, top1-acc=59.39%, top5-acc=86.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:50.661399, cost_time=0:00:08.749818 2021-04-15 00:27:52,166 INFO : Epoch=0056 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:26:12.249024, arrival_time=2021-04-15 05:54:04.415542, cost_time=2:06:51.430200 2021-04-15 00:27:52,167 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 00:27:58,792 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.72ms, fps=386 images/s, loss=0.3825, top1-acc=88.20%, top5-acc=99.06%, remaining_time=0:02:03.209748, arrival_time=2021-04-15 00:30:02.002065, cost_time=0:00:06.624181 2021-04-15 00:28:05,188 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=0.3812, top1-acc=88.24%, top5-acc=99.18%, remaining_time=0:01:54.582160, arrival_time=2021-04-15 00:29:59.771036, cost_time=0:00:13.020706 2021-04-15 00:28:11,583 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3732, top1-acc=88.41%, top5-acc=99.24%, remaining_time=0:01:47.434370, arrival_time=2021-04-15 00:29:59.018246, cost_time=0:00:19.415853 2021-04-15 00:28:17,983 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3689, top1-acc=88.57%, top5-acc=99.27%, remaining_time=0:01:40.680996, arrival_time=2021-04-15 00:29:58.664816, cost_time=0:00:25.815651 2021-04-15 00:28:24,381 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3647, top1-acc=88.79%, top5-acc=99.26%, remaining_time=0:01:34.063274, arrival_time=2021-04-15 00:29:58.444756, cost_time=0:00:32.213434 2021-04-15 00:28:30,782 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.3632, top1-acc=88.84%, top5-acc=99.26%, remaining_time=0:01:27.526608, arrival_time=2021-04-15 00:29:58.309307, cost_time=0:00:38.614655 2021-04-15 00:28:37,188 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3661, top1-acc=88.78%, top5-acc=99.26%, remaining_time=0:01:21.037530, arrival_time=2021-04-15 00:29:58.226432, cost_time=0:00:45.020852 2021-04-15 00:28:43,591 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3735, top1-acc=88.51%, top5-acc=99.19%, remaining_time=0:01:14.563060, arrival_time=2021-04-15 00:29:58.153982, cost_time=0:00:51.422782 2021-04-15 00:28:50,004 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.3793, top1-acc=88.35%, top5-acc=99.12%, remaining_time=0:01:08.117932, arrival_time=2021-04-15 00:29:58.121948, cost_time=0:00:57.835977 2021-04-15 00:28:56,418 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=0.3868, top1-acc=88.04%, top5-acc=99.05%, remaining_time=0:01:01.680480, arrival_time=2021-04-15 00:29:58.099129, cost_time=0:01:04.250509 2021-04-15 00:29:02,826 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.3887, top1-acc=87.99%, top5-acc=99.04%, remaining_time=0:00:55.242014, arrival_time=2021-04-15 00:29:58.068552, cost_time=0:01:10.658396 2021-04-15 00:29:09,227 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.3923, top1-acc=87.86%, top5-acc=99.02%, remaining_time=0:00:48.804312, arrival_time=2021-04-15 00:29:58.031773, cost_time=0:01:17.059403 2021-04-15 00:29:15,645 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.74ms, fps=399 images/s, loss=0.3985, top1-acc=87.73%, top5-acc=98.97%, remaining_time=0:00:42.380580, arrival_time=2021-04-15 00:29:58.025570, cost_time=0:01:23.476856 2021-04-15 00:29:22,059 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.4001, top1-acc=87.71%, top5-acc=98.96%, remaining_time=0:00:35.956536, arrival_time=2021-04-15 00:29:58.015918, cost_time=0:01:29.891304 2021-04-15 00:29:28,475 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.4045, top1-acc=87.57%, top5-acc=98.95%, remaining_time=0:00:29.534116, arrival_time=2021-04-15 00:29:58.009096, cost_time=0:01:36.306948 2021-04-15 00:29:34,873 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4073, top1-acc=87.47%, top5-acc=98.94%, remaining_time=0:00:23.108652, arrival_time=2021-04-15 00:29:57.981753, cost_time=0:01:42.705054 2021-04-15 00:29:41,271 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4116, top1-acc=87.27%, top5-acc=98.94%, remaining_time=0:00:16.686384, arrival_time=2021-04-15 00:29:57.957863, cost_time=0:01:49.103346 2021-04-15 00:29:47,677 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.4149, top1-acc=87.19%, top5-acc=98.91%, remaining_time=0:00:10.267488, arrival_time=2021-04-15 00:29:57.944791, cost_time=0:01:55.509266 2021-04-15 00:29:54,079 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.97ms, fps=400 images/s, loss=0.4176, top1-acc=87.13%, top5-acc=98.89%, remaining_time=0:00:03.849840, arrival_time=2021-04-15 00:29:57.929428, cost_time=0:02:01.911544 2021-04-15 00:29:57,479 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.4202, top1-acc=87.06%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:57.479150, cost_time=0:02:05.311110 2021-04-15 00:29:59,797 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.47ms, fps=1105 images/s, loss=1.8198, top1-acc=57.54%, top5-acc=83.71%, remaining_time=0:00:06.949050, arrival_time=2021-04-15 00:30:06.746435, cost_time=0:00:02.316348 2021-04-15 00:30:02,000 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.87ms, fps=1162 images/s, loss=1.8681, top1-acc=56.29%, top5-acc=82.89%, remaining_time=0:00:04.519860, arrival_time=2021-04-15 00:30:06.520761, cost_time=0:00:04.519867 2021-04-15 00:30:04,208 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.70ms, fps=1160 images/s, loss=1.8917, top1-acc=55.94%, top5-acc=82.51%, remaining_time=0:00:02.242490, arrival_time=2021-04-15 00:30:06.450996, cost_time=0:00:06.727456 2021-04-15 00:30:06,207 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=1.24ms, fps=1161 images/s, loss=1.8753, top1-acc=56.21%, top5-acc=82.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:06.207479, cost_time=0:00:08.726448 2021-04-15 00:30:07,621 INFO : Epoch=0057 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:23:55.167037, arrival_time=2021-04-15 05:54:02.788115, cost_time=2:09:06.884761 2021-04-15 00:30:07,622 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 00:30:14,199 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.81ms, fps=389 images/s, loss=0.4349, top1-acc=86.99%, top5-acc=98.87%, remaining_time=0:02:02.331084, arrival_time=2021-04-15 00:32:16.530680, cost_time=0:00:06.576943 2021-04-15 00:30:20,603 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4442, top1-acc=86.43%, top5-acc=98.81%, remaining_time=0:01:54.229104, arrival_time=2021-04-15 00:32:14.832450, cost_time=0:00:12.980582 2021-04-15 00:30:27,013 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.4330, top1-acc=86.72%, top5-acc=98.95%, remaining_time=0:01:47.294598, arrival_time=2021-04-15 00:32:14.307753, cost_time=0:00:19.390603 2021-04-15 00:30:33,414 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4238, top1-acc=87.00%, top5-acc=98.96%, remaining_time=0:01:40.587396, arrival_time=2021-04-15 00:32:14.001697, cost_time=0:00:25.791655 2021-04-15 00:30:39,817 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4177, top1-acc=87.16%, top5-acc=98.96%, remaining_time=0:01:34.009108, arrival_time=2021-04-15 00:32:13.826556, cost_time=0:00:32.194882 2021-04-15 00:30:46,228 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.4133, top1-acc=87.30%, top5-acc=99.00%, remaining_time=0:01:27.507432, arrival_time=2021-04-15 00:32:13.736223, cost_time=0:00:38.606232 2021-04-15 00:30:52,640 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.4107, top1-acc=87.39%, top5-acc=99.01%, remaining_time=0:01:21.032994, arrival_time=2021-04-15 00:32:13.673895, cost_time=0:00:45.018350 2021-04-15 00:30:59,046 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.28ms, fps=400 images/s, loss=0.4097, top1-acc=87.44%, top5-acc=98.98%, remaining_time=0:01:14.563756, arrival_time=2021-04-15 00:32:13.609670, cost_time=0:00:51.423274 2021-04-15 00:31:05,458 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.4128, top1-acc=87.33%, top5-acc=98.98%, remaining_time=0:01:08.117402, arrival_time=2021-04-15 00:32:13.575586, cost_time=0:00:57.835528 2021-04-15 00:31:11,861 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.4122, top1-acc=87.43%, top5-acc=98.98%, remaining_time=0:01:01.669536, arrival_time=2021-04-15 00:32:13.531246, cost_time=0:01:04.239067 2021-04-15 00:31:18,270 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.4126, top1-acc=87.36%, top5-acc=99.00%, remaining_time=0:00:55.233844, arrival_time=2021-04-15 00:32:13.504471, cost_time=0:01:10.647969 2021-04-15 00:31:24,680 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.4132, top1-acc=87.33%, top5-acc=98.99%, remaining_time=0:00:48.802944, arrival_time=2021-04-15 00:32:13.482940, cost_time=0:01:17.057285 2021-04-15 00:31:31,096 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.4141, top1-acc=87.30%, top5-acc=99.00%, remaining_time=0:00:42.378732, arrival_time=2021-04-15 00:32:13.474681, cost_time=0:01:23.473307 2021-04-15 00:31:37,502 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.4157, top1-acc=87.28%, top5-acc=98.97%, remaining_time=0:00:35.951944, arrival_time=2021-04-15 00:32:13.454476, cost_time=0:01:29.879865 2021-04-15 00:31:43,913 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.4183, top1-acc=87.21%, top5-acc=98.94%, remaining_time=0:00:29.529286, arrival_time=2021-04-15 00:32:13.443047, cost_time=0:01:36.291104 2021-04-15 00:31:50,322 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.06ms, fps=399 images/s, loss=0.4203, top1-acc=87.15%, top5-acc=98.92%, remaining_time=0:00:23.107500, arrival_time=2021-04-15 00:32:13.430113, cost_time=0:01:42.699955 2021-04-15 00:31:56,723 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.4230, top1-acc=87.04%, top5-acc=98.91%, remaining_time=0:00:16.685968, arrival_time=2021-04-15 00:32:13.409166, cost_time=0:01:49.100632 2021-04-15 00:32:03,131 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.4260, top1-acc=86.90%, top5-acc=98.91%, remaining_time=0:00:10.267472, arrival_time=2021-04-15 00:32:13.399007, cost_time=0:01:55.508979 2021-04-15 00:32:09,535 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.4312, top1-acc=86.77%, top5-acc=98.87%, remaining_time=0:00:03.849882, arrival_time=2021-04-15 00:32:13.385437, cost_time=0:02:01.912996 2021-04-15 00:32:12,934 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.4317, top1-acc=86.73%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:12.934720, cost_time=0:02:05.312011 2021-04-15 00:32:15,255 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.55ms, fps=1104 images/s, loss=1.9323, top1-acc=54.96%, top5-acc=82.93%, remaining_time=0:00:06.954630, arrival_time=2021-04-15 00:32:22.209676, cost_time=0:00:02.318208 2021-04-15 00:32:17,456 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.52ms, fps=1163 images/s, loss=1.8984, top1-acc=56.00%, top5-acc=83.71%, remaining_time=0:00:04.520020, arrival_time=2021-04-15 00:32:21.976864, cost_time=0:00:04.520011 2021-04-15 00:32:19,663 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.43ms, fps=1161 images/s, loss=1.9012, top1-acc=56.03%, top5-acc=83.75%, remaining_time=0:00:02.242100, arrival_time=2021-04-15 00:32:21.905227, cost_time=0:00:06.726291 2021-04-15 00:32:21,663 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=1.47ms, fps=1160 images/s, loss=1.8614, top1-acc=56.49%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:21.663927, cost_time=0:00:08.727110 2021-04-15 00:32:23,681 INFO : Epoch=0058 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:21:39.624984, arrival_time=2021-04-15 05:54:03.306751, cost_time=2:11:22.945445 2021-04-15 00:32:23,684 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 00:32:30,244 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.58ms, fps=390 images/s, loss=0.3906, top1-acc=87.85%, top5-acc=99.06%, remaining_time=0:02:02.015814, arrival_time=2021-04-15 00:34:32.259952, cost_time=0:00:06.559994 2021-04-15 00:32:36,640 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.4074, top1-acc=87.52%, top5-acc=98.98%, remaining_time=0:01:54.013680, arrival_time=2021-04-15 00:34:30.653941, cost_time=0:00:12.956109 2021-04-15 00:32:43,046 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3984, top1-acc=87.79%, top5-acc=99.15%, remaining_time=0:01:47.137562, arrival_time=2021-04-15 00:34:30.183911, cost_time=0:00:19.362199 2021-04-15 00:32:49,454 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3918, top1-acc=87.89%, top5-acc=99.20%, remaining_time=0:01:40.502532, arrival_time=2021-04-15 00:34:29.956550, cost_time=0:00:25.769887 2021-04-15 00:32:55,861 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3860, top1-acc=88.02%, top5-acc=99.18%, remaining_time=0:01:33.958154, arrival_time=2021-04-15 00:34:29.819861, cost_time=0:00:32.177474 2021-04-15 00:33:02,272 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.13ms, fps=399 images/s, loss=0.3876, top1-acc=87.94%, top5-acc=99.21%, remaining_time=0:01:27.467584, arrival_time=2021-04-15 00:34:29.740345, cost_time=0:00:38.588620 2021-04-15 00:33:08,682 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.3880, top1-acc=88.02%, top5-acc=99.22%, remaining_time=0:01:20.997462, arrival_time=2021-04-15 00:34:29.680201, cost_time=0:00:44.998582 2021-04-15 00:33:15,078 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.3918, top1-acc=87.89%, top5-acc=99.20%, remaining_time=0:01:14.522344, arrival_time=2021-04-15 00:34:29.601173, cost_time=0:00:51.394686 2021-04-15 00:33:21,482 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.3922, top1-acc=87.93%, top5-acc=99.19%, remaining_time=0:01:08.073094, arrival_time=2021-04-15 00:34:29.555173, cost_time=0:00:57.797938 2021-04-15 00:33:27,887 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3928, top1-acc=87.90%, top5-acc=99.16%, remaining_time=0:01:01.635360, arrival_time=2021-04-15 00:34:29.522956, cost_time=0:01:04.203457 2021-04-15 00:33:34,290 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3949, top1-acc=87.77%, top5-acc=99.17%, remaining_time=0:00:55.200992, arrival_time=2021-04-15 00:34:29.491186, cost_time=0:01:10.605960 2021-04-15 00:33:40,693 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3985, top1-acc=87.63%, top5-acc=99.13%, remaining_time=0:00:48.772468, arrival_time=2021-04-15 00:34:29.465827, cost_time=0:01:17.009203 2021-04-15 00:33:47,098 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.4015, top1-acc=87.55%, top5-acc=99.10%, remaining_time=0:00:42.348702, arrival_time=2021-04-15 00:34:29.446921, cost_time=0:01:23.414083 2021-04-15 00:33:53,501 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.4034, top1-acc=87.44%, top5-acc=99.11%, remaining_time=0:00:35.926856, arrival_time=2021-04-15 00:34:29.428141, cost_time=0:01:29.817140 2021-04-15 00:33:59,905 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.4055, top1-acc=87.41%, top5-acc=99.09%, remaining_time=0:00:29.507850, arrival_time=2021-04-15 00:34:29.413352, cost_time=0:01:36.221311 2021-04-15 00:34:06,321 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.4075, top1-acc=87.34%, top5-acc=99.08%, remaining_time=0:00:23.093460, arrival_time=2021-04-15 00:34:29.415328, cost_time=0:01:42.637622 2021-04-15 00:34:12,738 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.4123, top1-acc=87.18%, top5-acc=99.06%, remaining_time=0:00:16.678896, arrival_time=2021-04-15 00:34:29.417391, cost_time=0:01:49.054271 2021-04-15 00:34:19,147 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.96ms, fps=400 images/s, loss=0.4146, top1-acc=87.07%, top5-acc=99.05%, remaining_time=0:00:10.263360, arrival_time=2021-04-15 00:34:29.410416, cost_time=0:01:55.462827 2021-04-15 00:34:25,556 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.4182, top1-acc=86.97%, top5-acc=99.04%, remaining_time=0:00:03.848598, arrival_time=2021-04-15 00:34:29.405081, cost_time=0:02:01.872251 2021-04-15 00:34:28,951 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.4202, top1-acc=86.95%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:28.951412, cost_time=0:02:05.267268 2021-04-15 00:34:31,276 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.83ms, fps=1102 images/s, loss=1.6973, top1-acc=60.74%, top5-acc=85.20%, remaining_time=0:00:06.969270, arrival_time=2021-04-15 00:34:38.245708, cost_time=0:00:02.323090 2021-04-15 00:34:33,482 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.38ms, fps=1161 images/s, loss=1.7868, top1-acc=59.00%, top5-acc=84.45%, remaining_time=0:00:04.528660, arrival_time=2021-04-15 00:34:38.010750, cost_time=0:00:04.528656 2021-04-15 00:34:35,685 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.31ms, fps=1162 images/s, loss=1.7896, top1-acc=59.04%, top5-acc=84.32%, remaining_time=0:00:02.243970, arrival_time=2021-04-15 00:34:37.929228, cost_time=0:00:06.731913 2021-04-15 00:34:37,685 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=1.25ms, fps=1160 images/s, loss=1.8036, top1-acc=58.85%, top5-acc=84.30%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:37.685533, cost_time=0:00:08.732196 2021-04-15 00:34:39,089 INFO : Epoch=0059 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:19:22.504749, arrival_time=2021-04-15 05:54:01.594107, cost_time=2:13:38.353075 2021-04-15 00:34:39,090 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 00:34:45,650 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.30ms, fps=390 images/s, loss=0.4096, top1-acc=87.19%, top5-acc=99.10%, remaining_time=0:02:02.013396, arrival_time=2021-04-15 00:36:47.664002, cost_time=0:00:06.559863 2021-04-15 00:34:52,048 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.4124, top1-acc=87.73%, top5-acc=98.93%, remaining_time=0:01:54.026352, arrival_time=2021-04-15 00:36:46.074629, cost_time=0:00:12.957536 2021-04-15 00:34:58,464 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=0.4132, top1-acc=87.57%, top5-acc=99.01%, remaining_time=0:01:47.201638, arrival_time=2021-04-15 00:36:45.666191, cost_time=0:00:19.373789 2021-04-15 00:35:04,870 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.4042, top1-acc=87.93%, top5-acc=99.04%, remaining_time=0:01:40.540284, arrival_time=2021-04-15 00:36:45.410679, cost_time=0:00:25.779566 2021-04-15 00:35:11,274 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3948, top1-acc=88.05%, top5-acc=99.13%, remaining_time=0:01:33.976112, arrival_time=2021-04-15 00:36:45.250428, cost_time=0:00:32.183575 2021-04-15 00:35:17,672 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3930, top1-acc=88.06%, top5-acc=99.10%, remaining_time=0:01:27.451536, arrival_time=2021-04-15 00:36:45.123861, cost_time=0:00:38.581587 2021-04-15 00:35:24,074 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3912, top1-acc=88.04%, top5-acc=99.06%, remaining_time=0:01:20.970498, arrival_time=2021-04-15 00:36:45.044833, cost_time=0:00:44.983581 2021-04-15 00:35:30,485 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=2.24ms, fps=399 images/s, loss=0.3893, top1-acc=88.07%, top5-acc=99.09%, remaining_time=0:01:14.522228, arrival_time=2021-04-15 00:36:45.007751, cost_time=0:00:51.394660 2021-04-15 00:35:36,890 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.3914, top1-acc=88.05%, top5-acc=99.12%, remaining_time=0:01:08.074684, arrival_time=2021-04-15 00:36:44.964760, cost_time=0:00:57.799247 2021-04-15 00:35:43,294 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3928, top1-acc=87.98%, top5-acc=99.10%, remaining_time=0:01:01.635360, arrival_time=2021-04-15 00:36:44.929719, cost_time=0:01:04.203511 2021-04-15 00:35:49,696 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3972, top1-acc=87.81%, top5-acc=99.07%, remaining_time=0:00:55.201078, arrival_time=2021-04-15 00:36:44.897881, cost_time=0:01:10.606021 2021-04-15 00:35:56,109 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.3974, top1-acc=87.79%, top5-acc=99.06%, remaining_time=0:00:48.778396, arrival_time=2021-04-15 00:36:44.887771, cost_time=0:01:17.018541 2021-04-15 00:36:02,511 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3982, top1-acc=87.76%, top5-acc=99.07%, remaining_time=0:00:42.351804, arrival_time=2021-04-15 00:36:44.862804, cost_time=0:01:23.420245 2021-04-15 00:36:08,913 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=3.01ms, fps=400 images/s, loss=0.4002, top1-acc=87.67%, top5-acc=99.05%, remaining_time=0:00:35.928928, arrival_time=2021-04-15 00:36:44.842022, cost_time=0:01:29.822356 2021-04-15 00:36:15,329 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.33ms, fps=399 images/s, loss=0.4034, top1-acc=87.52%, top5-acc=99.04%, remaining_time=0:00:29.513186, arrival_time=2021-04-15 00:36:44.842622, cost_time=0:01:36.238599 2021-04-15 00:36:21,733 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.4058, top1-acc=87.45%, top5-acc=99.03%, remaining_time=0:00:23.094504, arrival_time=2021-04-15 00:36:44.827647, cost_time=0:01:42.642204 2021-04-15 00:36:28,142 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.4104, top1-acc=87.30%, top5-acc=98.99%, remaining_time=0:00:16.678506, arrival_time=2021-04-15 00:36:44.821147, cost_time=0:01:49.051808 2021-04-15 00:36:34,547 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4145, top1-acc=87.14%, top5-acc=98.97%, remaining_time=0:00:10.262768, arrival_time=2021-04-15 00:36:44.809781, cost_time=0:01:55.456172 2021-04-15 00:36:40,951 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.4179, top1-acc=87.05%, top5-acc=98.95%, remaining_time=0:00:03.848232, arrival_time=2021-04-15 00:36:44.799721, cost_time=0:02:01.860668 2021-04-15 00:36:44,346 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.27ms, fps=401 images/s, loss=0.4215, top1-acc=86.98%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:44.346746, cost_time=0:02:05.255997 2021-04-15 00:36:46,670 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.38ms, fps=1103 images/s, loss=1.8057, top1-acc=56.56%, top5-acc=83.44%, remaining_time=0:00:06.964380, arrival_time=2021-04-15 00:36:53.635128, cost_time=0:00:02.321464 2021-04-15 00:36:48,875 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.73ms, fps=1161 images/s, loss=1.7703, top1-acc=56.86%, top5-acc=84.20%, remaining_time=0:00:04.526220, arrival_time=2021-04-15 00:36:53.401814, cost_time=0:00:04.526220 2021-04-15 00:36:51,079 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.7842, top1-acc=56.99%, top5-acc=83.95%, remaining_time=0:00:02.243260, arrival_time=2021-04-15 00:36:53.322314, cost_time=0:00:06.729781 2021-04-15 00:36:53,076 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=1.32ms, fps=1162 images/s, loss=1.7643, top1-acc=57.12%, top5-acc=84.14%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:53.076679, cost_time=0:00:08.727437 2021-04-15 00:36:54,485 INFO : Epoch=0060 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:17:05.414660, arrival_time=2021-04-15 05:53:59.900137, cost_time=2:15:53.749148 2021-04-15 00:36:54,486 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 00:37:01,083 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.59ms, fps=388 images/s, loss=0.4056, top1-acc=87.42%, top5-acc=99.10%, remaining_time=0:02:02.689320, arrival_time=2021-04-15 00:39:03.772676, cost_time=0:00:06.596205 2021-04-15 00:37:07,487 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.4075, top1-acc=87.68%, top5-acc=99.02%, remaining_time=0:01:54.404752, arrival_time=2021-04-15 00:39:01.892576, cost_time=0:00:13.000546 2021-04-15 00:37:13,890 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3989, top1-acc=87.79%, top5-acc=99.09%, remaining_time=0:01:47.367804, arrival_time=2021-04-15 00:39:01.258705, cost_time=0:00:19.403822 2021-04-15 00:37:20,293 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.94ms, fps=400 images/s, loss=0.3869, top1-acc=88.13%, top5-acc=99.15%, remaining_time=0:01:40.644024, arrival_time=2021-04-15 00:39:00.937342, cost_time=0:00:25.806157 2021-04-15 00:37:26,689 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3846, top1-acc=88.27%, top5-acc=99.16%, remaining_time=0:01:34.031592, arrival_time=2021-04-15 00:39:00.721286, cost_time=0:00:32.202598 2021-04-15 00:37:33,090 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3821, top1-acc=88.32%, top5-acc=99.13%, remaining_time=0:01:27.501584, arrival_time=2021-04-15 00:39:00.592307, cost_time=0:00:38.603660 2021-04-15 00:37:39,484 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3835, top1-acc=88.33%, top5-acc=99.12%, remaining_time=0:01:20.995446, arrival_time=2021-04-15 00:39:00.479982, cost_time=0:00:44.997463 2021-04-15 00:37:45,892 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3882, top1-acc=88.12%, top5-acc=99.11%, remaining_time=0:01:14.538352, arrival_time=2021-04-15 00:39:00.431235, cost_time=0:00:51.405730 2021-04-15 00:37:52,296 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3905, top1-acc=88.05%, top5-acc=99.09%, remaining_time=0:01:08.086556, arrival_time=2021-04-15 00:39:00.383069, cost_time=0:00:57.809329 2021-04-15 00:37:58,696 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3909, top1-acc=87.96%, top5-acc=99.11%, remaining_time=0:01:01.640448, arrival_time=2021-04-15 00:39:00.336404, cost_time=0:01:04.208796 2021-04-15 00:38:05,095 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.94ms, fps=400 images/s, loss=0.3920, top1-acc=87.94%, top5-acc=99.13%, remaining_time=0:00:55.202626, arrival_time=2021-04-15 00:39:00.297745, cost_time=0:01:10.607962 2021-04-15 00:38:11,494 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.3926, top1-acc=87.96%, top5-acc=99.13%, remaining_time=0:00:48.771252, arrival_time=2021-04-15 00:39:00.265645, cost_time=0:01:17.007263 2021-04-15 00:38:17,889 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3922, top1-acc=87.95%, top5-acc=99.10%, remaining_time=0:00:42.342828, arrival_time=2021-04-15 00:39:00.232475, cost_time=0:01:23.402583 2021-04-15 00:38:24,290 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3934, top1-acc=87.89%, top5-acc=99.08%, remaining_time=0:00:35.921536, arrival_time=2021-04-15 00:39:00.212420, cost_time=0:01:29.803821 2021-04-15 00:38:30,696 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.3965, top1-acc=87.79%, top5-acc=99.07%, remaining_time=0:00:29.504262, arrival_time=2021-04-15 00:39:00.201018, cost_time=0:01:36.209582 2021-04-15 00:38:37,110 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.3995, top1-acc=87.62%, top5-acc=99.06%, remaining_time=0:00:23.090148, arrival_time=2021-04-15 00:39:00.200344, cost_time=0:01:42.622939 2021-04-15 00:38:43,509 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=2.20ms, fps=400 images/s, loss=0.4037, top1-acc=87.47%, top5-acc=99.03%, remaining_time=0:00:16.673930, arrival_time=2021-04-15 00:39:00.182983, cost_time=0:01:49.021874 2021-04-15 00:38:49,919 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.30ms, fps=399 images/s, loss=0.4071, top1-acc=87.35%, top5-acc=99.00%, remaining_time=0:00:10.260608, arrival_time=2021-04-15 00:39:00.179576, cost_time=0:01:55.431894 2021-04-15 00:38:56,315 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.4103, top1-acc=87.23%, top5-acc=98.98%, remaining_time=0:00:03.847206, arrival_time=2021-04-15 00:39:00.162563, cost_time=0:02:01.828199 2021-04-15 00:38:59,707 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.4126, top1-acc=87.14%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:59.707323, cost_time=0:02:05.220239 2021-04-15 00:39:02,026 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.43ms, fps=1105 images/s, loss=1.7359, top1-acc=57.73%, top5-acc=85.04%, remaining_time=0:00:06.951330, arrival_time=2021-04-15 00:39:08.977652, cost_time=0:00:02.317110 2021-04-15 00:39:04,228 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.38ms, fps=1163 images/s, loss=1.7348, top1-acc=58.32%, top5-acc=84.49%, remaining_time=0:00:04.519160, arrival_time=2021-04-15 00:39:08.747566, cost_time=0:00:04.519155 2021-04-15 00:39:06,428 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.50ms, fps=1164 images/s, loss=1.7278, top1-acc=58.70%, top5-acc=84.90%, remaining_time=0:00:02.239900, arrival_time=2021-04-15 00:39:08.668794, cost_time=0:00:06.719689 2021-04-15 00:39:08,426 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=1.21ms, fps=1161 images/s, loss=1.7077, top1-acc=59.26%, top5-acc=85.04%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:08.426798, cost_time=0:00:08.717607 2021-04-15 00:39:09,803 INFO : Epoch=0061 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:14:48.201260, arrival_time=2021-04-15 05:53:58.004331, cost_time=2:18:09.066752 2021-04-15 00:39:09,804 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 00:39:16,395 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.65ms, fps=388 images/s, loss=0.4192, top1-acc=86.76%, top5-acc=99.18%, remaining_time=0:02:02.597064, arrival_time=2021-04-15 00:41:18.992921, cost_time=0:00:06.591238 2021-04-15 00:39:22,796 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.4032, top1-acc=87.48%, top5-acc=99.14%, remaining_time=0:01:54.327488, arrival_time=2021-04-15 00:41:17.123904, cost_time=0:00:12.991768 2021-04-15 00:39:29,200 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.3894, top1-acc=87.93%, top5-acc=99.17%, remaining_time=0:01:47.323150, arrival_time=2021-04-15 00:41:16.523433, cost_time=0:00:19.395762 2021-04-15 00:39:35,595 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3768, top1-acc=88.20%, top5-acc=99.27%, remaining_time=0:01:40.582716, arrival_time=2021-04-15 00:41:16.177837, cost_time=0:00:25.790445 2021-04-15 00:39:41,990 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3709, top1-acc=88.44%, top5-acc=99.31%, remaining_time=0:01:33.981952, arrival_time=2021-04-15 00:41:15.972089, cost_time=0:00:32.185606 2021-04-15 00:39:48,392 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3676, top1-acc=88.58%, top5-acc=99.28%, remaining_time=0:01:27.465952, arrival_time=2021-04-15 00:41:15.858427, cost_time=0:00:38.587933 2021-04-15 00:39:54,788 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.03ms, fps=400 images/s, loss=0.3684, top1-acc=88.66%, top5-acc=99.25%, remaining_time=0:01:20.971758, arrival_time=2021-04-15 00:41:15.760656, cost_time=0:00:44.984327 2021-04-15 00:40:01,187 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3693, top1-acc=88.63%, top5-acc=99.24%, remaining_time=0:01:14.505060, arrival_time=2021-04-15 00:41:15.692468, cost_time=0:00:51.382787 2021-04-15 00:40:07,586 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3710, top1-acc=88.61%, top5-acc=99.24%, remaining_time=0:01:08.054332, arrival_time=2021-04-15 00:41:15.640874, cost_time=0:00:57.781954 2021-04-15 00:40:13,994 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.3707, top1-acc=88.57%, top5-acc=99.27%, remaining_time=0:01:01.621824, arrival_time=2021-04-15 00:41:15.615949, cost_time=0:01:04.189361 2021-04-15 00:40:20,401 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.3731, top1-acc=88.48%, top5-acc=99.25%, remaining_time=0:00:55.193940, arrival_time=2021-04-15 00:41:15.595477, cost_time=0:01:10.596873 2021-04-15 00:40:26,808 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3734, top1-acc=88.44%, top5-acc=99.25%, remaining_time=0:00:48.769048, arrival_time=2021-04-15 00:41:15.577435, cost_time=0:01:17.003727 2021-04-15 00:40:33,205 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.3766, top1-acc=88.37%, top5-acc=99.21%, remaining_time=0:00:42.341970, arrival_time=2021-04-15 00:41:15.547308, cost_time=0:01:23.400815 2021-04-15 00:40:39,609 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.3800, top1-acc=88.29%, top5-acc=99.21%, remaining_time=0:00:35.921760, arrival_time=2021-04-15 00:41:15.530808, cost_time=0:01:29.804433 2021-04-15 00:40:46,006 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3821, top1-acc=88.23%, top5-acc=99.18%, remaining_time=0:00:29.502054, arrival_time=2021-04-15 00:41:15.508952, cost_time=0:01:36.202348 2021-04-15 00:40:52,407 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3832, top1-acc=88.18%, top5-acc=99.19%, remaining_time=0:00:23.085684, arrival_time=2021-04-15 00:41:15.493318, cost_time=0:01:42.603110 2021-04-15 00:40:58,810 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.3846, top1-acc=88.13%, top5-acc=99.18%, remaining_time=0:00:16.671486, arrival_time=2021-04-15 00:41:15.481802, cost_time=0:01:49.005793 2021-04-15 00:41:05,211 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3883, top1-acc=87.99%, top5-acc=99.14%, remaining_time=0:00:10.258368, arrival_time=2021-04-15 00:41:15.469662, cost_time=0:01:55.406684 2021-04-15 00:41:11,610 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.3912, top1-acc=87.92%, top5-acc=99.12%, remaining_time=0:00:03.846492, arrival_time=2021-04-15 00:41:15.456659, cost_time=0:02:01.805640 2021-04-15 00:41:15,002 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.3943, top1-acc=87.83%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:15.002766, cost_time=0:02:05.198229 2021-04-15 00:41:17,374 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.47ms, fps=1080 images/s, loss=1.9407, top1-acc=56.52%, top5-acc=84.57%, remaining_time=0:00:07.109940, arrival_time=2021-04-15 00:41:24.484553, cost_time=0:00:02.369980 2021-04-15 00:41:19,576 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.9465, top1-acc=57.52%, top5-acc=83.73%, remaining_time=0:00:04.572200, arrival_time=2021-04-15 00:41:24.149015, cost_time=0:00:04.572192 2021-04-15 00:41:21,777 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.36ms, fps=1163 images/s, loss=1.9352, top1-acc=57.06%, top5-acc=83.55%, remaining_time=0:00:02.257700, arrival_time=2021-04-15 00:41:24.035422, cost_time=0:00:06.773098 2021-04-15 00:41:23,775 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=1.21ms, fps=1162 images/s, loss=1.9396, top1-acc=57.48%, top5-acc=83.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:23.775491, cost_time=0:00:08.770895 2021-04-15 00:41:25,149 INFO : Epoch=0062 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:12:31.113078, arrival_time=2021-04-15 05:53:56.262522, cost_time=2:20:24.413132 2021-04-15 00:41:25,150 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 00:41:31,696 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.97ms, fps=391 images/s, loss=0.3665, top1-acc=89.22%, top5-acc=99.22%, remaining_time=0:02:01.739604, arrival_time=2021-04-15 00:43:33.435974, cost_time=0:00:06.545141 2021-04-15 00:41:38,094 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3550, top1-acc=89.36%, top5-acc=99.32%, remaining_time=0:01:53.900864, arrival_time=2021-04-15 00:43:31.995251, cost_time=0:00:12.943275 2021-04-15 00:41:44,492 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3652, top1-acc=88.96%, top5-acc=99.21%, remaining_time=0:01:47.020698, arrival_time=2021-04-15 00:43:31.512907, cost_time=0:00:19.341101 2021-04-15 00:41:50,898 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.82ms, fps=400 images/s, loss=0.3627, top1-acc=88.91%, top5-acc=99.28%, remaining_time=0:01:40.415952, arrival_time=2021-04-15 00:43:31.314640, cost_time=0:00:25.747675 2021-04-15 00:41:57,303 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3568, top1-acc=89.02%, top5-acc=99.31%, remaining_time=0:01:33.884716, arrival_time=2021-04-15 00:43:31.188124, cost_time=0:00:32.152315 2021-04-15 00:42:03,699 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3572, top1-acc=88.96%, top5-acc=99.31%, remaining_time=0:01:27.376736, arrival_time=2021-04-15 00:43:31.076307, cost_time=0:00:38.548558 2021-04-15 00:42:10,095 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3563, top1-acc=88.99%, top5-acc=99.29%, remaining_time=0:01:20.899182, arrival_time=2021-04-15 00:43:30.994207, cost_time=0:00:44.943989 2021-04-15 00:42:16,503 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.91ms, fps=400 images/s, loss=0.3533, top1-acc=89.13%, top5-acc=99.32%, remaining_time=0:01:14.460516, arrival_time=2021-04-15 00:43:30.963683, cost_time=0:00:51.352065 2021-04-15 00:42:22,906 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.73ms, fps=400 images/s, loss=0.3564, top1-acc=89.05%, top5-acc=99.28%, remaining_time=0:01:08.023168, arrival_time=2021-04-15 00:43:30.929725, cost_time=0:00:57.755537 2021-04-15 00:42:29,306 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3596, top1-acc=88.94%, top5-acc=99.23%, remaining_time=0:01:01.589088, arrival_time=2021-04-15 00:43:30.895371, cost_time=0:01:04.155254 2021-04-15 00:42:35,703 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3636, top1-acc=88.77%, top5-acc=99.24%, remaining_time=0:00:55.159110, arrival_time=2021-04-15 00:43:30.862503, cost_time=0:01:10.552378 2021-04-15 00:42:42,108 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.3679, top1-acc=88.57%, top5-acc=99.25%, remaining_time=0:00:48.739560, arrival_time=2021-04-15 00:43:30.847822, cost_time=0:01:16.957251 2021-04-15 00:42:48,509 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3725, top1-acc=88.41%, top5-acc=99.23%, remaining_time=0:00:42.320388, arrival_time=2021-04-15 00:43:30.829688, cost_time=0:01:23.358290 2021-04-15 00:42:54,913 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3762, top1-acc=88.30%, top5-acc=99.21%, remaining_time=0:00:35.904792, arrival_time=2021-04-15 00:43:30.817862, cost_time=0:01:29.761974 2021-04-15 00:43:01,317 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3784, top1-acc=88.17%, top5-acc=99.19%, remaining_time=0:00:29.491014, arrival_time=2021-04-15 00:43:30.808388, cost_time=0:01:36.166350 2021-04-15 00:43:07,714 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3809, top1-acc=88.11%, top5-acc=99.17%, remaining_time=0:00:23.076684, arrival_time=2021-04-15 00:43:30.790767, cost_time=0:01:42.563070 2021-04-15 00:43:14,109 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3847, top1-acc=88.00%, top5-acc=99.16%, remaining_time=0:00:16.664232, arrival_time=2021-04-15 00:43:30.773766, cost_time=0:01:48.958517 2021-04-15 00:43:20,506 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3876, top1-acc=87.90%, top5-acc=99.13%, remaining_time=0:00:10.253808, arrival_time=2021-04-15 00:43:30.760222, cost_time=0:01:55.355411 2021-04-15 00:43:26,909 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3920, top1-acc=87.75%, top5-acc=99.11%, remaining_time=0:00:03.844986, arrival_time=2021-04-15 00:43:30.753974, cost_time=0:02:01.757900 2021-04-15 00:43:30,304 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.3929, top1-acc=87.68%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:30.304205, cost_time=0:02:05.153199 2021-04-15 00:43:32,645 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.21ms, fps=1094 images/s, loss=1.8411, top1-acc=58.40%, top5-acc=84.30%, remaining_time=0:00:07.017090, arrival_time=2021-04-15 00:43:39.662395, cost_time=0:00:02.339033 2021-04-15 00:43:34,852 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.50ms, fps=1160 images/s, loss=1.8411, top1-acc=58.46%, top5-acc=84.20%, remaining_time=0:00:04.546120, arrival_time=2021-04-15 00:43:39.398316, cost_time=0:00:04.546124 2021-04-15 00:43:37,055 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.8096, top1-acc=59.06%, top5-acc=84.45%, remaining_time=0:00:02.249680, arrival_time=2021-04-15 00:43:39.304888, cost_time=0:00:06.749040 2021-04-15 00:43:39,056 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=1.22ms, fps=1160 images/s, loss=1.8441, top1-acc=58.50%, top5-acc=84.46%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:39.056318, cost_time=0:00:08.750283 2021-04-15 00:43:40,434 INFO : Epoch=0063 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:10:13.946003, arrival_time=2021-04-15 05:53:54.380109, cost_time=2:22:39.697821 2021-04-15 00:43:40,435 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 00:43:47,029 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.71ms, fps=388 images/s, loss=0.3906, top1-acc=87.85%, top5-acc=99.02%, remaining_time=0:02:02.648772, arrival_time=2021-04-15 00:45:49.678357, cost_time=0:00:06.594015 2021-04-15 00:43:53,426 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3680, top1-acc=88.85%, top5-acc=99.20%, remaining_time=0:01:54.314640, arrival_time=2021-04-15 00:45:47.740553, cost_time=0:00:12.990294 2021-04-15 00:43:59,822 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3624, top1-acc=89.04%, top5-acc=99.26%, remaining_time=0:01:47.275176, arrival_time=2021-04-15 00:45:47.097749, cost_time=0:00:19.387084 2021-04-15 00:44:06,221 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3554, top1-acc=89.36%, top5-acc=99.28%, remaining_time=0:01:40.563372, arrival_time=2021-04-15 00:45:46.784479, cost_time=0:00:25.785494 2021-04-15 00:44:12,631 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.3556, top1-acc=89.35%, top5-acc=99.26%, remaining_time=0:01:34.011444, arrival_time=2021-04-15 00:45:46.642608, cost_time=0:00:32.195680 2021-04-15 00:44:19,030 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.3527, top1-acc=89.41%, top5-acc=99.23%, remaining_time=0:01:27.482816, arrival_time=2021-04-15 00:45:46.513646, cost_time=0:00:38.595334 2021-04-15 00:44:25,432 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3530, top1-acc=89.31%, top5-acc=99.27%, remaining_time=0:01:20.993808, arrival_time=2021-04-15 00:45:46.425864, cost_time=0:00:44.996571 2021-04-15 00:44:31,829 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3526, top1-acc=89.29%, top5-acc=99.30%, remaining_time=0:01:14.521764, arrival_time=2021-04-15 00:45:46.351665, cost_time=0:00:51.394345 2021-04-15 00:44:38,221 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.3501, top1-acc=89.37%, top5-acc=99.31%, remaining_time=0:01:08.058784, arrival_time=2021-04-15 00:45:46.280059, cost_time=0:00:57.785788 2021-04-15 00:44:44,616 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3498, top1-acc=89.37%, top5-acc=99.32%, remaining_time=0:01:01.614048, arrival_time=2021-04-15 00:45:46.230813, cost_time=0:01:04.181280 2021-04-15 00:44:51,020 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.3499, top1-acc=89.37%, top5-acc=99.33%, remaining_time=0:00:55.184566, arrival_time=2021-04-15 00:45:46.204955, cost_time=0:01:10.584877 2021-04-15 00:44:57,428 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3518, top1-acc=89.32%, top5-acc=99.34%, remaining_time=0:00:48.761676, arrival_time=2021-04-15 00:45:46.189561, cost_time=0:01:16.992171 2021-04-15 00:45:03,832 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=3.16ms, fps=400 images/s, loss=0.3547, top1-acc=89.18%, top5-acc=99.29%, remaining_time=0:00:42.339858, arrival_time=2021-04-15 00:45:46.172147, cost_time=0:01:23.396698 2021-04-15 00:45:10,232 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3574, top1-acc=89.03%, top5-acc=99.29%, remaining_time=0:00:35.918904, arrival_time=2021-04-15 00:45:46.151660, cost_time=0:01:29.797269 2021-04-15 00:45:16,631 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3627, top1-acc=88.86%, top5-acc=99.27%, remaining_time=0:00:29.500122, arrival_time=2021-04-15 00:45:46.131796, cost_time=0:01:36.196114 2021-04-15 00:45:23,033 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3675, top1-acc=88.70%, top5-acc=99.25%, remaining_time=0:00:23.084496, arrival_time=2021-04-15 00:45:46.117821, cost_time=0:01:42.597825 2021-04-15 00:45:29,436 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3713, top1-acc=88.56%, top5-acc=99.22%, remaining_time=0:00:16.670784, arrival_time=2021-04-15 00:45:46.107630, cost_time=0:01:49.001360 2021-04-15 00:45:35,838 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3742, top1-acc=88.49%, top5-acc=99.21%, remaining_time=0:00:10.258064, arrival_time=2021-04-15 00:45:46.096736, cost_time=0:01:55.403189 2021-04-15 00:45:42,241 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.3780, top1-acc=88.36%, top5-acc=99.19%, remaining_time=0:00:03.846504, arrival_time=2021-04-15 00:45:46.088032, cost_time=0:02:01.805956 2021-04-15 00:45:45,639 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.3794, top1-acc=88.31%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:45.639026, cost_time=0:02:05.203530 2021-04-15 00:45:47,981 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.34ms, fps=1094 images/s, loss=1.7330, top1-acc=58.63%, top5-acc=84.45%, remaining_time=0:00:07.022970, arrival_time=2021-04-15 00:45:55.004874, cost_time=0:00:02.340989 2021-04-15 00:45:50,182 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.39ms, fps=1164 images/s, loss=1.7282, top1-acc=58.67%, top5-acc=84.75%, remaining_time=0:00:04.541460, arrival_time=2021-04-15 00:45:54.723834, cost_time=0:00:04.541468 2021-04-15 00:45:52,383 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.34ms, fps=1163 images/s, loss=1.7340, top1-acc=58.42%, top5-acc=84.37%, remaining_time=0:00:02.247630, arrival_time=2021-04-15 00:45:54.631426, cost_time=0:00:06.742882 2021-04-15 00:45:54,383 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=1.18ms, fps=1160 images/s, loss=1.7310, top1-acc=58.51%, top5-acc=84.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:54.383358, cost_time=0:00:08.742479 2021-04-15 00:45:55,744 INFO : Epoch=0064 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:07:56.892952, arrival_time=2021-04-15 05:53:52.637700, cost_time=2:24:55.008428 2021-04-15 00:45:55,746 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 00:46:02,372 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.35ms, fps=386 images/s, loss=0.3778, top1-acc=86.95%, top5-acc=99.37%, remaining_time=0:02:03.241926, arrival_time=2021-04-15 00:48:05.614105, cost_time=0:00:06.625911 2021-04-15 00:46:08,774 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.3794, top1-acc=87.79%, top5-acc=99.20%, remaining_time=0:01:54.646224, arrival_time=2021-04-15 00:48:03.420547, cost_time=0:00:13.027978 2021-04-15 00:46:15,178 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3834, top1-acc=87.89%, top5-acc=99.15%, remaining_time=0:01:47.524342, arrival_time=2021-04-15 00:48:02.702739, cost_time=0:00:19.432116 2021-04-15 00:46:21,571 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3817, top1-acc=88.10%, top5-acc=99.20%, remaining_time=0:01:40.717032, arrival_time=2021-04-15 00:48:02.288184, cost_time=0:00:25.824898 2021-04-15 00:46:27,972 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3783, top1-acc=88.40%, top5-acc=99.14%, remaining_time=0:01:34.100650, arrival_time=2021-04-15 00:48:02.073347, cost_time=0:00:32.226229 2021-04-15 00:46:34,382 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=2.03ms, fps=399 images/s, loss=0.3742, top1-acc=88.65%, top5-acc=99.12%, remaining_time=0:01:27.574616, arrival_time=2021-04-15 00:48:01.956844, cost_time=0:00:38.635872 2021-04-15 00:46:40,786 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3701, top1-acc=88.73%, top5-acc=99.14%, remaining_time=0:01:21.071802, arrival_time=2021-04-15 00:48:01.857957, cost_time=0:00:45.039883 2021-04-15 00:46:47,189 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.3736, top1-acc=88.57%, top5-acc=99.10%, remaining_time=0:01:14.591712, arrival_time=2021-04-15 00:48:01.780625, cost_time=0:00:51.442562 2021-04-15 00:46:53,595 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3735, top1-acc=88.68%, top5-acc=99.11%, remaining_time=0:01:08.133408, arrival_time=2021-04-15 00:48:01.728778, cost_time=0:00:57.849095 2021-04-15 00:46:59,993 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3736, top1-acc=88.65%, top5-acc=99.13%, remaining_time=0:01:01.677600, arrival_time=2021-04-15 00:48:01.671333, cost_time=0:01:04.247466 2021-04-15 00:47:06,401 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3728, top1-acc=88.62%, top5-acc=99.14%, remaining_time=0:00:55.239520, arrival_time=2021-04-15 00:48:01.640958, cost_time=0:01:10.655176 2021-04-15 00:47:12,811 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.74ms, fps=399 images/s, loss=0.3738, top1-acc=88.56%, top5-acc=99.12%, remaining_time=0:00:48.807732, arrival_time=2021-04-15 00:48:01.618883, cost_time=0:01:17.064801 2021-04-15 00:47:19,215 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.3759, top1-acc=88.53%, top5-acc=99.10%, remaining_time=0:00:42.376686, arrival_time=2021-04-15 00:48:01.592295, cost_time=0:01:23.469259 2021-04-15 00:47:25,618 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3778, top1-acc=88.44%, top5-acc=99.12%, remaining_time=0:00:35.948976, arrival_time=2021-04-15 00:48:01.567773, cost_time=0:01:29.872445 2021-04-15 00:47:32,028 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.3796, top1-acc=88.36%, top5-acc=99.10%, remaining_time=0:00:29.526664, arrival_time=2021-04-15 00:48:01.555490, cost_time=0:01:36.282565 2021-04-15 00:47:38,432 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.3807, top1-acc=88.27%, top5-acc=99.10%, remaining_time=0:00:23.104260, arrival_time=2021-04-15 00:48:01.536195, cost_time=0:01:42.685579 2021-04-15 00:47:44,836 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.3833, top1-acc=88.21%, top5-acc=99.08%, remaining_time=0:00:16.684330, arrival_time=2021-04-15 00:48:01.520483, cost_time=0:01:49.089891 2021-04-15 00:47:51,237 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3858, top1-acc=88.07%, top5-acc=99.08%, remaining_time=0:00:10.265904, arrival_time=2021-04-15 00:48:01.503502, cost_time=0:01:55.491339 2021-04-15 00:47:57,645 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=2.09ms, fps=400 images/s, loss=0.3884, top1-acc=87.98%, top5-acc=99.08%, remaining_time=0:00:03.849456, arrival_time=2021-04-15 00:48:01.495328, cost_time=0:02:01.899523 2021-04-15 00:48:01,042 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.3898, top1-acc=87.94%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:01.042401, cost_time=0:02:05.296141 2021-04-15 00:48:03,408 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.56ms, fps=1083 images/s, loss=1.8432, top1-acc=57.97%, top5-acc=84.06%, remaining_time=0:00:07.093530, arrival_time=2021-04-15 00:48:10.502344, cost_time=0:00:02.364508 2021-04-15 00:48:05,612 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.38ms, fps=1162 images/s, loss=1.8564, top1-acc=57.34%, top5-acc=83.71%, remaining_time=0:00:04.567880, arrival_time=2021-04-15 00:48:10.180045, cost_time=0:00:04.567877 2021-04-15 00:48:07,813 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=1.8580, top1-acc=57.21%, top5-acc=83.88%, remaining_time=0:00:02.256340, arrival_time=2021-04-15 00:48:10.069637, cost_time=0:00:06.769007 2021-04-15 00:48:09,813 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=1.32ms, fps=1160 images/s, loss=1.8653, top1-acc=57.81%, top5-acc=84.05%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:09.813486, cost_time=0:00:08.769224 2021-04-15 00:48:11,401 INFO : Epoch=0065 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:05:40.612785, arrival_time=2021-04-15 05:53:52.014536, cost_time=2:27:10.665420 2021-04-15 00:48:11,403 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 00:48:18,010 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.60ms, fps=387 images/s, loss=0.3453, top1-acc=88.83%, top5-acc=99.37%, remaining_time=0:02:02.881458, arrival_time=2021-04-15 00:50:20.891362, cost_time=0:00:06.606534 2021-04-15 00:48:24,430 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=3.63ms, fps=399 images/s, loss=0.3617, top1-acc=88.75%, top5-acc=99.22%, remaining_time=0:01:54.639888, arrival_time=2021-04-15 00:50:19.070508, cost_time=0:00:13.027266 2021-04-15 00:48:30,853 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.3523, top1-acc=89.04%, top5-acc=99.34%, remaining_time=0:01:47.622448, arrival_time=2021-04-15 00:50:18.475618, cost_time=0:00:19.449854 2021-04-15 00:48:37,258 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3450, top1-acc=89.31%, top5-acc=99.33%, remaining_time=0:01:40.834344, arrival_time=2021-04-15 00:50:18.092627, cost_time=0:00:25.854966 2021-04-15 00:48:43,658 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3364, top1-acc=89.70%, top5-acc=99.36%, remaining_time=0:01:34.185476, arrival_time=2021-04-15 00:50:17.843989, cost_time=0:00:32.255284 2021-04-15 00:48:50,063 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.96ms, fps=400 images/s, loss=0.3308, top1-acc=89.83%, top5-acc=99.39%, remaining_time=0:01:27.629424, arrival_time=2021-04-15 00:50:17.692888, cost_time=0:00:38.660025 2021-04-15 00:48:56,476 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.3350, top1-acc=89.72%, top5-acc=99.36%, remaining_time=0:01:21.131148, arrival_time=2021-04-15 00:50:17.607323, cost_time=0:00:45.072856 2021-04-15 00:49:02,877 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.3374, top1-acc=89.62%, top5-acc=99.33%, remaining_time=0:01:14.637648, arrival_time=2021-04-15 00:50:17.515248, cost_time=0:00:51.474214 2021-04-15 00:49:09,292 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.44ms, fps=399 images/s, loss=0.3424, top1-acc=89.50%, top5-acc=99.31%, remaining_time=0:01:08.179942, arrival_time=2021-04-15 00:50:17.471937, cost_time=0:00:57.888612 2021-04-15 00:49:15,693 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.03ms, fps=400 images/s, loss=0.3504, top1-acc=89.28%, top5-acc=99.22%, remaining_time=0:01:01.718592, arrival_time=2021-04-15 00:50:17.412050, cost_time=0:01:04.290155 2021-04-15 00:49:22,090 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.3543, top1-acc=89.11%, top5-acc=99.18%, remaining_time=0:00:55.264632, arrival_time=2021-04-15 00:50:17.355150, cost_time=0:01:10.687292 2021-04-15 00:49:28,489 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3576, top1-acc=88.98%, top5-acc=99.20%, remaining_time=0:00:48.821412, arrival_time=2021-04-15 00:50:17.311058, cost_time=0:01:17.086423 2021-04-15 00:49:34,887 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3612, top1-acc=88.86%, top5-acc=99.18%, remaining_time=0:00:42.384408, arrival_time=2021-04-15 00:50:17.272283, cost_time=0:01:23.484435 2021-04-15 00:49:41,290 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.3668, top1-acc=88.66%, top5-acc=99.16%, remaining_time=0:00:35.954968, arrival_time=2021-04-15 00:50:17.245720, cost_time=0:01:29.887441 2021-04-15 00:49:47,687 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.3704, top1-acc=88.51%, top5-acc=99.15%, remaining_time=0:00:29.527124, arrival_time=2021-04-15 00:50:17.214592, cost_time=0:01:36.284169 2021-04-15 00:49:54,086 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3747, top1-acc=88.40%, top5-acc=99.11%, remaining_time=0:00:23.103792, arrival_time=2021-04-15 00:50:17.190521, cost_time=0:01:42.683525 2021-04-15 00:50:00,490 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.3804, top1-acc=88.19%, top5-acc=99.07%, remaining_time=0:00:16.683966, arrival_time=2021-04-15 00:50:17.174810, cost_time=0:01:49.087503 2021-04-15 00:50:06,887 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3855, top1-acc=88.04%, top5-acc=99.03%, remaining_time=0:00:10.265264, arrival_time=2021-04-15 00:50:17.152741, cost_time=0:01:55.484199 2021-04-15 00:50:13,292 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3910, top1-acc=87.85%, top5-acc=99.01%, remaining_time=0:00:03.849144, arrival_time=2021-04-15 00:50:17.142008, cost_time=0:02:01.889541 2021-04-15 00:50:16,689 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.3928, top1-acc=87.80%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:16.689051, cost_time=0:02:05.285728 2021-04-15 00:50:19,007 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.42ms, fps=1105 images/s, loss=1.9857, top1-acc=56.91%, top5-acc=83.59%, remaining_time=0:00:06.949920, arrival_time=2021-04-15 00:50:25.957673, cost_time=0:00:02.316636 2021-04-15 00:50:21,209 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=2.00ms, fps=1163 images/s, loss=1.9372, top1-acc=57.36%, top5-acc=83.79%, remaining_time=0:00:04.518080, arrival_time=2021-04-15 00:50:25.727357, cost_time=0:00:04.518083 2021-04-15 00:50:23,412 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.9096, top1-acc=57.50%, top5-acc=83.55%, remaining_time=0:00:02.240400, arrival_time=2021-04-15 00:50:25.652777, cost_time=0:00:06.721196 2021-04-15 00:50:25,417 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.20ms, fps=1157 images/s, loss=1.9020, top1-acc=57.43%, top5-acc=83.64%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:25.417649, cost_time=0:00:08.726559 2021-04-15 00:50:26,811 INFO : Epoch=0066 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:03:23.850018, arrival_time=2021-04-15 05:53:50.661735, cost_time=2:29:26.075391 2021-04-15 00:50:26,813 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 00:50:33,398 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.71ms, fps=389 images/s, loss=0.3768, top1-acc=89.10%, top5-acc=99.26%, remaining_time=0:02:02.467980, arrival_time=2021-04-15 00:52:35.866185, cost_time=0:00:06.584298 2021-04-15 00:50:39,798 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3719, top1-acc=88.93%, top5-acc=99.22%, remaining_time=0:01:54.259200, arrival_time=2021-04-15 00:52:34.057176, cost_time=0:00:12.983994 2021-04-15 00:50:46,192 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3643, top1-acc=88.97%, top5-acc=99.17%, remaining_time=0:01:47.225708, arrival_time=2021-04-15 00:52:33.417809, cost_time=0:00:19.378154 2021-04-15 00:50:52,594 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3635, top1-acc=88.89%, top5-acc=99.26%, remaining_time=0:01:40.542624, arrival_time=2021-04-15 00:52:33.136679, cost_time=0:00:25.780155 2021-04-15 00:50:58,994 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3628, top1-acc=89.02%, top5-acc=99.21%, remaining_time=0:01:33.967790, arrival_time=2021-04-15 00:52:32.962506, cost_time=0:00:32.180745 2021-04-15 00:51:05,392 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3611, top1-acc=89.00%, top5-acc=99.22%, remaining_time=0:01:27.443648, arrival_time=2021-04-15 00:52:32.835750, cost_time=0:00:38.578081 2021-04-15 00:51:11,792 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3604, top1-acc=88.98%, top5-acc=99.25%, remaining_time=0:01:20.961930, arrival_time=2021-04-15 00:52:32.754655, cost_time=0:00:44.978830 2021-04-15 00:51:18,194 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3606, top1-acc=89.01%, top5-acc=99.25%, remaining_time=0:01:14.501812, arrival_time=2021-04-15 00:52:32.696246, cost_time=0:00:51.380531 2021-04-15 00:51:24,593 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3607, top1-acc=89.03%, top5-acc=99.28%, remaining_time=0:01:08.052106, arrival_time=2021-04-15 00:52:32.646060, cost_time=0:00:57.780056 2021-04-15 00:51:30,994 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3609, top1-acc=89.01%, top5-acc=99.28%, remaining_time=0:01:01.613184, arrival_time=2021-04-15 00:52:32.607531, cost_time=0:01:04.180445 2021-04-15 00:51:37,397 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3597, top1-acc=89.05%, top5-acc=99.27%, remaining_time=0:00:55.183276, arrival_time=2021-04-15 00:52:32.580492, cost_time=0:01:10.583218 2021-04-15 00:51:43,796 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3593, top1-acc=89.02%, top5-acc=99.27%, remaining_time=0:00:48.755900, arrival_time=2021-04-15 00:52:32.552797, cost_time=0:01:16.982998 2021-04-15 00:51:50,196 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3579, top1-acc=89.01%, top5-acc=99.27%, remaining_time=0:00:42.332664, arrival_time=2021-04-15 00:52:32.529083, cost_time=0:01:23.382539 2021-04-15 00:51:56,599 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3598, top1-acc=88.92%, top5-acc=99.26%, remaining_time=0:00:35.914088, arrival_time=2021-04-15 00:52:32.513187, cost_time=0:01:29.785205 2021-04-15 00:52:03,003 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3621, top1-acc=88.83%, top5-acc=99.24%, remaining_time=0:00:29.498098, arrival_time=2021-04-15 00:52:32.501623, cost_time=0:01:36.189446 2021-04-15 00:52:09,397 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3650, top1-acc=88.72%, top5-acc=99.23%, remaining_time=0:00:23.081184, arrival_time=2021-04-15 00:52:32.478146, cost_time=0:01:42.583041 2021-04-15 00:52:15,805 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.3683, top1-acc=88.62%, top5-acc=99.21%, remaining_time=0:00:16.669276, arrival_time=2021-04-15 00:52:32.474539, cost_time=0:01:48.991362 2021-04-15 00:52:22,204 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3711, top1-acc=88.56%, top5-acc=99.18%, remaining_time=0:00:10.256960, arrival_time=2021-04-15 00:52:32.461579, cost_time=0:01:55.390724 2021-04-15 00:52:28,609 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.80ms, fps=400 images/s, loss=0.3759, top1-acc=88.43%, top5-acc=99.15%, remaining_time=0:00:03.846174, arrival_time=2021-04-15 00:52:32.455507, cost_time=0:02:01.795435 2021-04-15 00:52:32,003 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.3775, top1-acc=88.37%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:32.003523, cost_time=0:02:05.189579 2021-04-15 00:52:34,327 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.33ms, fps=1102 images/s, loss=1.6466, top1-acc=60.35%, top5-acc=85.78%, remaining_time=0:00:06.966300, arrival_time=2021-04-15 00:52:41.294055, cost_time=0:00:02.322095 2021-04-15 00:52:36,529 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.6650, top1-acc=60.16%, top5-acc=85.27%, remaining_time=0:00:04.523700, arrival_time=2021-04-15 00:52:41.052958, cost_time=0:00:04.523697 2021-04-15 00:52:38,731 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.48ms, fps=1163 images/s, loss=1.6598, top1-acc=60.08%, top5-acc=85.48%, remaining_time=0:00:02.241990, arrival_time=2021-04-15 00:52:40.973496, cost_time=0:00:06.725968 2021-04-15 00:52:40,732 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=1.21ms, fps=1159 images/s, loss=1.6686, top1-acc=59.56%, top5-acc=85.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:40.732741, cost_time=0:00:08.727217 2021-04-15 00:52:42,193 INFO : Epoch=0067 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=5:01:07.070721, arrival_time=2021-04-15 05:53:49.263698, cost_time=2:31:41.456657 2021-04-15 00:52:42,194 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 00:52:48,807 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.42ms, fps=387 images/s, loss=0.3721, top1-acc=88.83%, top5-acc=99.14%, remaining_time=0:02:03.003102, arrival_time=2021-04-15 00:54:51.810875, cost_time=0:00:06.613068 2021-04-15 00:52:55,217 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=0.3595, top1-acc=89.28%, top5-acc=99.20%, remaining_time=0:01:54.601872, arrival_time=2021-04-15 00:54:49.819504, cost_time=0:00:13.022947 2021-04-15 00:53:01,611 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.3495, top1-acc=89.44%, top5-acc=99.28%, remaining_time=0:01:47.439848, arrival_time=2021-04-15 00:54:49.051287, cost_time=0:00:19.416833 2021-04-15 00:53:08,012 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3390, top1-acc=89.78%, top5-acc=99.29%, remaining_time=0:01:40.691136, arrival_time=2021-04-15 00:54:48.704036, cost_time=0:00:25.818229 2021-04-15 00:53:14,414 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3380, top1-acc=89.91%, top5-acc=99.33%, remaining_time=0:01:34.081086, arrival_time=2021-04-15 00:54:48.495241, cost_time=0:00:32.219545 2021-04-15 00:53:20,813 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3363, top1-acc=89.87%, top5-acc=99.33%, remaining_time=0:01:27.536536, arrival_time=2021-04-15 00:54:48.350200, cost_time=0:00:38.619084 2021-04-15 00:53:27,203 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.3354, top1-acc=89.83%, top5-acc=99.36%, remaining_time=0:01:21.015732, arrival_time=2021-04-15 00:54:48.219080, cost_time=0:00:45.008721 2021-04-15 00:53:33,607 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3349, top1-acc=89.81%, top5-acc=99.37%, remaining_time=0:01:14.548328, arrival_time=2021-04-15 00:54:48.155655, cost_time=0:00:51.412606 2021-04-15 00:53:40,006 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3344, top1-acc=89.82%, top5-acc=99.36%, remaining_time=0:01:08.089524, arrival_time=2021-04-15 00:54:48.096007, cost_time=0:00:57.811893 2021-04-15 00:53:46,403 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3390, top1-acc=89.60%, top5-acc=99.34%, remaining_time=0:01:01.640352, arrival_time=2021-04-15 00:54:48.043620, cost_time=0:01:04.208681 2021-04-15 00:53:52,812 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.3437, top1-acc=89.44%, top5-acc=99.35%, remaining_time=0:00:55.210452, arrival_time=2021-04-15 00:54:48.023027, cost_time=0:01:10.617973 2021-04-15 00:53:59,222 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.3476, top1-acc=89.29%, top5-acc=99.33%, remaining_time=0:00:48.784324, arrival_time=2021-04-15 00:54:48.006848, cost_time=0:01:17.027932 2021-04-15 00:54:05,615 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3502, top1-acc=89.23%, top5-acc=99.30%, remaining_time=0:00:42.352134, arrival_time=2021-04-15 00:54:47.967737, cost_time=0:01:23.420852 2021-04-15 00:54:12,021 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3551, top1-acc=89.05%, top5-acc=99.29%, remaining_time=0:00:35.930720, arrival_time=2021-04-15 00:54:47.952038, cost_time=0:01:29.826745 2021-04-15 00:54:18,421 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3555, top1-acc=89.06%, top5-acc=99.27%, remaining_time=0:00:29.509598, arrival_time=2021-04-15 00:54:47.931137, cost_time=0:01:36.226954 2021-04-15 00:54:24,820 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.3571, top1-acc=88.99%, top5-acc=99.26%, remaining_time=0:00:23.090760, arrival_time=2021-04-15 00:54:47.910997, cost_time=0:01:42.625644 2021-04-15 00:54:31,229 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=2.03ms, fps=399 images/s, loss=0.3598, top1-acc=88.93%, top5-acc=99.24%, remaining_time=0:00:16.675958, arrival_time=2021-04-15 00:54:47.905719, cost_time=0:01:49.035073 2021-04-15 00:54:37,626 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3622, top1-acc=88.86%, top5-acc=99.23%, remaining_time=0:00:10.260576, arrival_time=2021-04-15 00:54:47.886756, cost_time=0:01:55.431567 2021-04-15 00:54:44,027 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.3635, top1-acc=88.82%, top5-acc=99.20%, remaining_time=0:00:03.847356, arrival_time=2021-04-15 00:54:47.874840, cost_time=0:02:01.832890 2021-04-15 00:54:47,416 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.3649, top1-acc=88.77%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:47.416430, cost_time=0:02:05.221844 2021-04-15 00:54:49,742 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.39ms, fps=1101 images/s, loss=1.6532, top1-acc=60.08%, top5-acc=85.47%, remaining_time=0:00:06.972510, arrival_time=2021-04-15 00:54:56.715017, cost_time=0:00:02.324173 2021-04-15 00:54:51,955 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=10.84ms, fps=1157 images/s, loss=1.6494, top1-acc=60.76%, top5-acc=85.72%, remaining_time=0:00:04.537180, arrival_time=2021-04-15 00:54:56.492703, cost_time=0:00:04.537189 2021-04-15 00:54:54,157 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.40ms, fps=1163 images/s, loss=1.6591, top1-acc=60.91%, top5-acc=85.85%, remaining_time=0:00:02.246510, arrival_time=2021-04-15 00:54:56.404379, cost_time=0:00:06.739539 2021-04-15 00:54:56,155 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.6657, top1-acc=60.68%, top5-acc=85.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:56.155738, cost_time=0:00:08.737426 2021-04-15 00:54:57,523 INFO : Epoch=0068 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=4:58:50.234256, arrival_time=2021-04-15 05:53:47.757920, cost_time=2:33:56.787357 2021-04-15 00:54:57,525 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 00:55:04,094 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.41ms, fps=390 images/s, loss=0.3842, top1-acc=89.06%, top5-acc=98.95%, remaining_time=0:02:02.179680, arrival_time=2021-04-15 00:57:06.274186, cost_time=0:00:06.568795 2021-04-15 00:55:10,493 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3701, top1-acc=88.93%, top5-acc=99.16%, remaining_time=0:01:54.117696, arrival_time=2021-04-15 00:57:04.611315, cost_time=0:00:12.967912 2021-04-15 00:55:16,888 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.3541, top1-acc=89.41%, top5-acc=99.23%, remaining_time=0:01:47.140882, arrival_time=2021-04-15 00:57:04.029279, cost_time=0:00:19.362805 2021-04-15 00:55:23,283 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3506, top1-acc=89.19%, top5-acc=99.33%, remaining_time=0:01:40.454640, arrival_time=2021-04-15 00:57:03.737912, cost_time=0:00:25.757606 2021-04-15 00:55:29,679 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3420, top1-acc=89.56%, top5-acc=99.34%, remaining_time=0:01:33.888074, arrival_time=2021-04-15 00:57:03.567119, cost_time=0:00:32.153444 2021-04-15 00:55:36,077 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3449, top1-acc=89.38%, top5-acc=99.36%, remaining_time=0:01:27.383944, arrival_time=2021-04-15 00:57:03.461285, cost_time=0:00:38.551744 2021-04-15 00:55:42,480 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3454, top1-acc=89.39%, top5-acc=99.35%, remaining_time=0:01:20.918586, arrival_time=2021-04-15 00:57:03.398944, cost_time=0:00:44.954762 2021-04-15 00:55:48,878 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3436, top1-acc=89.43%, top5-acc=99.35%, remaining_time=0:01:14.461676, arrival_time=2021-04-15 00:57:03.340242, cost_time=0:00:51.352888 2021-04-15 00:55:55,279 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.3467, top1-acc=89.36%, top5-acc=99.34%, remaining_time=0:01:08.020624, arrival_time=2021-04-15 00:57:03.299626, cost_time=0:00:57.753402 2021-04-15 00:56:01,681 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3482, top1-acc=89.31%, top5-acc=99.30%, remaining_time=0:01:01.589472, arrival_time=2021-04-15 00:57:03.270781, cost_time=0:01:04.155675 2021-04-15 00:56:08,079 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.3512, top1-acc=89.19%, top5-acc=99.27%, remaining_time=0:00:55.160400, arrival_time=2021-04-15 00:57:03.240009, cost_time=0:01:10.554022 2021-04-15 00:56:14,478 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=2.19ms, fps=400 images/s, loss=0.3512, top1-acc=89.20%, top5-acc=99.29%, remaining_time=0:00:48.736824, arrival_time=2021-04-15 00:57:03.215249, cost_time=0:01:16.952826 2021-04-15 00:56:20,873 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3554, top1-acc=89.06%, top5-acc=99.28%, remaining_time=0:00:42.314910, arrival_time=2021-04-15 00:57:03.188119, cost_time=0:01:23.347528 2021-04-15 00:56:27,274 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3574, top1-acc=88.97%, top5-acc=99.27%, remaining_time=0:00:35.899416, arrival_time=2021-04-15 00:57:03.173648, cost_time=0:01:29.748585 2021-04-15 00:56:33,669 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3611, top1-acc=88.82%, top5-acc=99.26%, remaining_time=0:00:29.484022, arrival_time=2021-04-15 00:57:03.153149, cost_time=0:01:36.143533 2021-04-15 00:56:40,066 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3626, top1-acc=88.74%, top5-acc=99.26%, remaining_time=0:00:23.071788, arrival_time=2021-04-15 00:57:03.138717, cost_time=0:01:42.541341 2021-04-15 00:56:46,470 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.3649, top1-acc=88.65%, top5-acc=99.26%, remaining_time=0:00:16.662126, arrival_time=2021-04-15 00:57:03.132342, cost_time=0:01:48.944627 2021-04-15 00:56:52,870 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3689, top1-acc=88.50%, top5-acc=99.24%, remaining_time=0:00:10.252912, arrival_time=2021-04-15 00:57:03.123778, cost_time=0:01:55.345285 2021-04-15 00:56:59,270 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3711, top1-acc=88.40%, top5-acc=99.23%, remaining_time=0:00:03.844560, arrival_time=2021-04-15 00:57:03.114679, cost_time=0:02:01.744406 2021-04-15 00:57:02,668 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.3728, top1-acc=88.37%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:02.668616, cost_time=0:02:05.143006 2021-04-15 00:57:04,989 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.53ms, fps=1104 images/s, loss=1.7012, top1-acc=60.16%, top5-acc=84.92%, remaining_time=0:00:06.957450, arrival_time=2021-04-15 00:57:11.947089, cost_time=0:00:02.319153 2021-04-15 00:57:07,189 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.28ms, fps=1164 images/s, loss=1.6965, top1-acc=59.57%, top5-acc=84.63%, remaining_time=0:00:04.519480, arrival_time=2021-04-15 00:57:11.709430, cost_time=0:00:04.519485 2021-04-15 00:57:09,386 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.35ms, fps=1166 images/s, loss=1.6820, top1-acc=59.51%, top5-acc=85.04%, remaining_time=0:00:02.238560, arrival_time=2021-04-15 00:57:11.624718, cost_time=0:00:06.715689 2021-04-15 00:57:11,383 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.6714, top1-acc=59.40%, top5-acc=84.88%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:11.383680, cost_time=0:00:08.713247 2021-04-15 00:57:12,788 INFO : Epoch=0069 complete, best val top1-acc=60.90%, top5-acc=86.67% (epoch=33), remaining_time=4:56:33.315778, arrival_time=2021-04-15 05:53:46.103895, cost_time=2:36:12.051803 2021-04-15 00:57:12,789 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 00:57:19,343 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.71ms, fps=391 images/s, loss=0.3776, top1-acc=88.40%, top5-acc=98.98%, remaining_time=0:02:01.906446, arrival_time=2021-04-15 00:59:21.250234, cost_time=0:00:06.554114 2021-04-15 00:57:25,736 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.3615, top1-acc=88.75%, top5-acc=99.20%, remaining_time=0:01:53.927616, arrival_time=2021-04-15 00:59:19.663708, cost_time=0:00:12.946329 2021-04-15 00:57:32,138 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=7.46ms, fps=400 images/s, loss=0.3513, top1-acc=89.02%, top5-acc=99.19%, remaining_time=0:01:47.064024, arrival_time=2021-04-15 00:59:19.202704, cost_time=0:00:19.348913 2021-04-15 00:57:38,535 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3389, top1-acc=89.44%, top5-acc=99.33%, remaining_time=0:01:40.407372, arrival_time=2021-04-15 00:59:18.942528, cost_time=0:00:25.745480 2021-04-15 00:57:44,937 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.3323, top1-acc=89.65%, top5-acc=99.37%, remaining_time=0:01:33.870116, arrival_time=2021-04-15 00:59:18.807079, cost_time=0:00:32.147293 2021-04-15 00:57:51,343 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3329, top1-acc=89.58%, top5-acc=99.41%, remaining_time=0:01:27.389520, arrival_time=2021-04-15 00:59:18.733266, cost_time=0:00:38.554171 2021-04-15 00:57:57,745 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3341, top1-acc=89.53%, top5-acc=99.43%, remaining_time=0:01:20.921106, arrival_time=2021-04-15 00:59:18.666967, cost_time=0:00:44.956166 2021-04-15 00:58:04,145 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3362, top1-acc=89.49%, top5-acc=99.39%, remaining_time=0:01:14.466200, arrival_time=2021-04-15 00:59:18.611792, cost_time=0:00:51.356015 2021-04-15 00:58:10,539 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3376, top1-acc=89.44%, top5-acc=99.37%, remaining_time=0:01:08.017020, arrival_time=2021-04-15 00:59:18.556913, cost_time=0:00:57.750332 2021-04-15 00:58:16,932 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3393, top1-acc=89.48%, top5-acc=99.37%, remaining_time=0:01:01.577280, arrival_time=2021-04-15 00:59:18.509889, cost_time=0:01:04.143011 2021-04-15 00:58:23,331 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3414, top1-acc=89.41%, top5-acc=99.36%, remaining_time=0:00:55.150854, arrival_time=2021-04-15 00:59:18.482361, cost_time=0:01:10.541828 2021-04-15 00:58:29,726 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3450, top1-acc=89.32%, top5-acc=99.37%, remaining_time=0:00:48.726412, arrival_time=2021-04-15 00:59:18.452404, cost_time=0:01:16.936415 2021-04-15 00:58:36,127 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3458, top1-acc=89.31%, top5-acc=99.36%, remaining_time=0:00:42.309828, arrival_time=2021-04-15 00:59:18.436933, cost_time=0:01:23.337537 2021-04-15 00:58:42,529 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3476, top1-acc=89.22%, top5-acc=99.35%, remaining_time=0:00:35.895888, arrival_time=2021-04-15 00:59:18.425188, cost_time=0:01:29.739749 2021-04-15 00:58:48,926 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3505, top1-acc=89.17%, top5-acc=99.34%, remaining_time=0:00:29.481906, arrival_time=2021-04-15 00:59:18.408384, cost_time=0:01:36.136716 2021-04-15 00:58:55,339 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.3527, top1-acc=89.09%, top5-acc=99.35%, remaining_time=0:00:23.073696, arrival_time=2021-04-15 00:59:18.413259, cost_time=0:01:42.549777 2021-04-15 00:59:01,745 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3541, top1-acc=89.04%, top5-acc=99.33%, remaining_time=0:00:16.663738, arrival_time=2021-04-15 00:59:18.408705, cost_time=0:01:48.955292 2021-04-15 00:59:08,139 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3556, top1-acc=89.01%, top5-acc=99.33%, remaining_time=0:00:10.253328, arrival_time=2021-04-15 00:59:18.392850, cost_time=0:01:55.349852 2021-04-15 00:59:14,531 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.3574, top1-acc=88.96%, top5-acc=99.33%, remaining_time=0:00:03.844476, arrival_time=2021-04-15 00:59:18.375737, cost_time=0:02:01.741703 2021-04-15 00:59:17,926 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=2.06ms, fps=401 images/s, loss=0.3598, top1-acc=88.89%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:17.926153, cost_time=0:02:05.136477 2021-04-15 00:59:20,280 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.68ms, fps=1088 images/s, loss=1.6029, top1-acc=62.93%, top5-acc=86.91%, remaining_time=0:00:07.056180, arrival_time=2021-04-15 00:59:27.336425, cost_time=0:00:02.352055 2021-04-15 00:59:22,481 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.44ms, fps=1163 images/s, loss=1.6455, top1-acc=61.43%, top5-acc=86.72%, remaining_time=0:00:04.552860, arrival_time=2021-04-15 00:59:27.033884, cost_time=0:00:04.552851 2021-04-15 00:59:24,682 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.87ms, fps=1163 images/s, loss=1.6331, top1-acc=61.25%, top5-acc=86.81%, remaining_time=0:00:02.251300, arrival_time=2021-04-15 00:59:26.933365, cost_time=0:00:06.753891 2021-04-15 00:59:26,681 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=1.21ms, fps=1160 images/s, loss=1.6351, top1-acc=61.49%, top5-acc=86.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:26.681915, cost_time=0:00:08.753778 2021-04-15 00:59:29,602 INFO : Epoch=0070 complete, best val top1-acc=61.49%, top5-acc=86.66% (epoch=70), remaining_time=4:54:19.323630, arrival_time=2021-04-15 05:53:48.926477, cost_time=2:38:28.866558 2021-04-15 00:59:29,604 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 00:59:36,212 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.47ms, fps=387 images/s, loss=0.3612, top1-acc=88.91%, top5-acc=99.30%, remaining_time=0:02:02.903220, arrival_time=2021-04-15 01:01:39.115648, cost_time=0:00:06.607696 2021-04-15 00:59:42,605 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.3480, top1-acc=89.28%, top5-acc=99.34%, remaining_time=0:01:54.408448, arrival_time=2021-04-15 01:01:37.014189, cost_time=0:00:13.000960 2021-04-15 00:59:49,003 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3449, top1-acc=89.14%, top5-acc=99.44%, remaining_time=0:01:47.339584, arrival_time=2021-04-15 01:01:36.342994, cost_time=0:00:19.398714 2021-04-15 00:59:55,393 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.88ms, fps=401 images/s, loss=0.3464, top1-acc=89.15%, top5-acc=99.38%, remaining_time=0:01:40.576320, arrival_time=2021-04-15 01:01:35.969816, cost_time=0:00:25.788804 2021-04-15 01:00:01,785 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.3450, top1-acc=89.29%, top5-acc=99.38%, remaining_time=0:01:33.968520, arrival_time=2021-04-15 01:01:35.754220, cost_time=0:00:32.181006 2021-04-15 01:00:08,185 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.14ms, fps=400 images/s, loss=0.3431, top1-acc=89.36%, top5-acc=99.36%, remaining_time=0:01:27.449904, arrival_time=2021-04-15 01:01:35.635534, cost_time=0:00:38.580841 2021-04-15 01:00:14,582 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3411, top1-acc=89.43%, top5-acc=99.34%, remaining_time=0:01:20.959032, arrival_time=2021-04-15 01:01:35.541083, cost_time=0:00:44.977274 2021-04-15 01:00:20,973 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.3374, top1-acc=89.57%, top5-acc=99.35%, remaining_time=0:01:14.484876, arrival_time=2021-04-15 01:01:35.458555, cost_time=0:00:51.368896 2021-04-15 01:00:27,376 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3401, top1-acc=89.50%, top5-acc=99.32%, remaining_time=0:01:08.041824, arrival_time=2021-04-15 01:01:35.417897, cost_time=0:00:57.771386 2021-04-15 01:00:33,779 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3386, top1-acc=89.53%, top5-acc=99.34%, remaining_time=0:01:01.607904, arrival_time=2021-04-15 01:01:35.387617, cost_time=0:01:04.174941 2021-04-15 01:00:40,179 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3419, top1-acc=89.36%, top5-acc=99.35%, remaining_time=0:00:55.176224, arrival_time=2021-04-15 01:01:35.355190, cost_time=0:01:10.574276 2021-04-15 01:00:46,576 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3449, top1-acc=89.26%, top5-acc=99.34%, remaining_time=0:00:48.748832, arrival_time=2021-04-15 01:01:35.325327, cost_time=0:01:16.971783 2021-04-15 01:00:52,970 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=0.3452, top1-acc=89.26%, top5-acc=99.34%, remaining_time=0:00:42.324084, arrival_time=2021-04-15 01:01:35.294576, cost_time=0:01:23.365650 2021-04-15 01:00:59,375 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3476, top1-acc=89.16%, top5-acc=99.36%, remaining_time=0:00:35.908096, arrival_time=2021-04-15 01:01:35.283262, cost_time=0:01:29.770297 2021-04-15 01:01:05,775 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3500, top1-acc=89.09%, top5-acc=99.34%, remaining_time=0:00:29.492164, arrival_time=2021-04-15 01:01:35.267132, cost_time=0:01:36.170173 2021-04-15 01:01:12,175 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=2.37ms, fps=400 images/s, loss=0.3526, top1-acc=89.01%, top5-acc=99.33%, remaining_time=0:00:23.078484, arrival_time=2021-04-15 01:01:35.254355, cost_time=0:01:42.571085 2021-04-15 01:01:18,569 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3548, top1-acc=88.93%, top5-acc=99.33%, remaining_time=0:00:16.665272, arrival_time=2021-04-15 01:01:35.235164, cost_time=0:01:48.965160 2021-04-15 01:01:24,971 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3571, top1-acc=88.85%, top5-acc=99.32%, remaining_time=0:00:10.254784, arrival_time=2021-04-15 01:01:35.225877, cost_time=0:01:55.366402 2021-04-15 01:01:31,366 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3587, top1-acc=88.80%, top5-acc=99.30%, remaining_time=0:00:03.845100, arrival_time=2021-04-15 01:01:35.211377, cost_time=0:02:01.761587 2021-04-15 01:01:34,760 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=2.70ms, fps=401 images/s, loss=0.3614, top1-acc=88.74%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:34.759979, cost_time=0:02:05.155159 2021-04-15 01:01:37,079 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.48ms, fps=1105 images/s, loss=1.7808, top1-acc=57.66%, top5-acc=83.71%, remaining_time=0:00:06.952470, arrival_time=2021-04-15 01:01:44.032273, cost_time=0:00:02.317487 2021-04-15 01:01:39,280 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=1.7856, top1-acc=57.05%, top5-acc=83.75%, remaining_time=0:00:04.518280, arrival_time=2021-04-15 01:01:43.798738, cost_time=0:00:04.518288 2021-04-15 01:01:41,480 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.34ms, fps=1164 images/s, loss=1.7862, top1-acc=57.41%, top5-acc=83.98%, remaining_time=0:00:02.239490, arrival_time=2021-04-15 01:01:43.720232, cost_time=0:00:06.718469 2021-04-15 01:01:43,478 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=1.40ms, fps=1161 images/s, loss=1.8029, top1-acc=57.38%, top5-acc=83.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:43.478745, cost_time=0:00:08.716597 2021-04-15 01:01:44,913 INFO : Epoch=0071 complete, best val top1-acc=61.49%, top5-acc=86.66% (epoch=70), remaining_time=4:52:02.518404, arrival_time=2021-04-15 05:53:47.431486, cost_time=2:40:44.176765 2021-04-15 01:01:44,915 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 01:01:51,514 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.38ms, fps=388 images/s, loss=0.3502, top1-acc=89.45%, top5-acc=99.37%, remaining_time=0:02:02.733402, arrival_time=2021-04-15 01:03:54.247450, cost_time=0:00:06.598571 2021-04-15 01:01:57,903 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.93ms, fps=401 images/s, loss=0.3511, top1-acc=89.10%, top5-acc=99.36%, remaining_time=0:01:54.296688, arrival_time=2021-04-15 01:03:52.200353, cost_time=0:00:12.988262 2021-04-15 01:02:04,300 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3484, top1-acc=89.23%, top5-acc=99.32%, remaining_time=0:01:47.262228, arrival_time=2021-04-15 01:03:51.562416, cost_time=0:00:19.384735 2021-04-15 01:02:10,695 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3469, top1-acc=89.52%, top5-acc=99.33%, remaining_time=0:01:40.542156, arrival_time=2021-04-15 01:03:51.237577, cost_time=0:00:25.780036 2021-04-15 01:02:17,094 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3367, top1-acc=89.88%, top5-acc=99.37%, remaining_time=0:01:33.963118, arrival_time=2021-04-15 01:03:51.057668, cost_time=0:00:32.179168 2021-04-15 01:02:23,492 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.3309, top1-acc=89.95%, top5-acc=99.44%, remaining_time=0:01:27.441336, arrival_time=2021-04-15 01:03:50.933881, cost_time=0:00:38.577052 2021-04-15 01:02:29,887 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3310, top1-acc=89.89%, top5-acc=99.45%, remaining_time=0:01:20.950212, arrival_time=2021-04-15 01:03:50.837961, cost_time=0:00:44.972354 2021-04-15 01:02:36,292 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.3315, top1-acc=89.87%, top5-acc=99.43%, remaining_time=0:01:14.496012, arrival_time=2021-04-15 01:03:50.787973, cost_time=0:00:51.376583 2021-04-15 01:02:42,686 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3297, top1-acc=89.89%, top5-acc=99.46%, remaining_time=0:01:08.041082, arrival_time=2021-04-15 01:03:50.727228, cost_time=0:00:57.770773 2021-04-15 01:02:49,086 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3295, top1-acc=89.83%, top5-acc=99.45%, remaining_time=0:01:01.604448, arrival_time=2021-04-15 01:03:50.691108, cost_time=0:01:04.171280 2021-04-15 01:02:55,487 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=2.30ms, fps=400 images/s, loss=0.3310, top1-acc=89.83%, top5-acc=99.42%, remaining_time=0:00:55.173988, arrival_time=2021-04-15 01:03:50.660962, cost_time=0:01:10.571341 2021-04-15 01:03:01,891 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3346, top1-acc=89.72%, top5-acc=99.40%, remaining_time=0:00:48.751112, arrival_time=2021-04-15 01:03:50.642108, cost_time=0:01:16.975419 2021-04-15 01:03:08,289 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.3365, top1-acc=89.64%, top5-acc=99.40%, remaining_time=0:00:42.328110, arrival_time=2021-04-15 01:03:50.617089, cost_time=0:01:23.373499 2021-04-15 01:03:14,692 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3397, top1-acc=89.55%, top5-acc=99.40%, remaining_time=0:00:35.910840, arrival_time=2021-04-15 01:03:50.603348, cost_time=0:01:29.777105 2021-04-15 01:03:21,090 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.3418, top1-acc=89.46%, top5-acc=99.40%, remaining_time=0:00:29.493498, arrival_time=2021-04-15 01:03:50.583469, cost_time=0:01:36.174395 2021-04-15 01:03:27,496 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.28ms, fps=400 images/s, loss=0.3448, top1-acc=89.33%, top5-acc=99.37%, remaining_time=0:00:23.080680, arrival_time=2021-04-15 01:03:50.576811, cost_time=0:01:42.580725 2021-04-15 01:03:33,894 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3473, top1-acc=89.23%, top5-acc=99.37%, remaining_time=0:00:16.667300, arrival_time=2021-04-15 01:03:50.561265, cost_time=0:01:48.978584 2021-04-15 01:03:40,293 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3516, top1-acc=89.07%, top5-acc=99.34%, remaining_time=0:00:10.255808, arrival_time=2021-04-15 01:03:50.549041, cost_time=0:01:55.377849 2021-04-15 01:03:46,701 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3549, top1-acc=88.97%, top5-acc=99.35%, remaining_time=0:00:03.845880, arrival_time=2021-04-15 01:03:50.547604, cost_time=0:02:01.786228 2021-04-15 01:03:50,099 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.3578, top1-acc=88.88%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:50.099319, cost_time=0:02:05.183929 2021-04-15 01:03:52,420 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.41ms, fps=1104 images/s, loss=1.8293, top1-acc=58.87%, top5-acc=84.53%, remaining_time=0:00:06.958890, arrival_time=2021-04-15 01:03:59.379748, cost_time=0:00:02.319626 2021-04-15 01:03:54,629 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.34ms, fps=1159 images/s, loss=1.7835, top1-acc=59.26%, top5-acc=85.27%, remaining_time=0:00:04.528120, arrival_time=2021-04-15 01:03:59.157465, cost_time=0:00:04.528117 2021-04-15 01:03:56,834 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.7731, top1-acc=59.74%, top5-acc=85.46%, remaining_time=0:00:02.244380, arrival_time=2021-04-15 01:03:59.078750, cost_time=0:00:06.733145 2021-04-15 01:03:58,833 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=1.23ms, fps=1161 images/s, loss=1.7540, top1-acc=59.71%, top5-acc=85.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:58.833767, cost_time=0:00:08.732568 2021-04-15 01:04:00,280 INFO : Epoch=0072 complete, best val top1-acc=61.49%, top5-acc=86.66% (epoch=70), remaining_time=4:49:45.856384, arrival_time=2021-04-15 05:53:46.136921, cost_time=2:42:59.544237 2021-04-15 01:04:00,281 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 01:04:06,847 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.95ms, fps=390 images/s, loss=0.3302, top1-acc=90.00%, top5-acc=99.49%, remaining_time=0:02:02.122578, arrival_time=2021-04-15 01:06:08.970242, cost_time=0:00:06.565727 2021-04-15 01:04:13,249 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3312, top1-acc=89.53%, top5-acc=99.47%, remaining_time=0:01:54.118224, arrival_time=2021-04-15 01:06:07.368092, cost_time=0:00:12.967982 2021-04-15 01:04:19,645 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3352, top1-acc=89.44%, top5-acc=99.39%, remaining_time=0:01:47.147190, arrival_time=2021-04-15 01:06:06.792967, cost_time=0:00:19.363941 2021-04-15 01:04:26,046 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3332, top1-acc=89.56%, top5-acc=99.39%, remaining_time=0:01:40.479756, arrival_time=2021-04-15 01:06:06.525742, cost_time=0:00:25.764034 2021-04-15 01:04:32,449 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3302, top1-acc=89.70%, top5-acc=99.37%, remaining_time=0:01:33.928370, arrival_time=2021-04-15 01:06:06.377447, cost_time=0:00:32.167245 2021-04-15 01:04:38,857 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3299, top1-acc=89.82%, top5-acc=99.39%, remaining_time=0:01:27.437256, arrival_time=2021-04-15 01:06:06.294305, cost_time=0:00:38.575234 2021-04-15 01:04:45,259 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3306, top1-acc=89.70%, top5-acc=99.39%, remaining_time=0:01:20.958906, arrival_time=2021-04-15 01:06:06.217969, cost_time=0:00:44.977148 2021-04-15 01:04:51,659 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3338, top1-acc=89.67%, top5-acc=99.36%, remaining_time=0:01:14.497056, arrival_time=2021-04-15 01:06:06.156379, cost_time=0:00:51.377315 2021-04-15 01:04:58,059 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3366, top1-acc=89.51%, top5-acc=99.35%, remaining_time=0:01:08.049668, arrival_time=2021-04-15 01:06:06.109514, cost_time=0:00:57.778003 2021-04-15 01:05:04,465 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3376, top1-acc=89.52%, top5-acc=99.34%, remaining_time=0:01:01.616160, arrival_time=2021-04-15 01:06:06.081616, cost_time=0:01:04.183452 2021-04-15 01:05:10,865 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3381, top1-acc=89.51%, top5-acc=99.34%, remaining_time=0:00:55.183190, arrival_time=2021-04-15 01:06:06.048171, cost_time=0:01:10.583159 2021-04-15 01:05:17,263 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3388, top1-acc=89.47%, top5-acc=99.35%, remaining_time=0:00:48.755292, arrival_time=2021-04-15 01:06:06.019101, cost_time=0:01:16.981987 2021-04-15 01:05:23,669 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3387, top1-acc=89.45%, top5-acc=99.35%, remaining_time=0:00:42.335172, arrival_time=2021-04-15 01:06:06.004488, cost_time=0:01:23.387496 2021-04-15 01:05:30,073 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.3382, top1-acc=89.49%, top5-acc=99.34%, remaining_time=0:00:35.916664, arrival_time=2021-04-15 01:06:05.990192, cost_time=0:01:29.791613 2021-04-15 01:05:36,474 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3381, top1-acc=89.49%, top5-acc=99.34%, remaining_time=0:00:29.498972, arrival_time=2021-04-15 01:06:05.973036, cost_time=0:01:36.192236 2021-04-15 01:05:42,877 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.3390, top1-acc=89.46%, top5-acc=99.33%, remaining_time=0:00:23.083920, arrival_time=2021-04-15 01:06:05.960983, cost_time=0:01:42.595241 2021-04-15 01:05:49,274 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3425, top1-acc=89.31%, top5-acc=99.31%, remaining_time=0:00:16.669510, arrival_time=2021-04-15 01:06:05.944217, cost_time=0:01:48.992899 2021-04-15 01:05:55,678 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3451, top1-acc=89.25%, top5-acc=99.30%, remaining_time=0:00:10.257456, arrival_time=2021-04-15 01:06:05.935623, cost_time=0:01:55.396339 2021-04-15 01:06:02,077 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.3466, top1-acc=89.21%, top5-acc=99.29%, remaining_time=0:00:03.846162, arrival_time=2021-04-15 01:06:05.923275, cost_time=0:02:01.795144 2021-04-15 01:06:05,471 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.3478, top1-acc=89.21%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:05.471255, cost_time=0:02:05.189395 2021-04-15 01:06:07,790 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.50ms, fps=1105 images/s, loss=1.6574, top1-acc=61.09%, top5-acc=86.60%, remaining_time=0:00:06.950910, arrival_time=2021-04-15 01:06:14.741151, cost_time=0:00:02.316973 2021-04-15 01:06:09,994 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.30ms, fps=1162 images/s, loss=1.6972, top1-acc=60.55%, top5-acc=85.98%, remaining_time=0:00:04.520960, arrival_time=2021-04-15 01:06:14.515178, cost_time=0:00:04.520952 2021-04-15 01:06:12,199 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.50ms, fps=1161 images/s, loss=1.7000, top1-acc=60.53%, top5-acc=85.87%, remaining_time=0:00:02.241990, arrival_time=2021-04-15 01:06:14.441235, cost_time=0:00:06.725981 2021-04-15 01:06:14,197 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=1.6872, top1-acc=60.83%, top5-acc=86.13%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:14.197800, cost_time=0:00:08.724553 2021-04-15 01:06:15,708 INFO : Epoch=0073 complete, best val top1-acc=61.49%, top5-acc=86.66% (epoch=70), remaining_time=4:47:29.334183, arrival_time=2021-04-15 05:53:45.042111, cost_time=2:45:14.971622 2021-04-15 01:06:15,709 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 01:06:22,264 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.42ms, fps=391 images/s, loss=0.3486, top1-acc=88.48%, top5-acc=99.18%, remaining_time=0:02:01.910166, arrival_time=2021-04-15 01:08:24.174205, cost_time=0:00:06.554312 2021-04-15 01:06:28,667 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3324, top1-acc=89.32%, top5-acc=99.36%, remaining_time=0:01:54.024064, arrival_time=2021-04-15 01:08:22.691080, cost_time=0:00:12.957272 2021-04-15 01:06:35,065 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.3272, top1-acc=89.83%, top5-acc=99.27%, remaining_time=0:01:47.100544, arrival_time=2021-04-15 01:08:22.165664, cost_time=0:00:19.355522 2021-04-15 01:06:41,464 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3223, top1-acc=90.11%, top5-acc=99.31%, remaining_time=0:01:40.441536, arrival_time=2021-04-15 01:08:21.905449, cost_time=0:00:25.754221 2021-04-15 01:06:47,868 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3195, top1-acc=90.25%, top5-acc=99.34%, remaining_time=0:01:33.903988, arrival_time=2021-04-15 01:08:21.772526, cost_time=0:00:32.158905 2021-04-15 01:06:54,273 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3150, top1-acc=90.44%, top5-acc=99.39%, remaining_time=0:01:27.411280, arrival_time=2021-04-15 01:08:21.684726, cost_time=0:00:38.563829 2021-04-15 01:07:00,676 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=2.97ms, fps=400 images/s, loss=0.3149, top1-acc=90.41%, top5-acc=99.38%, remaining_time=0:01:20.940006, arrival_time=2021-04-15 01:08:21.616288, cost_time=0:00:44.966675 2021-04-15 01:07:07,077 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3152, top1-acc=90.36%, top5-acc=99.38%, remaining_time=0:01:14.483832, arrival_time=2021-04-15 01:08:21.561712, cost_time=0:00:51.368181 2021-04-15 01:07:13,478 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3155, top1-acc=90.28%, top5-acc=99.39%, remaining_time=0:01:08.038750, arrival_time=2021-04-15 01:08:21.517136, cost_time=0:00:57.768766 2021-04-15 01:07:19,879 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3157, top1-acc=90.25%, top5-acc=99.38%, remaining_time=0:01:01.602624, arrival_time=2021-04-15 01:08:21.481646, cost_time=0:01:04.169413 2021-04-15 01:07:26,276 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.3187, top1-acc=90.17%, top5-acc=99.38%, remaining_time=0:00:55.170720, arrival_time=2021-04-15 01:08:21.447514, cost_time=0:01:10.567188 2021-04-15 01:07:32,674 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.3218, top1-acc=90.05%, top5-acc=99.38%, remaining_time=0:00:48.744500, arrival_time=2021-04-15 01:08:21.419050, cost_time=0:01:16.964947 2021-04-15 01:07:39,081 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3236, top1-acc=89.98%, top5-acc=99.40%, remaining_time=0:00:42.326988, arrival_time=2021-04-15 01:08:21.408076, cost_time=0:01:23.371390 2021-04-15 01:07:45,488 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3258, top1-acc=89.92%, top5-acc=99.39%, remaining_time=0:00:35.911624, arrival_time=2021-04-15 01:08:21.400461, cost_time=0:01:29.779048 2021-04-15 01:07:51,898 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=2.16ms, fps=399 images/s, loss=0.3292, top1-acc=89.78%, top5-acc=99.39%, remaining_time=0:00:29.497914, arrival_time=2021-04-15 01:08:21.396456, cost_time=0:01:36.188840 2021-04-15 01:07:58,299 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3308, top1-acc=89.75%, top5-acc=99.37%, remaining_time=0:00:23.082768, arrival_time=2021-04-15 01:08:21.382522, cost_time=0:01:42.590134 2021-04-15 01:08:04,709 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.3327, top1-acc=89.67%, top5-acc=99.36%, remaining_time=0:00:16.670498, arrival_time=2021-04-15 01:08:21.379560, cost_time=0:01:48.999364 2021-04-15 01:08:11,114 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3349, top1-acc=89.62%, top5-acc=99.36%, remaining_time=0:00:10.258240, arrival_time=2021-04-15 01:08:21.372964, cost_time=0:01:55.405113 2021-04-15 01:08:17,518 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.3369, top1-acc=89.56%, top5-acc=99.34%, remaining_time=0:00:03.846588, arrival_time=2021-04-15 01:08:21.364770, cost_time=0:02:01.808581 2021-04-15 01:08:20,917 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.3394, top1-acc=89.53%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:20.917183, cost_time=0:02:05.207578 2021-04-15 01:08:23,238 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.38ms, fps=1104 images/s, loss=1.8863, top1-acc=56.13%, top5-acc=82.07%, remaining_time=0:00:06.956820, arrival_time=2021-04-15 01:08:30.194843, cost_time=0:00:02.318941 2021-04-15 01:08:25,443 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.40ms, fps=1161 images/s, loss=1.9123, top1-acc=55.47%, top5-acc=81.93%, remaining_time=0:00:04.524000, arrival_time=2021-04-15 01:08:29.967067, cost_time=0:00:04.523997 2021-04-15 01:08:27,647 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.60ms, fps=1162 images/s, loss=1.8966, top1-acc=55.77%, top5-acc=82.06%, remaining_time=0:00:02.242790, arrival_time=2021-04-15 01:08:29.890331, cost_time=0:00:06.728369 2021-04-15 01:08:29,647 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=1.91ms, fps=1161 images/s, loss=1.9173, top1-acc=55.61%, top5-acc=81.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:29.646951, cost_time=0:00:08.727878 2021-04-15 01:08:31,066 INFO : Epoch=0074 complete, best val top1-acc=61.49%, top5-acc=86.66% (epoch=70), remaining_time=4:45:12.723768, arrival_time=2021-04-15 05:53:43.789903, cost_time=2:47:30.329848 2021-04-15 01:08:31,067 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 01:08:37,653 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.37ms, fps=389 images/s, loss=0.3380, top1-acc=89.84%, top5-acc=99.37%, remaining_time=0:02:02.504808, arrival_time=2021-04-15 01:10:40.158740, cost_time=0:00:06.586282 2021-04-15 01:08:44,054 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.3315, top1-acc=90.39%, top5-acc=99.49%, remaining_time=0:01:54.287536, arrival_time=2021-04-15 01:10:38.342402, cost_time=0:00:12.987218 2021-04-15 01:08:50,453 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3271, top1-acc=90.04%, top5-acc=99.52%, remaining_time=0:01:47.265714, arrival_time=2021-04-15 01:10:37.718728, cost_time=0:00:19.385361 2021-04-15 01:08:56,849 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=2.10ms, fps=400 images/s, loss=0.3227, top1-acc=90.14%, top5-acc=99.54%, remaining_time=0:01:40.549176, arrival_time=2021-04-15 01:10:37.398649, cost_time=0:00:25.781826 2021-04-15 01:09:03,248 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.3223, top1-acc=90.18%, top5-acc=99.52%, remaining_time=0:01:33.968374, arrival_time=2021-04-15 01:10:37.217052, cost_time=0:00:32.180928 2021-04-15 01:09:09,642 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3192, top1-acc=90.26%, top5-acc=99.49%, remaining_time=0:01:27.436984, arrival_time=2021-04-15 01:10:37.079770, cost_time=0:00:38.575138 2021-04-15 01:09:16,043 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3225, top1-acc=90.08%, top5-acc=99.47%, remaining_time=0:01:20.956638, arrival_time=2021-04-15 01:10:37.000208, cost_time=0:00:44.975903 2021-04-15 01:09:22,437 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.3230, top1-acc=90.08%, top5-acc=99.45%, remaining_time=0:01:14.486964, arrival_time=2021-04-15 01:10:36.924909, cost_time=0:00:51.370289 2021-04-15 01:09:28,833 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3225, top1-acc=90.05%, top5-acc=99.45%, remaining_time=0:01:08.035146, arrival_time=2021-04-15 01:10:36.868511, cost_time=0:00:57.765733 2021-04-15 01:09:35,247 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.3246, top1-acc=90.04%, top5-acc=99.45%, remaining_time=0:01:01.612800, arrival_time=2021-04-15 01:10:36.860496, cost_time=0:01:04.179955 2021-04-15 01:09:41,654 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3250, top1-acc=90.04%, top5-acc=99.42%, remaining_time=0:00:55.186372, arrival_time=2021-04-15 01:10:36.841277, cost_time=0:01:10.587250 2021-04-15 01:09:48,053 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.72ms, fps=400 images/s, loss=0.3277, top1-acc=89.95%, top5-acc=99.41%, remaining_time=0:00:48.757800, arrival_time=2021-04-15 01:10:36.811443, cost_time=0:01:16.986000 2021-04-15 01:09:54,451 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.3275, top1-acc=89.95%, top5-acc=99.42%, remaining_time=0:00:42.333192, arrival_time=2021-04-15 01:10:36.784394, cost_time=0:01:23.383557 2021-04-15 01:10:00,860 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.3279, top1-acc=89.91%, top5-acc=99.43%, remaining_time=0:00:35.917112, arrival_time=2021-04-15 01:10:36.777481, cost_time=0:01:29.792726 2021-04-15 01:10:07,274 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.3279, top1-acc=89.93%, top5-acc=99.42%, remaining_time=0:00:29.503526, arrival_time=2021-04-15 01:10:36.778411, cost_time=0:01:36.207137 2021-04-15 01:10:13,671 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.3292, top1-acc=89.90%, top5-acc=99.41%, remaining_time=0:00:23.085720, arrival_time=2021-04-15 01:10:36.756632, cost_time=0:01:42.603165 2021-04-15 01:10:20,074 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.3316, top1-acc=89.79%, top5-acc=99.39%, remaining_time=0:00:16.671616, arrival_time=2021-04-15 01:10:36.746055, cost_time=0:01:49.006706 2021-04-15 01:10:26,477 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=2.02ms, fps=400 images/s, loss=0.3347, top1-acc=89.71%, top5-acc=99.38%, remaining_time=0:00:10.258640, arrival_time=2021-04-15 01:10:36.736112, cost_time=0:01:55.409741 2021-04-15 01:10:32,873 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.3355, top1-acc=89.68%, top5-acc=99.38%, remaining_time=0:00:03.846498, arrival_time=2021-04-15 01:10:36.720056, cost_time=0:02:01.805843 2021-04-15 01:10:36,272 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3363, top1-acc=89.66%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:36.272657, cost_time=0:02:05.205009 2021-04-15 01:10:38,653 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.35ms, fps=1076 images/s, loss=1.6243, top1-acc=61.52%, top5-acc=86.56%, remaining_time=0:00:07.136040, arrival_time=2021-04-15 01:10:45.789286, cost_time=0:00:02.378676 2021-04-15 01:10:40,856 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.48ms, fps=1162 images/s, loss=1.6367, top1-acc=61.62%, top5-acc=86.43%, remaining_time=0:00:04.582180, arrival_time=2021-04-15 01:10:45.438908, cost_time=0:00:04.582188 2021-04-15 01:10:43,058 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.55ms, fps=1163 images/s, loss=1.6290, top1-acc=61.81%, top5-acc=86.33%, remaining_time=0:00:02.261350, arrival_time=2021-04-15 01:10:45.319934, cost_time=0:00:06.784043 2021-04-15 01:10:45,058 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=1.22ms, fps=1160 images/s, loss=1.6392, top1-acc=61.56%, top5-acc=86.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:45.058291, cost_time=0:00:08.783766 2021-04-15 01:10:48,110 INFO : Epoch=0075 complete, best val top1-acc=61.56%, top5-acc=86.51% (epoch=75), remaining_time=4:42:58.957500, arrival_time=2021-04-15 05:53:47.068310, cost_time=2:49:47.374478 2021-04-15 01:10:48,112 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 01:10:54,688 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.64ms, fps=389 images/s, loss=0.2971, top1-acc=90.98%, top5-acc=99.69%, remaining_time=0:02:02.297976, arrival_time=2021-04-15 01:12:56.986312, cost_time=0:00:06.575158 2021-04-15 01:11:01,090 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.2965, top1-acc=91.21%, top5-acc=99.59%, remaining_time=0:01:54.199008, arrival_time=2021-04-15 01:12:55.289252, cost_time=0:00:12.977163 2021-04-15 01:11:07,485 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2907, top1-acc=91.30%, top5-acc=99.57%, remaining_time=0:01:47.191678, arrival_time=2021-04-15 01:12:54.676671, cost_time=0:00:19.371996 2021-04-15 01:11:13,884 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.81ms, fps=400 images/s, loss=0.2879, top1-acc=91.40%, top5-acc=99.57%, remaining_time=0:01:40.506744, arrival_time=2021-04-15 01:12:54.390781, cost_time=0:00:25.770954 2021-04-15 01:11:20,279 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.81ms, fps=400 images/s, loss=0.2912, top1-acc=91.31%, top5-acc=99.58%, remaining_time=0:01:33.925888, arrival_time=2021-04-15 01:12:54.205349, cost_time=0:00:32.166421 2021-04-15 01:11:26,682 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.2911, top1-acc=91.30%, top5-acc=99.56%, remaining_time=0:01:27.423656, arrival_time=2021-04-15 01:12:54.105877, cost_time=0:00:38.569241 2021-04-15 01:11:33,075 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2925, top1-acc=91.19%, top5-acc=99.54%, remaining_time=0:01:20.931942, arrival_time=2021-04-15 01:12:54.007115, cost_time=0:00:44.962202 2021-04-15 01:11:39,472 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2896, top1-acc=91.27%, top5-acc=99.54%, remaining_time=0:01:14.471420, arrival_time=2021-04-15 01:12:53.944139, cost_time=0:00:51.359600 2021-04-15 01:11:45,868 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.2907, top1-acc=91.28%, top5-acc=99.53%, remaining_time=0:01:08.023592, arrival_time=2021-04-15 01:12:53.892464, cost_time=0:00:57.755887 2021-04-15 01:11:52,277 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.2928, top1-acc=91.20%, top5-acc=99.53%, remaining_time=0:01:01.597920, arrival_time=2021-04-15 01:12:53.875380, cost_time=0:01:04.164479 2021-04-15 01:11:58,680 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2931, top1-acc=91.19%, top5-acc=99.51%, remaining_time=0:00:55.170634, arrival_time=2021-04-15 01:12:53.850679, cost_time=0:01:10.567055 2021-04-15 01:12:05,078 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.2970, top1-acc=91.07%, top5-acc=99.51%, remaining_time=0:00:48.744728, arrival_time=2021-04-15 01:12:53.823036, cost_time=0:01:16.965335 2021-04-15 01:12:11,482 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.2975, top1-acc=91.05%, top5-acc=99.50%, remaining_time=0:00:42.326130, arrival_time=2021-04-15 01:12:53.808860, cost_time=0:01:23.369666 2021-04-15 01:12:17,874 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.2992, top1-acc=91.00%, top5-acc=99.49%, remaining_time=0:00:35.904680, arrival_time=2021-04-15 01:12:53.779406, cost_time=0:01:29.761728 2021-04-15 01:12:24,279 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.3016, top1-acc=90.90%, top5-acc=99.50%, remaining_time=0:00:29.490922, arrival_time=2021-04-15 01:12:53.770183, cost_time=0:01:36.166034 2021-04-15 01:12:30,674 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.3058, top1-acc=90.76%, top5-acc=99.47%, remaining_time=0:00:23.076216, arrival_time=2021-04-15 01:12:53.750307, cost_time=0:01:42.560995 2021-04-15 01:12:37,075 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3081, top1-acc=90.65%, top5-acc=99.47%, remaining_time=0:00:16.664830, arrival_time=2021-04-15 01:12:53.740297, cost_time=0:01:48.962295 2021-04-15 01:12:43,476 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.85ms, fps=400 images/s, loss=0.3106, top1-acc=90.56%, top5-acc=99.46%, remaining_time=0:00:10.254576, arrival_time=2021-04-15 01:12:53.731468, cost_time=0:01:55.363918 2021-04-15 01:12:49,872 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3129, top1-acc=90.47%, top5-acc=99.45%, remaining_time=0:00:03.845022, arrival_time=2021-04-15 01:12:53.717037, cost_time=0:02:01.758958 2021-04-15 01:12:53,266 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.3156, top1-acc=90.40%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:53.266416, cost_time=0:02:05.153446 2021-04-15 01:12:55,604 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.34ms, fps=1096 images/s, loss=1.7253, top1-acc=59.61%, top5-acc=86.05%, remaining_time=0:00:07.006680, arrival_time=2021-04-15 01:13:02.610700, cost_time=0:00:02.335556 2021-04-15 01:12:57,810 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.90ms, fps=1161 images/s, loss=1.6890, top1-acc=61.09%, top5-acc=86.21%, remaining_time=0:00:04.541560, arrival_time=2021-04-15 01:13:02.351572, cost_time=0:00:04.541564 2021-04-15 01:13:00,013 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.26ms, fps=1162 images/s, loss=1.6832, top1-acc=60.90%, top5-acc=86.21%, remaining_time=0:00:02.248210, arrival_time=2021-04-15 01:13:02.261882, cost_time=0:00:06.744640 2021-04-15 01:13:02,013 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=1.22ms, fps=1161 images/s, loss=1.6729, top1-acc=61.05%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:02.013525, cost_time=0:00:08.745091 2021-04-15 01:13:03,463 INFO : Epoch=0076 complete, best val top1-acc=61.56%, top5-acc=86.51% (epoch=75), remaining_time=4:40:42.343896, arrival_time=2021-04-15 05:53:45.807083, cost_time=2:52:02.726897 2021-04-15 01:13:03,465 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 01:13:09,996 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.75ms, fps=392 images/s, loss=0.3530, top1-acc=89.26%, top5-acc=99.41%, remaining_time=0:02:01.480878, arrival_time=2021-04-15 01:15:11.477537, cost_time=0:00:06.531226 2021-04-15 01:13:16,393 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3387, top1-acc=89.53%, top5-acc=99.36%, remaining_time=0:01:53.768160, arrival_time=2021-04-15 01:15:10.161809, cost_time=0:00:12.928192 2021-04-15 01:13:22,789 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3271, top1-acc=89.96%, top5-acc=99.37%, remaining_time=0:01:46.925912, arrival_time=2021-04-15 01:15:09.715195, cost_time=0:00:19.323954 2021-04-15 01:13:29,190 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3196, top1-acc=90.21%, top5-acc=99.47%, remaining_time=0:01:40.326876, arrival_time=2021-04-15 01:15:09.517128, cost_time=0:00:25.724825 2021-04-15 01:13:35,589 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3172, top1-acc=90.35%, top5-acc=99.47%, remaining_time=0:01:33.801204, arrival_time=2021-04-15 01:15:09.390232, cost_time=0:00:32.123685 2021-04-15 01:13:41,988 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=2.38ms, fps=400 images/s, loss=0.3148, top1-acc=90.44%, top5-acc=99.50%, remaining_time=0:01:27.318528, arrival_time=2021-04-15 01:15:09.306821, cost_time=0:00:38.522865 2021-04-15 01:13:48,385 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3146, top1-acc=90.39%, top5-acc=99.50%, remaining_time=0:01:20.856594, arrival_time=2021-04-15 01:15:09.242347, cost_time=0:00:44.920317 2021-04-15 01:13:54,790 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.3157, top1-acc=90.29%, top5-acc=99.53%, remaining_time=0:01:14.421424, arrival_time=2021-04-15 01:15:09.211977, cost_time=0:00:51.325123 2021-04-15 01:14:01,186 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.3132, top1-acc=90.39%, top5-acc=99.52%, remaining_time=0:01:07.982888, arrival_time=2021-04-15 01:15:09.169505, cost_time=0:00:57.721283 2021-04-15 01:14:07,585 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3120, top1-acc=90.48%, top5-acc=99.53%, remaining_time=0:01:01.555104, arrival_time=2021-04-15 01:15:09.140416, cost_time=0:01:04.119876 2021-04-15 01:14:13,983 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3121, top1-acc=90.44%, top5-acc=99.53%, remaining_time=0:00:55.132106, arrival_time=2021-04-15 01:15:09.115270, cost_time=0:01:10.517830 2021-04-15 01:14:20,388 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3140, top1-acc=90.33%, top5-acc=99.52%, remaining_time=0:00:48.717824, arrival_time=2021-04-15 01:15:09.106037, cost_time=0:01:16.922880 2021-04-15 01:14:26,790 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3145, top1-acc=90.32%, top5-acc=99.52%, remaining_time=0:00:42.303690, arrival_time=2021-04-15 01:15:09.094530, cost_time=0:01:23.325421 2021-04-15 01:14:33,194 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.3151, top1-acc=90.29%, top5-acc=99.52%, remaining_time=0:00:35.891576, arrival_time=2021-04-15 01:15:09.085821, cost_time=0:01:29.728903 2021-04-15 01:14:39,590 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.3172, top1-acc=90.20%, top5-acc=99.52%, remaining_time=0:00:29.478502, arrival_time=2021-04-15 01:15:09.069321, cost_time=0:01:36.125489 2021-04-15 01:14:45,984 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.3187, top1-acc=90.18%, top5-acc=99.50%, remaining_time=0:00:23.066784, arrival_time=2021-04-15 01:15:09.051153, cost_time=0:01:42.519031 2021-04-15 01:14:52,383 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3216, top1-acc=90.06%, top5-acc=99.47%, remaining_time=0:00:16.658148, arrival_time=2021-04-15 01:15:09.042085, cost_time=0:01:48.918606 2021-04-15 01:14:58,778 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.3234, top1-acc=90.00%, top5-acc=99.47%, remaining_time=0:00:10.250080, arrival_time=2021-04-15 01:15:09.028908, cost_time=0:01:55.313423 2021-04-15 01:15:05,178 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.3266, top1-acc=89.94%, top5-acc=99.45%, remaining_time=0:00:03.843564, arrival_time=2021-04-15 01:15:09.021710, cost_time=0:02:01.712785 2021-04-15 01:15:08,572 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.3277, top1-acc=89.92%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:08.572690, cost_time=0:02:05.107325 2021-04-15 01:15:10,953 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.54ms, fps=1077 images/s, loss=1.7065, top1-acc=59.77%, top5-acc=84.37%, remaining_time=0:00:07.133580, arrival_time=2021-04-15 01:15:18.086858, cost_time=0:00:02.377856 2021-04-15 01:15:13,155 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.34ms, fps=1163 images/s, loss=1.6973, top1-acc=60.27%, top5-acc=85.16%, remaining_time=0:00:04.579640, arrival_time=2021-04-15 01:15:17.734697, cost_time=0:00:04.579649 2021-04-15 01:15:15,355 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.44ms, fps=1163 images/s, loss=1.6881, top1-acc=60.30%, top5-acc=85.33%, remaining_time=0:00:02.260130, arrival_time=2021-04-15 01:15:17.615931, cost_time=0:00:06.780381 2021-04-15 01:15:17,350 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=1.18ms, fps=1163 images/s, loss=1.6881, top1-acc=60.28%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:17.350291, cost_time=0:00:08.774900 2021-04-15 01:15:18,727 INFO : Epoch=0077 complete, best val top1-acc=61.56%, top5-acc=86.51% (epoch=75), remaining_time=4:38:25.622487, arrival_time=2021-04-15 05:53:44.350095, cost_time=2:54:17.991331 2021-04-15 01:15:18,728 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 01:15:25,302 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.35ms, fps=389 images/s, loss=0.3108, top1-acc=91.33%, top5-acc=99.61%, remaining_time=0:02:02.262636, arrival_time=2021-04-15 01:17:27.564965, cost_time=0:00:06.573260 2021-04-15 01:15:31,696 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.3041, top1-acc=91.09%, top5-acc=99.61%, remaining_time=0:01:54.115760, arrival_time=2021-04-15 01:17:25.812525, cost_time=0:00:12.967691 2021-04-15 01:15:38,091 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3001, top1-acc=91.16%, top5-acc=99.56%, remaining_time=0:01:47.135736, arrival_time=2021-04-15 01:17:25.226679, cost_time=0:00:19.361868 2021-04-15 01:15:44,485 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.2933, top1-acc=91.22%, top5-acc=99.58%, remaining_time=0:01:40.447464, arrival_time=2021-04-15 01:17:24.932388, cost_time=0:00:25.755750 2021-04-15 01:15:50,887 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2880, top1-acc=91.36%, top5-acc=99.54%, remaining_time=0:01:33.901652, arrival_time=2021-04-15 01:17:24.788750, cost_time=0:00:32.158116 2021-04-15 01:15:57,284 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2873, top1-acc=91.30%, top5-acc=99.53%, remaining_time=0:01:27.393056, arrival_time=2021-04-15 01:17:24.677809, cost_time=0:00:38.555775 2021-04-15 01:16:03,679 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2865, top1-acc=91.28%, top5-acc=99.54%, remaining_time=0:01:20.911152, arrival_time=2021-04-15 01:17:24.590774, cost_time=0:00:44.950646 2021-04-15 01:16:10,078 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2850, top1-acc=91.40%, top5-acc=99.57%, remaining_time=0:01:14.456340, arrival_time=2021-04-15 01:17:24.534663, cost_time=0:00:51.349232 2021-04-15 01:16:16,473 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2849, top1-acc=91.38%, top5-acc=99.58%, remaining_time=0:01:08.009706, arrival_time=2021-04-15 01:17:24.482826, cost_time=0:00:57.744127 2021-04-15 01:16:22,869 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2829, top1-acc=91.48%, top5-acc=99.59%, remaining_time=0:01:01.574688, arrival_time=2021-04-15 01:17:24.443949, cost_time=0:01:04.140279 2021-04-15 01:16:29,261 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.79ms, fps=400 images/s, loss=0.2823, top1-acc=91.51%, top5-acc=99.60%, remaining_time=0:00:55.143802, arrival_time=2021-04-15 01:17:24.405547, cost_time=0:01:10.532769 2021-04-15 01:16:35,653 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.2849, top1-acc=91.41%, top5-acc=99.57%, remaining_time=0:00:48.718736, arrival_time=2021-04-15 01:17:24.372032, cost_time=0:01:16.924338 2021-04-15 01:16:42,045 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.2857, top1-acc=91.34%, top5-acc=99.57%, remaining_time=0:00:42.299136, arrival_time=2021-04-15 01:17:24.344695, cost_time=0:01:23.316492 2021-04-15 01:16:48,443 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2886, top1-acc=91.26%, top5-acc=99.57%, remaining_time=0:00:35.885584, arrival_time=2021-04-15 01:17:24.328544, cost_time=0:01:29.713970 2021-04-15 01:16:54,837 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2913, top1-acc=91.13%, top5-acc=99.56%, remaining_time=0:00:29.473396, arrival_time=2021-04-15 01:17:24.311229, cost_time=0:01:36.108856 2021-04-15 01:17:01,238 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2951, top1-acc=91.02%, top5-acc=99.54%, remaining_time=0:00:23.064624, arrival_time=2021-04-15 01:17:24.302987, cost_time=0:01:42.509378 2021-04-15 01:17:07,641 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.2982, top1-acc=90.90%, top5-acc=99.53%, remaining_time=0:00:16.657264, arrival_time=2021-04-15 01:17:24.299131, cost_time=0:01:48.912895 2021-04-15 01:17:14,041 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3025, top1-acc=90.77%, top5-acc=99.49%, remaining_time=0:00:10.250016, arrival_time=2021-04-15 01:17:24.291836, cost_time=0:01:55.312740 2021-04-15 01:17:20,436 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.3066, top1-acc=90.61%, top5-acc=99.47%, remaining_time=0:00:03.843378, arrival_time=2021-04-15 01:17:24.279421, cost_time=0:02:01.707063 2021-04-15 01:17:23,838 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.3086, top1-acc=90.58%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:23.838337, cost_time=0:02:05.109356 2021-04-15 01:17:26,154 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.39ms, fps=1106 images/s, loss=1.9171, top1-acc=58.12%, top5-acc=85.00%, remaining_time=0:00:06.942030, arrival_time=2021-04-15 01:17:33.096250, cost_time=0:00:02.314012 2021-04-15 01:17:28,355 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.30ms, fps=1163 images/s, loss=1.9158, top1-acc=58.14%, top5-acc=84.92%, remaining_time=0:00:04.515580, arrival_time=2021-04-15 01:17:32.871352, cost_time=0:00:04.515578 2021-04-15 01:17:30,560 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.89ms, fps=1161 images/s, loss=1.8990, top1-acc=58.83%, top5-acc=84.93%, remaining_time=0:00:02.240090, arrival_time=2021-04-15 01:17:32.800584, cost_time=0:00:06.720283 2021-04-15 01:17:32,556 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=1.25ms, fps=1162 images/s, loss=1.8627, top1-acc=58.85%, top5-acc=85.01%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:32.556636, cost_time=0:00:08.716470 2021-04-15 01:17:34,194 INFO : Epoch=0078 complete, best val top1-acc=61.56%, top5-acc=86.51% (epoch=75), remaining_time=4:36:09.255296, arrival_time=2021-04-15 05:53:43.449923, cost_time=2:56:33.458300 2021-04-15 01:17:34,195 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 01:17:40,773 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.42ms, fps=389 images/s, loss=0.3309, top1-acc=89.92%, top5-acc=99.45%, remaining_time=0:02:02.329968, arrival_time=2021-04-15 01:19:43.103099, cost_time=0:00:06.576876 2021-04-15 01:17:47,168 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.3184, top1-acc=90.31%, top5-acc=99.51%, remaining_time=0:01:54.152016, arrival_time=2021-04-15 01:19:41.320021, cost_time=0:00:12.971828 2021-04-15 01:17:53,564 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3109, top1-acc=90.65%, top5-acc=99.44%, remaining_time=0:01:47.169102, arrival_time=2021-04-15 01:19:40.733196, cost_time=0:00:19.367924 2021-04-15 01:17:59,960 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.3020, top1-acc=90.75%, top5-acc=99.50%, remaining_time=0:01:40.479132, arrival_time=2021-04-15 01:19:40.439095, cost_time=0:00:25.763887 2021-04-15 01:18:06,362 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2955, top1-acc=90.98%, top5-acc=99.53%, remaining_time=0:01:33.923990, arrival_time=2021-04-15 01:19:40.285909, cost_time=0:00:32.165754 2021-04-15 01:18:12,755 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2941, top1-acc=91.04%, top5-acc=99.56%, remaining_time=0:01:27.401896, arrival_time=2021-04-15 01:19:40.157615, cost_time=0:00:38.559636 2021-04-15 01:18:19,146 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.2936, top1-acc=91.11%, top5-acc=99.53%, remaining_time=0:01:20.910900, arrival_time=2021-04-15 01:19:40.057513, cost_time=0:00:44.950532 2021-04-15 01:18:25,543 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.2960, top1-acc=91.00%, top5-acc=99.53%, remaining_time=0:01:14.453440, arrival_time=2021-04-15 01:19:39.996792, cost_time=0:00:51.347175 2021-04-15 01:18:31,935 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.2947, top1-acc=91.05%, top5-acc=99.51%, remaining_time=0:01:08.004512, arrival_time=2021-04-15 01:19:39.940318, cost_time=0:00:57.739716 2021-04-15 01:18:38,337 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2983, top1-acc=90.96%, top5-acc=99.48%, remaining_time=0:01:01.575456, arrival_time=2021-04-15 01:19:39.912680, cost_time=0:01:04.141100 2021-04-15 01:18:44,731 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.2992, top1-acc=90.88%, top5-acc=99.49%, remaining_time=0:00:55.146210, arrival_time=2021-04-15 01:19:39.878146, cost_time=0:01:10.535858 2021-04-15 01:18:51,127 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2996, top1-acc=90.86%, top5-acc=99.50%, remaining_time=0:00:48.722992, arrival_time=2021-04-15 01:19:39.850079, cost_time=0:01:16.931016 2021-04-15 01:18:57,525 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3006, top1-acc=90.82%, top5-acc=99.50%, remaining_time=0:00:42.305868, arrival_time=2021-04-15 01:19:39.831758, cost_time=0:01:23.329737 2021-04-15 01:19:03,930 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.3009, top1-acc=90.80%, top5-acc=99.50%, remaining_time=0:00:35.893704, arrival_time=2021-04-15 01:19:39.824101, cost_time=0:01:29.734249 2021-04-15 01:19:10,329 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3040, top1-acc=90.71%, top5-acc=99.50%, remaining_time=0:00:29.480802, arrival_time=2021-04-15 01:19:39.809892, cost_time=0:01:36.133011 2021-04-15 01:19:16,723 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.3078, top1-acc=90.59%, top5-acc=99.48%, remaining_time=0:00:23.068584, arrival_time=2021-04-15 01:19:39.791657, cost_time=0:01:42.527001 2021-04-15 01:19:23,125 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.3097, top1-acc=90.52%, top5-acc=99.48%, remaining_time=0:00:16.659760, arrival_time=2021-04-15 01:19:39.785024, cost_time=0:01:48.929135 2021-04-15 01:19:29,528 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.3117, top1-acc=90.48%, top5-acc=99.47%, remaining_time=0:00:10.251776, arrival_time=2021-04-15 01:19:39.780353, cost_time=0:01:55.332486 2021-04-15 01:19:35,922 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.3142, top1-acc=90.41%, top5-acc=99.48%, remaining_time=0:00:03.843978, arrival_time=2021-04-15 01:19:39.766269, cost_time=0:02:01.726043 2021-04-15 01:19:39,326 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3167, top1-acc=90.37%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:39.326615, cost_time=0:02:05.130529 2021-04-15 01:19:41,639 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.37ms, fps=1108 images/s, loss=1.6090, top1-acc=62.38%, top5-acc=88.01%, remaining_time=0:00:06.933930, arrival_time=2021-04-15 01:19:48.573750, cost_time=0:00:02.311309 2021-04-15 01:19:43,840 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.39ms, fps=1163 images/s, loss=1.5924, top1-acc=62.87%, top5-acc=88.01%, remaining_time=0:00:04.511920, arrival_time=2021-04-15 01:19:48.352347, cost_time=0:00:04.511915 2021-04-15 01:19:46,043 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.68ms, fps=1162 images/s, loss=1.6150, top1-acc=62.81%, top5-acc=87.54%, remaining_time=0:00:02.238410, arrival_time=2021-04-15 01:19:48.282152, cost_time=0:00:06.715233 2021-04-15 01:19:48,041 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=1.24ms, fps=1161 images/s, loss=1.6160, top1-acc=62.80%, top5-acc=87.32%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:48.041894, cost_time=0:00:08.713414 2021-04-15 01:19:50,925 INFO : Epoch=0079 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:33:54.847022, arrival_time=2021-04-15 05:53:45.772674, cost_time=2:58:50.189357 2021-04-15 01:19:50,926 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 01:19:57,481 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.34ms, fps=391 images/s, loss=0.2930, top1-acc=91.17%, top5-acc=99.61%, remaining_time=0:02:01.920582, arrival_time=2021-04-15 01:21:59.402427, cost_time=0:00:06.554869 2021-04-15 01:20:03,875 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2940, top1-acc=91.21%, top5-acc=99.71%, remaining_time=0:01:53.947152, arrival_time=2021-04-15 01:21:57.822688, cost_time=0:00:12.948539 2021-04-15 01:20:10,270 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2934, top1-acc=91.26%, top5-acc=99.67%, remaining_time=0:01:47.032318, arrival_time=2021-04-15 01:21:57.302512, cost_time=0:00:19.343196 2021-04-15 01:20:16,660 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.2900, top1-acc=91.31%, top5-acc=99.70%, remaining_time=0:01:40.359948, arrival_time=2021-04-15 01:21:57.020379, cost_time=0:00:25.733326 2021-04-15 01:20:23,057 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2898, top1-acc=91.32%, top5-acc=99.66%, remaining_time=0:01:33.822228, arrival_time=2021-04-15 01:21:56.880120, cost_time=0:00:32.130904 2021-04-15 01:20:29,457 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2921, top1-acc=91.24%, top5-acc=99.61%, remaining_time=0:01:27.335936, arrival_time=2021-04-15 01:21:56.793485, cost_time=0:00:38.530559 2021-04-15 01:20:35,853 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2896, top1-acc=91.31%, top5-acc=99.60%, remaining_time=0:01:20.868186, arrival_time=2021-04-15 01:21:56.721946, cost_time=0:00:44.926771 2021-04-15 01:20:42,251 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.2863, top1-acc=91.33%, top5-acc=99.60%, remaining_time=0:01:14.420844, arrival_time=2021-04-15 01:21:56.672548, cost_time=0:00:51.324722 2021-04-15 01:20:48,650 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2850, top1-acc=91.36%, top5-acc=99.59%, remaining_time=0:01:07.985432, arrival_time=2021-04-15 01:21:56.635983, cost_time=0:00:57.723479 2021-04-15 01:20:55,048 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2877, top1-acc=91.25%, top5-acc=99.60%, remaining_time=0:01:01.556736, arrival_time=2021-04-15 01:21:56.605322, cost_time=0:01:04.121593 2021-04-15 01:21:01,445 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2910, top1-acc=91.16%, top5-acc=99.59%, remaining_time=0:00:55.132536, arrival_time=2021-04-15 01:21:56.577888, cost_time=0:01:10.518365 2021-04-15 01:21:07,842 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2946, top1-acc=91.05%, top5-acc=99.57%, remaining_time=0:00:48.712884, arrival_time=2021-04-15 01:21:56.555006, cost_time=0:01:16.915131 2021-04-15 01:21:14,244 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.2971, top1-acc=90.95%, top5-acc=99.56%, remaining_time=0:00:42.299532, arrival_time=2021-04-15 01:21:56.543936, cost_time=0:01:23.317263 2021-04-15 01:21:20,645 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2996, top1-acc=90.85%, top5-acc=99.55%, remaining_time=0:00:35.887488, arrival_time=2021-04-15 01:21:56.533269, cost_time=0:01:29.718785 2021-04-15 01:21:27,050 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.3032, top1-acc=90.76%, top5-acc=99.54%, remaining_time=0:00:29.477766, arrival_time=2021-04-15 01:21:56.527928, cost_time=0:01:36.123131 2021-04-15 01:21:33,446 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3057, top1-acc=90.71%, top5-acc=99.52%, remaining_time=0:00:23.066964, arrival_time=2021-04-15 01:21:56.513829, cost_time=0:01:42.519848 2021-04-15 01:21:39,852 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.3092, top1-acc=90.59%, top5-acc=99.50%, remaining_time=0:00:16.659110, arrival_time=2021-04-15 01:21:56.511293, cost_time=0:01:48.925021 2021-04-15 01:21:46,255 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.3116, top1-acc=90.50%, top5-acc=99.50%, remaining_time=0:00:10.251424, arrival_time=2021-04-15 01:21:56.506998, cost_time=0:01:55.328490 2021-04-15 01:21:52,654 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.3140, top1-acc=90.39%, top5-acc=99.49%, remaining_time=0:00:03.844008, arrival_time=2021-04-15 01:21:56.498021, cost_time=0:02:01.726935 2021-04-15 01:21:56,051 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.3153, top1-acc=90.33%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:56.051675, cost_time=0:02:05.124625 2021-04-15 01:21:58,389 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.58ms, fps=1097 images/s, loss=1.6482, top1-acc=60.62%, top5-acc=86.68%, remaining_time=0:00:07.002510, arrival_time=2021-04-15 01:22:05.391418, cost_time=0:00:02.334171 2021-04-15 01:22:00,589 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.40ms, fps=1164 images/s, loss=1.6194, top1-acc=61.25%, top5-acc=86.54%, remaining_time=0:00:04.534460, arrival_time=2021-04-15 01:22:05.123460, cost_time=0:00:04.534466 2021-04-15 01:22:02,790 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.48ms, fps=1163 images/s, loss=1.6154, top1-acc=61.59%, top5-acc=86.58%, remaining_time=0:00:02.245280, arrival_time=2021-04-15 01:22:05.035680, cost_time=0:00:06.735849 2021-04-15 01:22:04,789 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=1.21ms, fps=1161 images/s, loss=1.6394, top1-acc=61.40%, top5-acc=86.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:04.789147, cost_time=0:00:08.734634 2021-04-15 01:22:06,286 INFO : Epoch=0080 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:31:38.325960, arrival_time=2021-04-15 05:53:44.612880, cost_time=3:01:05.550628 2021-04-15 01:22:06,288 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 01:22:12,871 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.36ms, fps=389 images/s, loss=0.2883, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:02:02.443986, arrival_time=2021-04-15 01:24:15.315432, cost_time=0:00:06.583009 2021-04-15 01:22:19,272 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.2849, top1-acc=91.13%, top5-acc=99.65%, remaining_time=0:01:54.258496, arrival_time=2021-04-15 01:24:13.530811, cost_time=0:00:12.983916 2021-04-15 01:22:25,677 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2812, top1-acc=91.30%, top5-acc=99.62%, remaining_time=0:01:47.288622, arrival_time=2021-04-15 01:24:12.966460, cost_time=0:00:19.389515 2021-04-15 01:22:32,075 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2807, top1-acc=91.49%, top5-acc=99.62%, remaining_time=0:01:40.568208, arrival_time=2021-04-15 01:24:12.643300, cost_time=0:00:25.786703 2021-04-15 01:22:38,472 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2780, top1-acc=91.56%, top5-acc=99.65%, remaining_time=0:01:33.977280, arrival_time=2021-04-15 01:24:12.449610, cost_time=0:00:32.184005 2021-04-15 01:22:44,870 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2773, top1-acc=91.62%, top5-acc=99.67%, remaining_time=0:01:27.453576, arrival_time=2021-04-15 01:24:12.324347, cost_time=0:00:38.582458 2021-04-15 01:22:51,269 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2779, top1-acc=91.61%, top5-acc=99.65%, remaining_time=0:01:20.965962, arrival_time=2021-04-15 01:24:12.235401, cost_time=0:00:44.981084 2021-04-15 01:22:57,670 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2776, top1-acc=91.61%, top5-acc=99.65%, remaining_time=0:01:14.503668, arrival_time=2021-04-15 01:24:12.173880, cost_time=0:00:51.381836 2021-04-15 01:23:04,079 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.2768, top1-acc=91.65%, top5-acc=99.67%, remaining_time=0:01:08.065144, arrival_time=2021-04-15 01:24:12.144641, cost_time=0:00:57.791167 2021-04-15 01:23:10,476 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2770, top1-acc=91.56%, top5-acc=99.67%, remaining_time=0:01:01.620576, arrival_time=2021-04-15 01:24:12.097014, cost_time=0:01:04.188114 2021-04-15 01:23:16,878 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2785, top1-acc=91.47%, top5-acc=99.66%, remaining_time=0:00:55.188780, arrival_time=2021-04-15 01:24:12.067404, cost_time=0:01:10.590309 2021-04-15 01:23:23,279 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2793, top1-acc=91.40%, top5-acc=99.66%, remaining_time=0:00:48.761220, arrival_time=2021-04-15 01:24:12.040979, cost_time=0:01:16.991447 2021-04-15 01:23:29,673 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2818, top1-acc=91.33%, top5-acc=99.65%, remaining_time=0:00:42.333984, arrival_time=2021-04-15 01:24:12.007470, cost_time=0:01:23.385076 2021-04-15 01:23:36,068 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2838, top1-acc=91.28%, top5-acc=99.64%, remaining_time=0:00:35.912016, arrival_time=2021-04-15 01:24:11.980301, cost_time=0:01:29.779974 2021-04-15 01:23:42,464 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2866, top1-acc=91.22%, top5-acc=99.62%, remaining_time=0:00:29.494050, arrival_time=2021-04-15 01:24:11.958633, cost_time=0:01:36.176242 2021-04-15 01:23:48,860 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2891, top1-acc=91.11%, top5-acc=99.63%, remaining_time=0:00:23.078736, arrival_time=2021-04-15 01:24:11.939166, cost_time=0:01:42.572116 2021-04-15 01:23:55,265 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2912, top1-acc=91.04%, top5-acc=99.62%, remaining_time=0:00:16.667118, arrival_time=2021-04-15 01:24:11.932856, cost_time=0:01:48.977368 2021-04-15 01:24:01,666 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2935, top1-acc=90.98%, top5-acc=99.61%, remaining_time=0:00:10.255808, arrival_time=2021-04-15 01:24:11.922022, cost_time=0:01:55.377899 2021-04-15 01:24:08,070 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.2955, top1-acc=90.91%, top5-acc=99.59%, remaining_time=0:00:03.845742, arrival_time=2021-04-15 01:24:11.915897, cost_time=0:02:01.781739 2021-04-15 01:24:11,468 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.2965, top1-acc=90.88%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:11.468092, cost_time=0:02:05.179776 2021-04-15 01:24:13,793 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.47ms, fps=1102 images/s, loss=1.7873, top1-acc=59.49%, top5-acc=84.77%, remaining_time=0:00:06.971010, arrival_time=2021-04-15 01:24:20.764730, cost_time=0:00:02.323669 2021-04-15 01:24:15,993 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.29ms, fps=1164 images/s, loss=1.7414, top1-acc=60.37%, top5-acc=85.78%, remaining_time=0:00:04.523600, arrival_time=2021-04-15 01:24:20.517235, cost_time=0:00:04.523605 2021-04-15 01:24:18,195 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.44ms, fps=1163 images/s, loss=1.7765, top1-acc=59.67%, top5-acc=85.66%, remaining_time=0:00:02.241690, arrival_time=2021-04-15 01:24:20.436803, cost_time=0:00:06.725075 2021-04-15 01:24:20,196 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=1.19ms, fps=1159 images/s, loss=1.8010, top1-acc=59.50%, top5-acc=85.24%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:20.196956, cost_time=0:00:08.726953 2021-04-15 01:24:21,526 INFO : Epoch=0081 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:29:21.655013, arrival_time=2021-04-15 05:53:43.181658, cost_time=3:03:20.790366 2021-04-15 01:24:21,527 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 01:24:28,100 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.53ms, fps=390 images/s, loss=0.3177, top1-acc=90.27%, top5-acc=99.30%, remaining_time=0:02:02.244036, arrival_time=2021-04-15 01:26:30.344464, cost_time=0:00:06.572260 2021-04-15 01:24:34,497 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2951, top1-acc=91.11%, top5-acc=99.45%, remaining_time=0:01:54.130368, arrival_time=2021-04-15 01:26:28.627753, cost_time=0:00:12.969355 2021-04-15 01:24:40,900 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.2843, top1-acc=91.45%, top5-acc=99.47%, remaining_time=0:01:47.195662, arrival_time=2021-04-15 01:26:28.096411, cost_time=0:00:19.372713 2021-04-15 01:24:47,299 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2811, top1-acc=91.60%, top5-acc=99.50%, remaining_time=0:01:40.507680, arrival_time=2021-04-15 01:26:27.806802, cost_time=0:00:25.771182 2021-04-15 01:24:53,705 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.2801, top1-acc=91.59%, top5-acc=99.52%, remaining_time=0:01:33.956694, arrival_time=2021-04-15 01:26:27.661691, cost_time=0:00:32.176968 2021-04-15 01:25:00,104 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=2.31ms, fps=400 images/s, loss=0.2777, top1-acc=91.60%, top5-acc=99.53%, remaining_time=0:01:27.440792, arrival_time=2021-04-15 01:26:27.545558, cost_time=0:00:38.576824 2021-04-15 01:25:06,500 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2753, top1-acc=91.71%, top5-acc=99.56%, remaining_time=0:01:20.950590, arrival_time=2021-04-15 01:26:27.451122, cost_time=0:00:44.972578 2021-04-15 01:25:12,896 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2762, top1-acc=91.65%, top5-acc=99.55%, remaining_time=0:01:14.484760, arrival_time=2021-04-15 01:26:27.381670, cost_time=0:00:51.368805 2021-04-15 01:25:19,294 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.75ms, fps=400 images/s, loss=0.2754, top1-acc=91.71%, top5-acc=99.58%, remaining_time=0:01:08.035676, arrival_time=2021-04-15 01:26:27.329745, cost_time=0:00:57.766108 2021-04-15 01:25:25,694 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2755, top1-acc=91.66%, top5-acc=99.58%, remaining_time=0:01:01.600128, arrival_time=2021-04-15 01:26:27.294897, cost_time=0:01:04.166810 2021-04-15 01:25:32,099 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2752, top1-acc=91.66%, top5-acc=99.59%, remaining_time=0:00:55.174504, arrival_time=2021-04-15 01:26:27.274437, cost_time=0:01:10.571987 2021-04-15 01:25:38,503 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.2740, top1-acc=91.69%, top5-acc=99.60%, remaining_time=0:00:48.751416, arrival_time=2021-04-15 01:26:27.255294, cost_time=0:01:16.975945 2021-04-15 01:25:44,903 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2736, top1-acc=91.67%, top5-acc=99.61%, remaining_time=0:00:42.329166, arrival_time=2021-04-15 01:26:27.232760, cost_time=0:01:23.375652 2021-04-15 01:25:51,301 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2754, top1-acc=91.63%, top5-acc=99.61%, remaining_time=0:00:35.909384, arrival_time=2021-04-15 01:26:27.210842, cost_time=0:01:29.773429 2021-04-15 01:25:57,704 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2759, top1-acc=91.60%, top5-acc=99.61%, remaining_time=0:00:29.494050, arrival_time=2021-04-15 01:26:27.198232, cost_time=0:01:36.176226 2021-04-15 01:26:04,109 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2786, top1-acc=91.52%, top5-acc=99.59%, remaining_time=0:00:23.080788, arrival_time=2021-04-15 01:26:27.190031, cost_time=0:01:42.581310 2021-04-15 01:26:10,505 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2802, top1-acc=91.45%, top5-acc=99.59%, remaining_time=0:00:16.667092, arrival_time=2021-04-15 01:26:27.172203, cost_time=0:01:48.977177 2021-04-15 01:26:16,898 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.2810, top1-acc=91.44%, top5-acc=99.59%, remaining_time=0:00:10.255120, arrival_time=2021-04-15 01:26:27.153097, cost_time=0:01:55.370036 2021-04-15 01:26:23,304 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.94ms, fps=400 images/s, loss=0.2830, top1-acc=91.34%, top5-acc=99.58%, remaining_time=0:00:03.845568, arrival_time=2021-04-15 01:26:27.149993, cost_time=0:02:01.776383 2021-04-15 01:26:26,704 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.2834, top1-acc=91.32%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:26.704097, cost_time=0:02:05.176064 2021-04-15 01:26:29,034 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.37ms, fps=1099 images/s, loss=1.6400, top1-acc=61.52%, top5-acc=87.11%, remaining_time=0:00:06.985110, arrival_time=2021-04-15 01:26:36.019708, cost_time=0:00:02.328374 2021-04-15 01:26:31,237 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.47ms, fps=1162 images/s, loss=1.6824, top1-acc=60.59%, top5-acc=86.64%, remaining_time=0:00:04.531160, arrival_time=2021-04-15 01:26:35.768440, cost_time=0:00:04.531160 2021-04-15 01:26:33,443 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=2.04ms, fps=1161 images/s, loss=1.6803, top1-acc=60.99%, top5-acc=86.46%, remaining_time=0:00:02.245750, arrival_time=2021-04-15 01:26:35.689232, cost_time=0:00:06.737257 2021-04-15 01:26:35,440 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=1.6652, top1-acc=61.05%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:35.440844, cost_time=0:00:08.734746 2021-04-15 01:26:36,960 INFO : Epoch=0082 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:27:05.298098, arrival_time=2021-04-15 05:53:42.258484, cost_time=3:05:36.224116 2021-04-15 01:26:36,961 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 01:26:43,558 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.38ms, fps=388 images/s, loss=0.3095, top1-acc=91.29%, top5-acc=99.45%, remaining_time=0:02:02.692296, arrival_time=2021-04-15 01:28:46.250443, cost_time=0:00:06.596362 2021-04-15 01:26:49,959 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2912, top1-acc=91.58%, top5-acc=99.61%, remaining_time=0:01:54.377824, arrival_time=2021-04-15 01:28:44.337087, cost_time=0:00:12.997475 2021-04-15 01:26:56,363 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2852, top1-acc=91.42%, top5-acc=99.66%, remaining_time=0:01:47.354690, arrival_time=2021-04-15 01:28:43.717788, cost_time=0:00:19.401436 2021-04-15 01:27:02,768 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2842, top1-acc=91.29%, top5-acc=99.63%, remaining_time=0:01:40.645116, arrival_time=2021-04-15 01:28:43.413318, cost_time=0:00:25.806442 2021-04-15 01:27:09,164 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2820, top1-acc=91.35%, top5-acc=99.64%, remaining_time=0:01:34.033052, arrival_time=2021-04-15 01:28:43.197847, cost_time=0:00:32.203111 2021-04-15 01:27:15,561 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2788, top1-acc=91.46%, top5-acc=99.64%, remaining_time=0:01:27.493560, arrival_time=2021-04-15 01:28:43.055301, cost_time=0:00:38.600075 2021-04-15 01:27:21,960 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2783, top1-acc=91.57%, top5-acc=99.61%, remaining_time=0:01:20.998092, arrival_time=2021-04-15 01:28:42.958682, cost_time=0:00:44.998913 2021-04-15 01:27:28,362 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2767, top1-acc=91.58%, top5-acc=99.62%, remaining_time=0:01:14.530348, arrival_time=2021-04-15 01:28:42.892349, cost_time=0:00:51.400257 2021-04-15 01:27:34,756 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2750, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:01:08.069702, arrival_time=2021-04-15 01:28:42.826443, cost_time=0:00:57.795062 2021-04-15 01:27:41,168 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.33ms, fps=399 images/s, loss=0.2733, top1-acc=91.71%, top5-acc=99.62%, remaining_time=0:01:01.638432, arrival_time=2021-04-15 01:28:42.806850, cost_time=0:01:04.206747 2021-04-15 01:27:47,577 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.2724, top1-acc=91.73%, top5-acc=99.60%, remaining_time=0:00:55.208990, arrival_time=2021-04-15 01:28:42.786818, cost_time=0:01:10.616161 2021-04-15 01:27:53,982 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.2731, top1-acc=91.71%, top5-acc=99.61%, remaining_time=0:00:48.779612, arrival_time=2021-04-15 01:28:42.761758, cost_time=0:01:17.020438 2021-04-15 01:28:00,376 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2762, top1-acc=91.65%, top5-acc=99.58%, remaining_time=0:00:42.348834, arrival_time=2021-04-15 01:28:42.724970, cost_time=0:01:23.414352 2021-04-15 01:28:06,776 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2800, top1-acc=91.56%, top5-acc=99.54%, remaining_time=0:00:35.925848, arrival_time=2021-04-15 01:28:42.702130, cost_time=0:01:29.814613 2021-04-15 01:28:13,175 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2818, top1-acc=91.50%, top5-acc=99.53%, remaining_time=0:00:29.505504, arrival_time=2021-04-15 01:28:42.680712, cost_time=0:01:36.213551 2021-04-15 01:28:19,578 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.2869, top1-acc=91.33%, top5-acc=99.52%, remaining_time=0:00:23.088780, arrival_time=2021-04-15 01:28:42.667285, cost_time=0:01:42.616837 2021-04-15 01:28:25,981 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.2894, top1-acc=91.26%, top5-acc=99.51%, remaining_time=0:00:16.673670, arrival_time=2021-04-15 01:28:42.655542, cost_time=0:01:49.020126 2021-04-15 01:28:32,381 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2922, top1-acc=91.16%, top5-acc=99.50%, remaining_time=0:00:10.259520, arrival_time=2021-04-15 01:28:42.640947, cost_time=0:01:55.419547 2021-04-15 01:28:38,781 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2963, top1-acc=90.96%, top5-acc=99.49%, remaining_time=0:00:03.846954, arrival_time=2021-04-15 01:28:42.628758, cost_time=0:02:01.820130 2021-04-15 01:28:42,176 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.2992, top1-acc=90.89%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:42.176787, cost_time=0:02:05.215117 2021-04-15 01:28:44,553 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.41ms, fps=1078 images/s, loss=1.7299, top1-acc=59.34%, top5-acc=85.66%, remaining_time=0:00:07.124970, arrival_time=2021-04-15 01:28:51.678735, cost_time=0:00:02.374989 2021-04-15 01:28:46,754 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.87ms, fps=1163 images/s, loss=1.7169, top1-acc=58.93%, top5-acc=85.96%, remaining_time=0:00:04.576120, arrival_time=2021-04-15 01:28:51.330905, cost_time=0:00:04.576117 2021-04-15 01:28:48,958 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.36ms, fps=1162 images/s, loss=1.6961, top1-acc=59.24%, top5-acc=86.00%, remaining_time=0:00:02.259800, arrival_time=2021-04-15 01:28:51.217881, cost_time=0:00:06.779393 2021-04-15 01:28:50,956 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=1.31ms, fps=1161 images/s, loss=1.6807, top1-acc=59.74%, top5-acc=85.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:50.956864, cost_time=0:00:08.778220 2021-04-15 01:28:52,514 INFO : Epoch=0083 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:24:49.133403, arrival_time=2021-04-15 05:53:41.648111, cost_time=3:07:51.778423 2021-04-15 01:28:52,515 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 01:28:59,083 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.49ms, fps=390 images/s, loss=0.3022, top1-acc=90.90%, top5-acc=99.57%, remaining_time=0:02:02.140248, arrival_time=2021-04-15 01:31:01.223198, cost_time=0:00:06.566680 2021-04-15 01:29:05,485 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.90ms, fps=400 images/s, loss=0.3031, top1-acc=90.72%, top5-acc=99.53%, remaining_time=0:01:54.125440, arrival_time=2021-04-15 01:30:59.610404, cost_time=0:00:12.968800 2021-04-15 01:29:11,889 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2867, top1-acc=91.29%, top5-acc=99.57%, remaining_time=0:01:47.199148, arrival_time=2021-04-15 01:30:59.088592, cost_time=0:00:19.373328 2021-04-15 01:29:18,283 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2811, top1-acc=91.37%, top5-acc=99.63%, remaining_time=0:01:40.490520, arrival_time=2021-04-15 01:30:58.773492, cost_time=0:00:25.766800 2021-04-15 01:29:24,677 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2789, top1-acc=91.46%, top5-acc=99.65%, remaining_time=0:01:33.911288, arrival_time=2021-04-15 01:30:58.588778, cost_time=0:00:32.161395 2021-04-15 01:29:31,069 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.66ms, fps=401 images/s, loss=0.2772, top1-acc=91.51%, top5-acc=99.64%, remaining_time=0:01:27.388160, arrival_time=2021-04-15 01:30:58.457863, cost_time=0:00:38.553613 2021-04-15 01:29:37,459 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.2769, top1-acc=91.40%, top5-acc=99.63%, remaining_time=0:01:20.898048, arrival_time=2021-04-15 01:30:58.357471, cost_time=0:00:44.943328 2021-04-15 01:29:43,860 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.2725, top1-acc=91.60%, top5-acc=99.64%, remaining_time=0:01:14.449264, arrival_time=2021-04-15 01:30:58.309811, cost_time=0:00:51.344330 2021-04-15 01:29:50,258 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2745, top1-acc=91.55%, top5-acc=99.63%, remaining_time=0:01:08.008010, arrival_time=2021-04-15 01:30:58.266730, cost_time=0:00:57.742626 2021-04-15 01:29:56,656 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2761, top1-acc=91.50%, top5-acc=99.63%, remaining_time=0:01:01.574880, arrival_time=2021-04-15 01:30:58.231443, cost_time=0:01:04.140464 2021-04-15 01:30:03,056 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2777, top1-acc=91.46%, top5-acc=99.62%, remaining_time=0:00:55.149736, arrival_time=2021-04-15 01:30:58.206220, cost_time=0:01:10.540387 2021-04-15 01:30:09,445 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.2785, top1-acc=91.41%, top5-acc=99.62%, remaining_time=0:00:48.722004, arrival_time=2021-04-15 01:30:58.167571, cost_time=0:01:16.929480 2021-04-15 01:30:15,844 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.2801, top1-acc=91.38%, top5-acc=99.62%, remaining_time=0:00:42.305076, arrival_time=2021-04-15 01:30:58.149389, cost_time=0:01:23.328126 2021-04-15 01:30:22,246 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2815, top1-acc=91.39%, top5-acc=99.60%, remaining_time=0:00:35.892024, arrival_time=2021-04-15 01:30:58.138247, cost_time=0:01:29.730094 2021-04-15 01:30:28,653 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2823, top1-acc=91.37%, top5-acc=99.60%, remaining_time=0:00:29.481998, arrival_time=2021-04-15 01:30:58.135004, cost_time=0:01:36.136923 2021-04-15 01:30:35,055 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2838, top1-acc=91.35%, top5-acc=99.58%, remaining_time=0:00:23.071464, arrival_time=2021-04-15 01:30:58.127416, cost_time=0:01:42.539860 2021-04-15 01:30:41,454 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2860, top1-acc=91.23%, top5-acc=99.58%, remaining_time=0:00:16.661086, arrival_time=2021-04-15 01:30:58.115275, cost_time=0:01:48.937907 2021-04-15 01:30:47,850 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2870, top1-acc=91.22%, top5-acc=99.57%, remaining_time=0:00:10.251952, arrival_time=2021-04-15 01:30:58.102463, cost_time=0:01:55.334427 2021-04-15 01:30:54,247 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.2891, top1-acc=91.17%, top5-acc=99.56%, remaining_time=0:00:03.844134, arrival_time=2021-04-15 01:30:58.091201, cost_time=0:02:01.730976 2021-04-15 01:30:57,645 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.2906, top1-acc=91.15%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:57.645429, cost_time=0:02:05.129340 2021-04-15 01:31:00,026 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.48ms, fps=1076 images/s, loss=1.7427, top1-acc=58.67%, top5-acc=85.16%, remaining_time=0:00:07.136520, arrival_time=2021-04-15 01:31:07.162739, cost_time=0:00:02.378838 2021-04-15 01:31:02,229 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.43ms, fps=1162 images/s, loss=1.7215, top1-acc=59.34%, top5-acc=85.88%, remaining_time=0:00:04.581840, arrival_time=2021-04-15 01:31:06.811041, cost_time=0:00:04.581830 2021-04-15 01:31:04,428 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.38ms, fps=1164 images/s, loss=1.6937, top1-acc=59.60%, top5-acc=86.18%, remaining_time=0:00:02.260510, arrival_time=2021-04-15 01:31:06.689421, cost_time=0:00:06.781536 2021-04-15 01:31:06,424 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=1.19ms, fps=1163 images/s, loss=1.7494, top1-acc=59.16%, top5-acc=85.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:06.424896, cost_time=0:00:08.777551 2021-04-15 01:31:07,843 INFO : Epoch=0084 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:22:32.671588, arrival_time=2021-04-15 05:53:40.514909, cost_time=3:10:07.107047 2021-04-15 01:31:07,844 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 01:31:14,397 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.63ms, fps=391 images/s, loss=0.2706, top1-acc=91.84%, top5-acc=99.61%, remaining_time=0:02:01.881708, arrival_time=2021-04-15 01:33:16.279226, cost_time=0:00:06.552782 2021-04-15 01:31:20,797 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2750, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:01:53.982704, arrival_time=2021-04-15 01:33:14.780052, cost_time=0:00:12.952587 2021-04-15 01:31:27,193 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.2694, top1-acc=91.89%, top5-acc=99.60%, remaining_time=0:01:47.063692, arrival_time=2021-04-15 01:33:14.257193, cost_time=0:00:19.348861 2021-04-15 01:31:33,597 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.75ms, fps=400 images/s, loss=0.2659, top1-acc=92.00%, top5-acc=99.59%, remaining_time=0:01:40.433580, arrival_time=2021-04-15 01:33:14.030509, cost_time=0:00:25.752201 2021-04-15 01:31:40,001 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2646, top1-acc=91.99%, top5-acc=99.60%, remaining_time=0:01:33.897564, arrival_time=2021-04-15 01:33:13.899008, cost_time=0:00:32.156717 2021-04-15 01:31:46,404 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.2637, top1-acc=91.91%, top5-acc=99.63%, remaining_time=0:01:27.402440, arrival_time=2021-04-15 01:33:13.807058, cost_time=0:00:38.559880 2021-04-15 01:31:52,808 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.91ms, fps=400 images/s, loss=0.2616, top1-acc=91.98%, top5-acc=99.64%, remaining_time=0:01:20.934588, arrival_time=2021-04-15 01:33:13.742982, cost_time=0:00:44.963664 2021-04-15 01:31:59,210 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2629, top1-acc=91.94%, top5-acc=99.64%, remaining_time=0:01:14.479656, arrival_time=2021-04-15 01:33:13.689693, cost_time=0:00:51.365293 2021-04-15 01:32:05,605 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.2636, top1-acc=91.88%, top5-acc=99.65%, remaining_time=0:01:08.029104, arrival_time=2021-04-15 01:33:13.634280, cost_time=0:00:57.760562 2021-04-15 01:32:12,002 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2652, top1-acc=91.89%, top5-acc=99.66%, remaining_time=0:01:01.591776, arrival_time=2021-04-15 01:33:13.594624, cost_time=0:01:04.158131 2021-04-15 01:32:18,415 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=2.37ms, fps=399 images/s, loss=0.2662, top1-acc=91.81%, top5-acc=99.66%, remaining_time=0:00:55.173472, arrival_time=2021-04-15 01:33:13.588973, cost_time=0:01:10.570766 2021-04-15 01:32:24,824 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.2670, top1-acc=91.78%, top5-acc=99.67%, remaining_time=0:00:48.753924, arrival_time=2021-04-15 01:33:13.578612, cost_time=0:01:16.979883 2021-04-15 01:32:31,231 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.2681, top1-acc=91.74%, top5-acc=99.67%, remaining_time=0:00:42.334842, arrival_time=2021-04-15 01:33:13.566398, cost_time=0:01:23.386826 2021-04-15 01:32:37,626 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2706, top1-acc=91.65%, top5-acc=99.65%, remaining_time=0:00:35.912800, arrival_time=2021-04-15 01:33:13.539380, cost_time=0:01:29.781953 2021-04-15 01:32:44,031 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2724, top1-acc=91.59%, top5-acc=99.64%, remaining_time=0:00:29.497362, arrival_time=2021-04-15 01:33:13.529198, cost_time=0:01:36.187111 2021-04-15 01:32:50,428 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2750, top1-acc=91.46%, top5-acc=99.64%, remaining_time=0:00:23.081472, arrival_time=2021-04-15 01:33:13.510409, cost_time=0:01:42.584299 2021-04-15 01:32:56,826 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.2767, top1-acc=91.36%, top5-acc=99.63%, remaining_time=0:00:16.667742, arrival_time=2021-04-15 01:33:13.493733, cost_time=0:01:48.981357 2021-04-15 01:33:03,242 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.98ms, fps=399 images/s, loss=0.2797, top1-acc=91.26%, top5-acc=99.61%, remaining_time=0:00:10.257616, arrival_time=2021-04-15 01:33:13.500481, cost_time=0:01:55.398095 2021-04-15 01:33:09,645 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.2825, top1-acc=91.18%, top5-acc=99.60%, remaining_time=0:00:03.846324, arrival_time=2021-04-15 01:33:13.491267, cost_time=0:02:01.800230 2021-04-15 01:33:13,033 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.2838, top1-acc=91.15%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:13.033698, cost_time=0:02:05.188866 2021-04-15 01:33:15,356 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.46ms, fps=1103 images/s, loss=1.6737, top1-acc=60.39%, top5-acc=86.52%, remaining_time=0:00:06.961020, arrival_time=2021-04-15 01:33:22.317640, cost_time=0:00:02.320343 2021-04-15 01:33:17,558 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=2.08ms, fps=1163 images/s, loss=1.6969, top1-acc=59.84%, top5-acc=85.47%, remaining_time=0:00:04.522080, arrival_time=2021-04-15 01:33:22.080418, cost_time=0:00:04.522085 2021-04-15 01:33:19,759 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=1.6801, top1-acc=59.99%, top5-acc=85.33%, remaining_time=0:00:02.240970, arrival_time=2021-04-15 01:33:22.000143, cost_time=0:00:06.722920 2021-04-15 01:33:21,752 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=1.17ms, fps=1164 images/s, loss=1.7037, top1-acc=59.70%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:21.752425, cost_time=0:00:08.716208 2021-04-15 01:33:23,190 INFO : Epoch=0085 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:20:16.261815, arrival_time=2021-04-15 05:53:39.452462, cost_time=3:12:22.454355 2021-04-15 01:33:23,191 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 01:33:29,779 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.35ms, fps=389 images/s, loss=0.2778, top1-acc=91.91%, top5-acc=99.34%, remaining_time=0:02:02.530662, arrival_time=2021-04-15 01:35:32.310419, cost_time=0:00:06.587667 2021-04-15 01:33:36,176 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2640, top1-acc=92.50%, top5-acc=99.47%, remaining_time=0:01:54.265184, arrival_time=2021-04-15 01:35:30.441861, cost_time=0:00:12.984672 2021-04-15 01:33:42,580 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.47ms, fps=400 images/s, loss=0.2571, top1-acc=92.81%, top5-acc=99.56%, remaining_time=0:01:47.282480, arrival_time=2021-04-15 01:35:29.862883, cost_time=0:00:19.388400 2021-04-15 01:33:48,991 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=0.2560, top1-acc=92.70%, top5-acc=99.57%, remaining_time=0:01:40.616568, arrival_time=2021-04-15 01:35:29.607889, cost_time=0:00:25.799114 2021-04-15 01:33:55,387 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2537, top1-acc=92.70%, top5-acc=99.61%, remaining_time=0:01:34.009692, arrival_time=2021-04-15 01:35:29.396889, cost_time=0:00:32.195095 2021-04-15 01:34:01,777 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.2525, top1-acc=92.66%, top5-acc=99.61%, remaining_time=0:01:27.459016, arrival_time=2021-04-15 01:35:29.235958, cost_time=0:00:38.584850 2021-04-15 01:34:08,168 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.2490, top1-acc=92.69%, top5-acc=99.61%, remaining_time=0:01:20.957646, arrival_time=2021-04-15 01:35:29.126141, cost_time=0:00:44.976480 2021-04-15 01:34:14,558 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.2490, top1-acc=92.59%, top5-acc=99.63%, remaining_time=0:01:14.481860, arrival_time=2021-04-15 01:35:29.040728, cost_time=0:00:51.366778 2021-04-15 01:34:20,953 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2492, top1-acc=92.59%, top5-acc=99.61%, remaining_time=0:01:08.030588, arrival_time=2021-04-15 01:35:28.984382, cost_time=0:00:57.761795 2021-04-15 01:34:27,396 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.59ms, fps=397 images/s, loss=0.2489, top1-acc=92.58%, top5-acc=99.60%, remaining_time=0:01:01.636224, arrival_time=2021-04-15 01:35:29.032611, cost_time=0:01:04.204380 2021-04-15 01:34:33,789 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2497, top1-acc=92.50%, top5-acc=99.61%, remaining_time=0:00:55.194198, arrival_time=2021-04-15 01:35:28.983493, cost_time=0:01:10.597205 2021-04-15 01:34:40,180 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.2507, top1-acc=92.47%, top5-acc=99.61%, remaining_time=0:00:48.759396, arrival_time=2021-04-15 01:35:28.939958, cost_time=0:01:16.988527 2021-04-15 01:34:46,572 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.2526, top1-acc=92.42%, top5-acc=99.62%, remaining_time=0:00:42.331806, arrival_time=2021-04-15 01:35:28.904630, cost_time=0:01:23.380826 2021-04-15 01:34:52,968 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.2544, top1-acc=92.35%, top5-acc=99.62%, remaining_time=0:00:35.910560, arrival_time=2021-04-15 01:35:28.878992, cost_time=0:01:29.776431 2021-04-15 01:34:59,367 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2568, top1-acc=92.27%, top5-acc=99.60%, remaining_time=0:00:29.493820, arrival_time=2021-04-15 01:35:28.861459, cost_time=0:01:36.175451 2021-04-15 01:35:05,857 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.43ms, fps=395 images/s, loss=0.2582, top1-acc=92.23%, top5-acc=99.60%, remaining_time=0:00:23.099724, arrival_time=2021-04-15 01:35:28.957282, cost_time=0:01:42.665449 2021-04-15 01:35:12,243 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.2601, top1-acc=92.19%, top5-acc=99.58%, remaining_time=0:00:16.678506, arrival_time=2021-04-15 01:35:28.922299, cost_time=0:01:49.051697 2021-04-15 01:35:18,646 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2638, top1-acc=92.06%, top5-acc=99.57%, remaining_time=0:00:10.262624, arrival_time=2021-04-15 01:35:28.909400, cost_time=0:01:55.454533 2021-04-15 01:35:25,046 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.2657, top1-acc=91.98%, top5-acc=99.56%, remaining_time=0:00:03.848022, arrival_time=2021-04-15 01:35:28.894172, cost_time=0:02:01.854041 2021-04-15 01:35:28,436 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.2681, top1-acc=91.90%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:28.436169, cost_time=0:02:05.244170 2021-04-15 01:35:30,783 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.29ms, fps=1092 images/s, loss=1.6837, top1-acc=61.45%, top5-acc=86.21%, remaining_time=0:00:07.035810, arrival_time=2021-04-15 01:35:37.819234, cost_time=0:00:02.345267 2021-04-15 01:35:32,983 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.40ms, fps=1164 images/s, loss=1.6816, top1-acc=61.66%, top5-acc=86.56%, remaining_time=0:00:04.545600, arrival_time=2021-04-15 01:35:37.529286, cost_time=0:00:04.545608 2021-04-15 01:35:35,185 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.36ms, fps=1163 images/s, loss=1.6919, top1-acc=61.03%, top5-acc=86.63%, remaining_time=0:00:02.249230, arrival_time=2021-04-15 01:35:37.434981, cost_time=0:00:06.747679 2021-04-15 01:35:37,181 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=1.24ms, fps=1163 images/s, loss=1.6562, top1-acc=60.93%, top5-acc=86.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:37.181222, cost_time=0:00:08.743185 2021-04-15 01:35:38,950 INFO : Epoch=0086 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:18:00.423204, arrival_time=2021-04-15 05:53:39.373478, cost_time=3:14:38.213987 2021-04-15 01:35:38,951 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 01:35:45,528 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.65ms, fps=389 images/s, loss=0.2694, top1-acc=91.95%, top5-acc=99.65%, remaining_time=0:02:02.325876, arrival_time=2021-04-15 01:37:47.854371, cost_time=0:00:06.576659 2021-04-15 01:35:51,929 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2717, top1-acc=91.62%, top5-acc=99.67%, remaining_time=0:01:54.199360, arrival_time=2021-04-15 01:37:46.128371, cost_time=0:00:12.977210 2021-04-15 01:35:58,326 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2694, top1-acc=91.82%, top5-acc=99.62%, remaining_time=0:01:47.204460, arrival_time=2021-04-15 01:37:45.530420, cost_time=0:00:19.374286 2021-04-15 01:36:04,729 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2648, top1-acc=91.95%, top5-acc=99.68%, remaining_time=0:01:40.531548, arrival_time=2021-04-15 01:37:45.260637, cost_time=0:00:25.777328 2021-04-15 01:36:11,129 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.2674, top1-acc=91.77%, top5-acc=99.67%, remaining_time=0:01:33.959176, arrival_time=2021-04-15 01:37:45.088667, cost_time=0:00:32.177803 2021-04-15 01:36:17,528 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2646, top1-acc=91.86%, top5-acc=99.67%, remaining_time=0:01:27.440520, arrival_time=2021-04-15 01:37:44.968906, cost_time=0:00:38.576710 2021-04-15 01:36:23,930 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2613, top1-acc=92.01%, top5-acc=99.68%, remaining_time=0:01:20.961804, arrival_time=2021-04-15 01:37:44.892263, cost_time=0:00:44.978779 2021-04-15 01:36:30,335 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.2637, top1-acc=91.93%, top5-acc=99.67%, remaining_time=0:01:14.505524, arrival_time=2021-04-15 01:37:44.840460, cost_time=0:00:51.383155 2021-04-15 01:36:36,738 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.97ms, fps=400 images/s, loss=0.2636, top1-acc=91.94%, top5-acc=99.66%, remaining_time=0:01:08.060162, arrival_time=2021-04-15 01:37:44.798819, cost_time=0:00:57.786971 2021-04-15 01:36:43,144 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2640, top1-acc=91.91%, top5-acc=99.65%, remaining_time=0:01:01.624800, arrival_time=2021-04-15 01:37:44.768930, cost_time=0:01:04.192453 2021-04-15 01:36:49,561 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.38ms, fps=399 images/s, loss=0.2626, top1-acc=91.98%, top5-acc=99.66%, remaining_time=0:00:55.203486, arrival_time=2021-04-15 01:37:44.764509, cost_time=0:01:10.609159 2021-04-15 01:36:55,973 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.2623, top1-acc=92.00%, top5-acc=99.65%, remaining_time=0:00:48.780600, arrival_time=2021-04-15 01:37:44.754322, cost_time=0:01:17.021949 2021-04-15 01:37:02,378 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.2618, top1-acc=91.98%, top5-acc=99.65%, remaining_time=0:00:42.355170, arrival_time=2021-04-15 01:37:44.733932, cost_time=0:01:23.426895 2021-04-15 01:37:08,793 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.67ms, fps=399 images/s, loss=0.2660, top1-acc=91.83%, top5-acc=99.65%, remaining_time=0:00:35.936656, arrival_time=2021-04-15 01:37:44.730100, cost_time=0:01:29.841662 2021-04-15 01:37:15,210 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.2675, top1-acc=91.79%, top5-acc=99.64%, remaining_time=0:00:29.519120, arrival_time=2021-04-15 01:37:44.729061, cost_time=0:01:36.258060 2021-04-15 01:37:21,618 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.2692, top1-acc=91.74%, top5-acc=99.62%, remaining_time=0:00:23.100084, arrival_time=2021-04-15 01:37:44.718840, cost_time=0:01:42.667059 2021-04-15 01:37:28,012 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.2710, top1-acc=91.66%, top5-acc=99.61%, remaining_time=0:00:16.679806, arrival_time=2021-04-15 01:37:44.691787, cost_time=0:01:49.060211 2021-04-15 01:37:34,416 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.2743, top1-acc=91.55%, top5-acc=99.60%, remaining_time=0:00:10.263520, arrival_time=2021-04-15 01:37:44.679859, cost_time=0:01:55.464628 2021-04-15 01:37:40,841 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.18ms, fps=398 images/s, loss=0.2752, top1-acc=91.49%, top5-acc=99.59%, remaining_time=0:00:03.849132, arrival_time=2021-04-15 01:37:44.690214, cost_time=0:02:01.889257 2021-04-15 01:37:44,249 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.25ms, fps=399 images/s, loss=0.2761, top1-acc=91.48%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:44.249758, cost_time=0:02:05.297890 2021-04-15 01:37:46,580 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.52ms, fps=1100 images/s, loss=1.6785, top1-acc=60.98%, top5-acc=85.90%, remaining_time=0:00:06.983700, arrival_time=2021-04-15 01:37:53.563898, cost_time=0:00:02.327897 2021-04-15 01:37:48,788 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.36ms, fps=1160 images/s, loss=1.6328, top1-acc=62.25%, top5-acc=86.50%, remaining_time=0:00:04.535660, arrival_time=2021-04-15 01:37:53.323627, cost_time=0:00:04.535654 2021-04-15 01:37:51,003 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.42ms, fps=1156 images/s, loss=1.6303, top1-acc=62.36%, top5-acc=86.52%, remaining_time=0:00:02.250380, arrival_time=2021-04-15 01:37:53.253983, cost_time=0:00:06.751153 2021-04-15 01:37:53,023 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=2.66ms, fps=1149 images/s, loss=1.6082, top1-acc=62.79%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:53.023404, cost_time=0:00:08.771117 2021-04-15 01:37:54,442 INFO : Epoch=0087 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:15:44.238812, arrival_time=2021-04-15 05:53:38.681093, cost_time=3:16:53.705987 2021-04-15 01:37:54,443 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 01:38:01,021 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.03ms, fps=389 images/s, loss=0.2471, top1-acc=92.77%, top5-acc=99.61%, remaining_time=0:02:02.341500, arrival_time=2021-04-15 01:40:03.362891, cost_time=0:00:06.577502 2021-04-15 01:38:07,422 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.2587, top1-acc=92.27%, top5-acc=99.55%, remaining_time=0:01:54.208864, arrival_time=2021-04-15 01:40:01.631123, cost_time=0:00:12.978288 2021-04-15 01:38:13,824 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.2567, top1-acc=92.25%, top5-acc=99.65%, remaining_time=0:01:47.237162, arrival_time=2021-04-15 01:40:01.061202, cost_time=0:00:19.380200 2021-04-15 01:38:20,232 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2537, top1-acc=92.37%, top5-acc=99.67%, remaining_time=0:01:40.571328, arrival_time=2021-04-15 01:40:00.803533, cost_time=0:00:25.787527 2021-04-15 01:38:26,641 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.2507, top1-acc=92.51%, top5-acc=99.67%, remaining_time=0:01:34.018160, arrival_time=2021-04-15 01:40:00.660020, cost_time=0:00:32.197976 2021-04-15 01:38:33,065 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=2.14ms, fps=399 images/s, loss=0.2494, top1-acc=92.51%, top5-acc=99.65%, remaining_time=0:01:27.542520, arrival_time=2021-04-15 01:40:00.608122, cost_time=0:00:38.621713 2021-04-15 01:38:39,469 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2458, top1-acc=92.59%, top5-acc=99.66%, remaining_time=0:01:21.046602, arrival_time=2021-04-15 01:40:00.516397, cost_time=0:00:45.025909 2021-04-15 01:38:45,870 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2493, top1-acc=92.46%, top5-acc=99.66%, remaining_time=0:01:14.568512, arrival_time=2021-04-15 01:40:00.438940, cost_time=0:00:51.426531 2021-04-15 01:38:52,276 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2485, top1-acc=92.53%, top5-acc=99.67%, remaining_time=0:01:08.113268, arrival_time=2021-04-15 01:40:00.389263, cost_time=0:00:57.832022 2021-04-15 01:38:58,683 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2516, top1-acc=92.39%, top5-acc=99.66%, remaining_time=0:01:01.670304, arrival_time=2021-04-15 01:40:00.354079, cost_time=0:01:04.239911 2021-04-15 01:39:05,088 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.2529, top1-acc=92.43%, top5-acc=99.66%, remaining_time=0:00:55.231092, arrival_time=2021-04-15 01:40:00.319357, cost_time=0:01:10.644425 2021-04-15 01:39:11,504 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.2558, top1-acc=92.31%, top5-acc=99.66%, remaining_time=0:00:48.805148, arrival_time=2021-04-15 01:40:00.309704, cost_time=0:01:17.060751 2021-04-15 01:39:17,920 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=2.00ms, fps=399 images/s, loss=0.2583, top1-acc=92.19%, top5-acc=99.67%, remaining_time=0:00:42.380118, arrival_time=2021-04-15 01:40:00.300050, cost_time=0:01:23.476048 2021-04-15 01:39:24,323 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2604, top1-acc=92.10%, top5-acc=99.67%, remaining_time=0:00:35.951720, arrival_time=2021-04-15 01:40:00.274838, cost_time=0:01:29.879311 2021-04-15 01:39:30,724 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2628, top1-acc=92.00%, top5-acc=99.67%, remaining_time=0:00:29.525928, arrival_time=2021-04-15 01:40:00.249908, cost_time=0:01:36.280184 2021-04-15 01:39:37,127 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2632, top1-acc=92.02%, top5-acc=99.66%, remaining_time=0:00:23.103828, arrival_time=2021-04-15 01:40:00.231374, cost_time=0:01:42.683756 2021-04-15 01:39:43,529 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.2637, top1-acc=92.01%, top5-acc=99.66%, remaining_time=0:00:16.683654, arrival_time=2021-04-15 01:40:00.212894, cost_time=0:01:49.085400 2021-04-15 01:39:49,935 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.2655, top1-acc=91.95%, top5-acc=99.65%, remaining_time=0:00:10.265904, arrival_time=2021-04-15 01:40:00.201196, cost_time=0:01:55.491333 2021-04-15 01:39:56,347 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.2684, top1-acc=91.85%, top5-acc=99.63%, remaining_time=0:00:03.849576, arrival_time=2021-04-15 01:40:00.196621, cost_time=0:02:01.903238 2021-04-15 01:39:59,748 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.2706, top1-acc=91.82%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:59.748097, cost_time=0:02:05.304313 2021-04-15 01:40:02,118 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.35ms, fps=1081 images/s, loss=1.6428, top1-acc=60.70%, top5-acc=86.02%, remaining_time=0:00:07.105290, arrival_time=2021-04-15 01:40:09.223713, cost_time=0:00:02.368431 2021-04-15 01:40:04,328 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.39ms, fps=1159 images/s, loss=1.6072, top1-acc=61.21%, top5-acc=86.50%, remaining_time=0:00:04.578400, arrival_time=2021-04-15 01:40:08.906791, cost_time=0:00:04.578405 2021-04-15 01:40:06,531 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.54ms, fps=1162 images/s, loss=1.5880, top1-acc=62.10%, top5-acc=86.76%, remaining_time=0:00:02.260640, arrival_time=2021-04-15 01:40:08.792559, cost_time=0:00:06.781931 2021-04-15 01:40:08,529 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=1.5978, top1-acc=62.14%, top5-acc=86.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:08.529770, cost_time=0:00:08.779812 2021-04-15 01:40:09,906 INFO : Epoch=0088 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:13:28.035024, arrival_time=2021-04-15 05:53:37.941724, cost_time=3:19:09.170416 2021-04-15 01:40:09,907 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 01:40:16,527 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.71ms, fps=387 images/s, loss=0.2819, top1-acc=91.45%, top5-acc=99.65%, remaining_time=0:02:03.120468, arrival_time=2021-04-15 01:42:19.647943, cost_time=0:00:06.619383 2021-04-15 01:40:22,933 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2920, top1-acc=90.90%, top5-acc=99.51%, remaining_time=0:01:54.624048, arrival_time=2021-04-15 01:42:17.557588, cost_time=0:00:13.025455 2021-04-15 01:40:29,348 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.2838, top1-acc=91.22%, top5-acc=99.58%, remaining_time=0:01:47.568498, arrival_time=2021-04-15 01:42:16.916780, cost_time=0:00:19.440097 2021-04-15 01:40:35,759 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.96ms, fps=399 images/s, loss=0.2732, top1-acc=91.64%, top5-acc=99.65%, remaining_time=0:01:40.820148, arrival_time=2021-04-15 01:42:16.579548, cost_time=0:00:25.851323 2021-04-15 01:40:42,168 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.2716, top1-acc=91.69%, top5-acc=99.65%, remaining_time=0:01:34.199346, arrival_time=2021-04-15 01:42:16.367393, cost_time=0:00:32.260045 2021-04-15 01:40:48,567 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2715, top1-acc=91.71%, top5-acc=99.67%, remaining_time=0:01:27.628744, arrival_time=2021-04-15 01:42:16.196560, cost_time=0:00:38.659734 2021-04-15 01:40:54,962 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.2734, top1-acc=91.72%, top5-acc=99.68%, remaining_time=0:01:21.098136, arrival_time=2021-04-15 01:42:16.060644, cost_time=0:00:45.054502 2021-04-15 01:41:01,366 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2674, top1-acc=91.94%, top5-acc=99.70%, remaining_time=0:01:14.614912, arrival_time=2021-04-15 01:42:15.981475, cost_time=0:00:51.458557 2021-04-15 01:41:07,790 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.98ms, fps=399 images/s, loss=0.2649, top1-acc=92.04%, top5-acc=99.68%, remaining_time=0:01:08.172628, arrival_time=2021-04-15 01:42:15.963176, cost_time=0:00:57.882459 2021-04-15 01:41:14,196 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.93ms, fps=400 images/s, loss=0.2614, top1-acc=92.11%, top5-acc=99.68%, remaining_time=0:01:01.716960, arrival_time=2021-04-15 01:42:15.913592, cost_time=0:01:04.288512 2021-04-15 01:41:20,622 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.56ms, fps=398 images/s, loss=0.2600, top1-acc=92.19%, top5-acc=99.70%, remaining_time=0:00:55.285272, arrival_time=2021-04-15 01:42:15.907216, cost_time=0:01:10.713725 2021-04-15 01:41:27,034 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.2598, top1-acc=92.17%, top5-acc=99.70%, remaining_time=0:00:48.847024, arrival_time=2021-04-15 01:42:15.881905, cost_time=0:01:17.126903 2021-04-15 01:41:33,441 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.84ms, fps=400 images/s, loss=0.2584, top1-acc=92.20%, top5-acc=99.70%, remaining_time=0:00:42.409158, arrival_time=2021-04-15 01:42:15.850471, cost_time=0:01:23.533222 2021-04-15 01:41:39,850 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.34ms, fps=399 images/s, loss=0.2575, top1-acc=92.25%, top5-acc=99.70%, remaining_time=0:00:35.976864, arrival_time=2021-04-15 01:42:15.827096, cost_time=0:01:29.942108 2021-04-15 01:41:46,257 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2577, top1-acc=92.24%, top5-acc=99.69%, remaining_time=0:00:29.547272, arrival_time=2021-04-15 01:42:15.805034, cost_time=0:01:36.349775 2021-04-15 01:41:52,661 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2579, top1-acc=92.21%, top5-acc=99.70%, remaining_time=0:00:23.119416, arrival_time=2021-04-15 01:42:15.780460, cost_time=0:01:42.752919 2021-04-15 01:41:59,064 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2594, top1-acc=92.13%, top5-acc=99.70%, remaining_time=0:00:16.694522, arrival_time=2021-04-15 01:42:15.759019, cost_time=0:01:49.156492 2021-04-15 01:42:05,465 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2611, top1-acc=92.06%, top5-acc=99.70%, remaining_time=0:00:10.271776, arrival_time=2021-04-15 01:42:15.737311, cost_time=0:01:55.557539 2021-04-15 01:42:11,864 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.2625, top1-acc=92.01%, top5-acc=99.70%, remaining_time=0:00:03.851250, arrival_time=2021-04-15 01:42:15.715587, cost_time=0:02:01.956313 2021-04-15 01:42:15,267 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.2624, top1-acc=91.99%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:15.267449, cost_time=0:02:05.359288 2021-04-15 01:42:17,611 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.36ms, fps=1093 images/s, loss=1.6300, top1-acc=61.68%, top5-acc=86.99%, remaining_time=0:00:07.025700, arrival_time=2021-04-15 01:42:24.637112, cost_time=0:00:02.341901 2021-04-15 01:42:19,811 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.38ms, fps=1164 images/s, loss=1.5713, top1-acc=62.46%, top5-acc=87.58%, remaining_time=0:00:04.542020, arrival_time=2021-04-15 01:42:24.353540, cost_time=0:00:04.542022 2021-04-15 01:42:22,013 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.59ms, fps=1163 images/s, loss=1.5676, top1-acc=62.16%, top5-acc=87.50%, remaining_time=0:00:02.248010, arrival_time=2021-04-15 01:42:24.261572, cost_time=0:00:06.744020 2021-04-15 01:42:24,017 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=1.34ms, fps=1158 images/s, loss=1.5445, top1-acc=62.07%, top5-acc=87.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:24.017520, cost_time=0:00:08.748031 2021-04-15 01:42:25,502 INFO : Epoch=0089 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:11:12.011679, arrival_time=2021-04-15 05:53:37.514174, cost_time=3:21:24.766164 2021-04-15 01:42:25,503 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 01:42:32,090 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.67ms, fps=389 images/s, loss=0.2255, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:02:02.512248, arrival_time=2021-04-15 01:44:34.603002, cost_time=0:00:06.586675 2021-04-15 01:42:38,492 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2272, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:01:54.301264, arrival_time=2021-04-15 01:44:32.794143, cost_time=0:00:12.988775 2021-04-15 01:42:44,898 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2187, top1-acc=93.66%, top5-acc=99.77%, remaining_time=0:01:47.318668, arrival_time=2021-04-15 01:44:32.217571, cost_time=0:00:19.394928 2021-04-15 01:42:51,299 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2168, top1-acc=93.74%, top5-acc=99.77%, remaining_time=0:01:40.602840, arrival_time=2021-04-15 01:44:31.902542, cost_time=0:00:25.795599 2021-04-15 01:42:57,706 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2165, top1-acc=93.77%, top5-acc=99.77%, remaining_time=0:01:34.031592, arrival_time=2021-04-15 01:44:31.738227, cost_time=0:00:32.202612 2021-04-15 01:43:04,121 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.2176, top1-acc=93.63%, top5-acc=99.75%, remaining_time=0:01:27.532320, arrival_time=2021-04-15 01:44:31.653640, cost_time=0:00:38.617225 2021-04-15 01:43:10,523 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.72ms, fps=400 images/s, loss=0.2176, top1-acc=93.64%, top5-acc=99.77%, remaining_time=0:01:21.035136, arrival_time=2021-04-15 01:44:31.558796, cost_time=0:00:45.019548 2021-04-15 01:43:16,923 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2179, top1-acc=93.53%, top5-acc=99.77%, remaining_time=0:01:14.558652, arrival_time=2021-04-15 01:44:31.482408, cost_time=0:00:51.419772 2021-04-15 01:43:23,325 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2222, top1-acc=93.37%, top5-acc=99.74%, remaining_time=0:01:08.100442, arrival_time=2021-04-15 01:44:31.425625, cost_time=0:00:57.821110 2021-04-15 01:43:29,732 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2242, top1-acc=93.27%, top5-acc=99.74%, remaining_time=0:01:01.659168, arrival_time=2021-04-15 01:44:31.391467, cost_time=0:01:04.228304 2021-04-15 01:43:36,131 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.2270, top1-acc=93.19%, top5-acc=99.74%, remaining_time=0:00:55.217934, arrival_time=2021-04-15 01:44:31.349509, cost_time=0:01:10.627587 2021-04-15 01:43:42,531 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2295, top1-acc=93.09%, top5-acc=99.74%, remaining_time=0:00:48.784324, arrival_time=2021-04-15 01:44:31.316136, cost_time=0:01:17.027834 2021-04-15 01:43:48,935 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.80ms, fps=400 images/s, loss=0.2307, top1-acc=93.09%, top5-acc=99.75%, remaining_time=0:00:42.357282, arrival_time=2021-04-15 01:44:31.292364, cost_time=0:01:23.430996 2021-04-15 01:43:55,334 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2325, top1-acc=93.02%, top5-acc=99.75%, remaining_time=0:00:35.932064, arrival_time=2021-04-15 01:44:31.266182, cost_time=0:01:29.830146 2021-04-15 01:44:01,733 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2353, top1-acc=92.92%, top5-acc=99.74%, remaining_time=0:00:29.510380, arrival_time=2021-04-15 01:44:31.243864, cost_time=0:01:36.229512 2021-04-15 01:44:08,131 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2373, top1-acc=92.82%, top5-acc=99.73%, remaining_time=0:00:23.091084, arrival_time=2021-04-15 01:44:31.222107, cost_time=0:01:42.627043 2021-04-15 01:44:14,538 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2391, top1-acc=92.74%, top5-acc=99.73%, remaining_time=0:00:16.675828, arrival_time=2021-04-15 01:44:31.214125, cost_time=0:01:49.034321 2021-04-15 01:44:20,936 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2396, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:00:10.260656, arrival_time=2021-04-15 01:44:31.197046, cost_time=0:01:55.432323 2021-04-15 01:44:27,348 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.2409, top1-acc=92.69%, top5-acc=99.73%, remaining_time=0:00:03.847716, arrival_time=2021-04-15 01:44:31.196089, cost_time=0:02:01.844396 2021-04-15 01:44:30,752 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.2438, top1-acc=92.58%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:30.752008, cost_time=0:02:05.248025 2021-04-15 01:44:33,073 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.36ms, fps=1104 images/s, loss=1.8259, top1-acc=58.63%, top5-acc=83.44%, remaining_time=0:00:06.958080, arrival_time=2021-04-15 01:44:40.031347, cost_time=0:00:02.319357 2021-04-15 01:44:35,278 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.31ms, fps=1161 images/s, loss=1.8411, top1-acc=58.81%, top5-acc=83.79%, remaining_time=0:00:04.524560, arrival_time=2021-04-15 01:44:39.803024, cost_time=0:00:04.524556 2021-04-15 01:44:37,485 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.22ms, fps=1160 images/s, loss=1.8430, top1-acc=57.94%, top5-acc=83.70%, remaining_time=0:00:02.243920, arrival_time=2021-04-15 01:44:39.729563, cost_time=0:00:06.731747 2021-04-15 01:44:39,486 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=1.38ms, fps=1160 images/s, loss=1.8192, top1-acc=58.15%, top5-acc=83.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:39.486800, cost_time=0:00:08.732923 2021-04-15 01:44:40,894 INFO : Epoch=0090 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:08:55.748300, arrival_time=2021-04-15 05:53:36.642301, cost_time=3:23:40.157686 2021-04-15 01:44:40,895 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 01:44:47,461 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.38ms, fps=390 images/s, loss=0.2613, top1-acc=92.07%, top5-acc=99.57%, remaining_time=0:02:02.115324, arrival_time=2021-04-15 01:46:49.576853, cost_time=0:00:06.565338 2021-04-15 01:44:53,863 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2503, top1-acc=92.71%, top5-acc=99.65%, remaining_time=0:01:54.111888, arrival_time=2021-04-15 01:46:47.975304, cost_time=0:00:12.967254 2021-04-15 01:45:00,270 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2403, top1-acc=93.02%, top5-acc=99.65%, remaining_time=0:01:47.202800, arrival_time=2021-04-15 01:46:47.472862, cost_time=0:00:19.373995 2021-04-15 01:45:06,678 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.95ms, fps=400 images/s, loss=0.2322, top1-acc=93.14%, top5-acc=99.72%, remaining_time=0:01:40.550736, arrival_time=2021-04-15 01:46:47.229154, cost_time=0:00:25.782247 2021-04-15 01:45:13,081 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2330, top1-acc=93.09%, top5-acc=99.72%, remaining_time=0:01:33.979616, arrival_time=2021-04-15 01:46:47.060673, cost_time=0:00:32.184781 2021-04-15 01:45:19,489 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.2318, top1-acc=93.12%, top5-acc=99.71%, remaining_time=0:01:27.478736, arrival_time=2021-04-15 01:46:46.968458, cost_time=0:00:38.593545 2021-04-15 01:45:25,901 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.2320, top1-acc=93.08%, top5-acc=99.72%, remaining_time=0:01:21.009432, arrival_time=2021-04-15 01:46:46.910846, cost_time=0:00:45.005253 2021-04-15 01:45:32,304 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2317, top1-acc=93.10%, top5-acc=99.72%, remaining_time=0:01:14.541832, arrival_time=2021-04-15 01:46:46.846156, cost_time=0:00:51.408171 2021-04-15 01:45:38,699 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2341, top1-acc=92.99%, top5-acc=99.72%, remaining_time=0:01:08.079348, arrival_time=2021-04-15 01:46:46.778606, cost_time=0:00:57.803192 2021-04-15 01:45:45,100 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2372, top1-acc=92.85%, top5-acc=99.71%, remaining_time=0:01:01.635744, arrival_time=2021-04-15 01:46:46.735821, cost_time=0:01:04.203853 2021-04-15 01:45:51,501 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2389, top1-acc=92.77%, top5-acc=99.72%, remaining_time=0:00:55.200734, arrival_time=2021-04-15 01:46:46.702348, cost_time=0:01:10.605546 2021-04-15 01:45:57,902 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2408, top1-acc=92.71%, top5-acc=99.71%, remaining_time=0:00:48.770796, arrival_time=2021-04-15 01:46:46.673411, cost_time=0:01:17.006555 2021-04-15 01:46:04,312 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.43ms, fps=399 images/s, loss=0.2399, top1-acc=92.74%, top5-acc=99.72%, remaining_time=0:00:42.349626, arrival_time=2021-04-15 01:46:46.661767, cost_time=0:01:23.415987 2021-04-15 01:46:10,724 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.31ms, fps=399 images/s, loss=0.2423, top1-acc=92.66%, top5-acc=99.72%, remaining_time=0:00:35.931224, arrival_time=2021-04-15 01:46:46.655546, cost_time=0:01:29.828090 2021-04-15 01:46:17,124 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2429, top1-acc=92.62%, top5-acc=99.71%, remaining_time=0:00:29.510104, arrival_time=2021-04-15 01:46:46.634935, cost_time=0:01:36.228672 2021-04-15 01:46:23,524 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.73ms, fps=400 images/s, loss=0.2448, top1-acc=92.57%, top5-acc=99.72%, remaining_time=0:00:23.091264, arrival_time=2021-04-15 01:46:46.615241, cost_time=0:01:42.627861 2021-04-15 01:46:29,926 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.2462, top1-acc=92.50%, top5-acc=99.72%, remaining_time=0:00:16.675256, arrival_time=2021-04-15 01:46:46.602001, cost_time=0:01:49.030581 2021-04-15 01:46:36,328 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2479, top1-acc=92.45%, top5-acc=99.72%, remaining_time=0:00:10.260640, arrival_time=2021-04-15 01:46:46.588978, cost_time=0:01:55.432262 2021-04-15 01:46:42,729 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.2501, top1-acc=92.38%, top5-acc=99.72%, remaining_time=0:00:03.847368, arrival_time=2021-04-15 01:46:46.576831, cost_time=0:02:01.833364 2021-04-15 01:46:46,128 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.2507, top1-acc=92.38%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:46.128655, cost_time=0:02:05.232584 2021-04-15 01:46:48,468 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.32ms, fps=1095 images/s, loss=1.4653, top1-acc=64.69%, top5-acc=88.05%, remaining_time=0:00:07.012890, arrival_time=2021-04-15 01:46:55.481072, cost_time=0:00:02.337626 2021-04-15 01:46:50,673 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.47ms, fps=1161 images/s, loss=1.5389, top1-acc=63.09%, top5-acc=87.11%, remaining_time=0:00:04.542520, arrival_time=2021-04-15 01:46:55.215689, cost_time=0:00:04.542524 2021-04-15 01:46:52,874 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.53ms, fps=1163 images/s, loss=1.5514, top1-acc=62.85%, top5-acc=87.10%, remaining_time=0:00:02.247990, arrival_time=2021-04-15 01:46:55.122513, cost_time=0:00:06.743972 2021-04-15 01:46:54,872 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.15ms, fps=1161 images/s, loss=1.5811, top1-acc=62.53%, top5-acc=86.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:54.872417, cost_time=0:00:08.741895 2021-04-15 01:46:56,251 INFO : Epoch=0091 complete, best val top1-acc=62.80%, top5-acc=87.32% (epoch=79), remaining_time=4:06:39.463337, arrival_time=2021-04-15 05:53:35.714890, cost_time=3:25:55.515262 2021-04-15 01:46:56,255 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 01:47:02,835 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=2.05ms, fps=389 images/s, loss=0.2322, top1-acc=92.70%, top5-acc=99.80%, remaining_time=0:02:02.375724, arrival_time=2021-04-15 01:49:05.210897, cost_time=0:00:06.579338 2021-04-15 01:47:09,243 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2286, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:01:54.288064, arrival_time=2021-04-15 01:49:03.531187, cost_time=0:00:12.987285 2021-04-15 01:47:15,643 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.2266, top1-acc=93.15%, top5-acc=99.74%, remaining_time=0:01:47.276504, arrival_time=2021-04-15 01:49:02.919528, cost_time=0:00:19.387308 2021-04-15 01:47:22,050 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.2248, top1-acc=93.32%, top5-acc=99.72%, remaining_time=0:01:40.600500, arrival_time=2021-04-15 01:49:02.651311, cost_time=0:00:25.795016 2021-04-15 01:47:28,452 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.2227, top1-acc=93.37%, top5-acc=99.74%, remaining_time=0:01:34.015094, arrival_time=2021-04-15 01:49:02.467740, cost_time=0:00:32.196931 2021-04-15 01:47:34,850 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2224, top1-acc=93.34%, top5-acc=99.74%, remaining_time=0:01:27.481320, arrival_time=2021-04-15 01:49:02.331736, cost_time=0:00:38.594713 2021-04-15 01:47:41,253 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2219, top1-acc=93.31%, top5-acc=99.74%, remaining_time=0:01:20.995950, arrival_time=2021-04-15 01:49:02.249390, cost_time=0:00:44.997737 2021-04-15 01:47:47,659 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2210, top1-acc=93.31%, top5-acc=99.76%, remaining_time=0:01:14.535104, arrival_time=2021-04-15 01:49:02.194453, cost_time=0:00:51.403552 2021-04-15 01:47:54,053 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.2222, top1-acc=93.26%, top5-acc=99.77%, remaining_time=0:01:08.073412, arrival_time=2021-04-15 01:49:02.127292, cost_time=0:00:57.798171 2021-04-15 01:48:00,456 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.2219, top1-acc=93.23%, top5-acc=99.77%, remaining_time=0:01:01.632672, arrival_time=2021-04-15 01:49:02.089106, cost_time=0:01:04.200732 2021-04-15 01:48:06,861 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2218, top1-acc=93.23%, top5-acc=99.77%, remaining_time=0:00:55.201164, arrival_time=2021-04-15 01:49:02.063063, cost_time=0:01:10.606195 2021-04-15 01:48:13,263 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2240, top1-acc=93.23%, top5-acc=99.77%, remaining_time=0:00:48.771328, arrival_time=2021-04-15 01:49:02.034545, cost_time=0:01:17.007306 2021-04-15 01:48:19,668 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=3.09ms, fps=400 images/s, loss=0.2252, top1-acc=93.17%, top5-acc=99.76%, remaining_time=0:00:42.348174, arrival_time=2021-04-15 01:49:02.016926, cost_time=0:01:23.413040 2021-04-15 01:48:26,078 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.2258, top1-acc=93.11%, top5-acc=99.75%, remaining_time=0:00:35.928872, arrival_time=2021-04-15 01:49:02.006918, cost_time=0:01:29.822246 2021-04-15 01:48:32,478 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=4.56ms, fps=400 images/s, loss=0.2282, top1-acc=92.98%, top5-acc=99.73%, remaining_time=0:00:29.508402, arrival_time=2021-04-15 01:49:01.987179, cost_time=0:01:36.222991 2021-04-15 01:48:38,884 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2296, top1-acc=93.00%, top5-acc=99.73%, remaining_time=0:00:23.091516, arrival_time=2021-04-15 01:49:01.976296, cost_time=0:01:42.628994 2021-04-15 01:48:45,294 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.2323, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:16.676478, arrival_time=2021-04-15 01:49:01.970752, cost_time=0:01:49.038479 2021-04-15 01:48:51,693 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2337, top1-acc=92.86%, top5-acc=99.73%, remaining_time=0:00:10.261136, arrival_time=2021-04-15 01:49:01.954750, cost_time=0:01:55.437730 2021-04-15 01:48:58,100 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2365, top1-acc=92.76%, top5-acc=99.72%, remaining_time=0:00:03.847728, arrival_time=2021-04-15 01:49:01.948256, cost_time=0:02:01.844778 2021-04-15 01:49:01,502 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2381, top1-acc=92.72%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:01.502363, cost_time=0:02:05.246656 2021-04-15 01:49:03,868 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.36ms, fps=1083 images/s, loss=1.5659, top1-acc=63.48%, top5-acc=86.95%, remaining_time=0:00:07.092780, arrival_time=2021-04-15 01:49:10.961320, cost_time=0:00:02.364263 2021-04-15 01:49:06,074 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=2.06ms, fps=1161 images/s, loss=1.5601, top1-acc=63.44%, top5-acc=87.01%, remaining_time=0:00:04.570300, arrival_time=2021-04-15 01:49:10.644968, cost_time=0:00:04.570308 2021-04-15 01:49:08,275 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.57ms, fps=1164 images/s, loss=1.5599, top1-acc=63.63%, top5-acc=87.32%, remaining_time=0:00:02.256960, arrival_time=2021-04-15 01:49:10.532104, cost_time=0:00:06.770883 2021-04-15 01:49:10,273 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=1.29ms, fps=1161 images/s, loss=1.5576, top1-acc=63.57%, top5-acc=87.43%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:10.273453, cost_time=0:00:08.769229 2021-04-15 01:49:13,034 INFO : Epoch=0092 complete, best val top1-acc=63.57%, top5-acc=87.43% (epoch=92), remaining_time=4:04:24.871260, arrival_time=2021-04-15 05:53:37.905295, cost_time=3:28:12.297741 2021-04-15 01:49:13,035 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 01:49:19,641 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=2.10ms, fps=388 images/s, loss=0.2330, top1-acc=93.05%, top5-acc=99.77%, remaining_time=0:02:02.861556, arrival_time=2021-04-15 01:51:22.502550, cost_time=0:00:06.605462 2021-04-15 01:49:26,037 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.2241, top1-acc=93.59%, top5-acc=99.73%, remaining_time=0:01:54.416192, arrival_time=2021-04-15 01:51:20.453554, cost_time=0:00:13.001833 2021-04-15 01:49:32,432 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2181, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:01:47.328462, arrival_time=2021-04-15 01:51:19.760616, cost_time=0:00:19.396719 2021-04-15 01:49:38,826 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2186, top1-acc=93.59%, top5-acc=99.71%, remaining_time=0:01:40.586148, arrival_time=2021-04-15 01:51:19.413004, cost_time=0:00:25.791338 2021-04-15 01:49:45,225 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2181, top1-acc=93.65%, top5-acc=99.70%, remaining_time=0:01:33.993924, arrival_time=2021-04-15 01:51:19.219071, cost_time=0:00:32.189698 2021-04-15 01:49:51,628 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2196, top1-acc=93.54%, top5-acc=99.72%, remaining_time=0:01:27.477920, arrival_time=2021-04-15 01:51:19.106564, cost_time=0:00:38.593221 2021-04-15 01:49:58,020 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.2211, top1-acc=93.45%, top5-acc=99.74%, remaining_time=0:01:20.973774, arrival_time=2021-04-15 01:51:18.994625, cost_time=0:00:44.985415 2021-04-15 01:50:04,424 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2186, top1-acc=93.58%, top5-acc=99.74%, remaining_time=0:01:14.513296, arrival_time=2021-04-15 01:51:18.937324, cost_time=0:00:51.388467 2021-04-15 01:50:10,824 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.2155, top1-acc=93.64%, top5-acc=99.74%, remaining_time=0:01:08.062494, arrival_time=2021-04-15 01:51:18.886842, cost_time=0:00:57.788915 2021-04-15 01:50:17,223 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2171, top1-acc=93.57%, top5-acc=99.75%, remaining_time=0:01:01.620288, arrival_time=2021-04-15 01:51:18.843518, cost_time=0:01:04.187801 2021-04-15 01:50:23,619 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2179, top1-acc=93.52%, top5-acc=99.74%, remaining_time=0:00:55.184050, arrival_time=2021-04-15 01:51:18.803779, cost_time=0:01:10.584294 2021-04-15 01:50:30,018 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2201, top1-acc=93.38%, top5-acc=99.74%, remaining_time=0:00:48.756052, arrival_time=2021-04-15 01:51:18.774761, cost_time=0:01:16.983284 2021-04-15 01:50:36,419 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2243, top1-acc=93.26%, top5-acc=99.74%, remaining_time=0:00:42.333324, arrival_time=2021-04-15 01:51:18.752670, cost_time=0:01:23.383824 2021-04-15 01:50:42,819 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2273, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:00:35.913696, arrival_time=2021-04-15 01:51:18.733304, cost_time=0:01:29.784189 2021-04-15 01:50:49,216 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2285, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:29.495430, arrival_time=2021-04-15 01:51:18.711595, cost_time=0:01:36.180739 2021-04-15 01:50:55,614 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2306, top1-acc=93.05%, top5-acc=99.73%, remaining_time=0:00:23.080176, arrival_time=2021-04-15 01:51:18.694226, cost_time=0:01:42.578628 2021-04-15 01:51:02,023 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.91ms, fps=399 images/s, loss=0.2336, top1-acc=92.98%, top5-acc=99.71%, remaining_time=0:00:16.668678, arrival_time=2021-04-15 01:51:18.691683, cost_time=0:01:48.987491 2021-04-15 01:51:08,429 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2364, top1-acc=92.89%, top5-acc=99.69%, remaining_time=0:00:10.257216, arrival_time=2021-04-15 01:51:18.686389, cost_time=0:01:55.393728 2021-04-15 01:51:14,828 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.2396, top1-acc=92.80%, top5-acc=99.69%, remaining_time=0:00:03.846090, arrival_time=2021-04-15 01:51:18.674340, cost_time=0:02:01.792778 2021-04-15 01:51:18,224 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.2402, top1-acc=92.78%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:18.224245, cost_time=0:02:05.188830 2021-04-15 01:51:20,542 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.42ms, fps=1105 images/s, loss=1.4998, top1-acc=63.52%, top5-acc=88.40%, remaining_time=0:00:06.948870, arrival_time=2021-04-15 01:51:27.491337, cost_time=0:00:02.316286 2021-04-15 01:51:22,749 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.51ms, fps=1160 images/s, loss=1.5027, top1-acc=63.59%, top5-acc=88.54%, remaining_time=0:00:04.523680, arrival_time=2021-04-15 01:51:27.273525, cost_time=0:00:04.523671 2021-04-15 01:51:24,956 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.45ms, fps=1160 images/s, loss=1.5314, top1-acc=63.14%, top5-acc=88.15%, remaining_time=0:00:02.243400, arrival_time=2021-04-15 01:51:27.199890, cost_time=0:00:06.730205 2021-04-15 01:51:26,956 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=1.30ms, fps=1160 images/s, loss=1.5221, top1-acc=63.71%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:26.956850, cost_time=0:00:08.730612 2021-04-15 01:51:29,658 INFO : Epoch=0093 complete, best val top1-acc=63.71%, top5-acc=88.31% (epoch=93), remaining_time=4:02:10.050234, arrival_time=2021-04-15 05:53:39.708741, cost_time=3:30:28.922206 2021-04-15 01:51:29,659 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 01:51:36,217 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.57ms, fps=390 images/s, loss=0.2389, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:02:01.965594, arrival_time=2021-04-15 01:53:38.182941, cost_time=0:00:06.557289 2021-04-15 01:51:42,615 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2317, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:01:54.005760, arrival_time=2021-04-15 01:53:36.621026, cost_time=0:00:12.955208 2021-04-15 01:51:49,024 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.2298, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:01:47.152502, arrival_time=2021-04-15 01:53:36.177396, cost_time=0:00:19.364922 2021-04-15 01:51:55,419 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2207, top1-acc=93.34%, top5-acc=99.80%, remaining_time=0:01:40.460100, arrival_time=2021-04-15 01:53:35.879201, cost_time=0:00:25.759016 2021-04-15 01:52:01,822 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2186, top1-acc=93.41%, top5-acc=99.82%, remaining_time=0:01:33.913770, arrival_time=2021-04-15 01:53:35.735990, cost_time=0:00:32.162250 2021-04-15 01:52:08,224 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.2194, top1-acc=93.43%, top5-acc=99.83%, remaining_time=0:01:27.412232, arrival_time=2021-04-15 01:53:35.636450, cost_time=0:00:38.564207 2021-04-15 01:52:14,624 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.2153, top1-acc=93.57%, top5-acc=99.83%, remaining_time=0:01:20.935344, arrival_time=2021-04-15 01:53:35.559377, cost_time=0:00:44.964071 2021-04-15 01:52:21,024 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2144, top1-acc=93.65%, top5-acc=99.82%, remaining_time=0:01:14.478496, arrival_time=2021-04-15 01:53:35.503042, cost_time=0:00:51.364474 2021-04-15 01:52:27,432 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2130, top1-acc=93.68%, top5-acc=99.83%, remaining_time=0:01:08.042672, arrival_time=2021-04-15 01:53:35.474684, cost_time=0:00:57.772062 2021-04-15 01:52:33,825 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2118, top1-acc=93.68%, top5-acc=99.84%, remaining_time=0:01:01.598880, arrival_time=2021-04-15 01:53:35.424309, cost_time=0:01:04.165468 2021-04-15 01:52:40,222 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.2096, top1-acc=93.71%, top5-acc=99.85%, remaining_time=0:00:55.167194, arrival_time=2021-04-15 01:53:35.389871, cost_time=0:01:10.562709 2021-04-15 01:52:46,624 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=2.29ms, fps=400 images/s, loss=0.2101, top1-acc=93.70%, top5-acc=99.84%, remaining_time=0:00:48.743968, arrival_time=2021-04-15 01:53:35.368243, cost_time=0:01:16.964213 2021-04-15 01:52:53,024 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.2118, top1-acc=93.63%, top5-acc=99.83%, remaining_time=0:00:42.323622, arrival_time=2021-04-15 01:53:35.348326, cost_time=0:01:23.364722 2021-04-15 01:52:59,416 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.2145, top1-acc=93.58%, top5-acc=99.82%, remaining_time=0:00:35.902608, arrival_time=2021-04-15 01:53:35.319052, cost_time=0:01:29.756481 2021-04-15 01:53:05,820 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2170, top1-acc=93.51%, top5-acc=99.80%, remaining_time=0:00:29.489358, arrival_time=2021-04-15 01:53:35.310213, cost_time=0:01:36.160889 2021-04-15 01:53:12,229 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.2216, top1-acc=93.33%, top5-acc=99.79%, remaining_time=0:00:23.078196, arrival_time=2021-04-15 01:53:35.307904, cost_time=0:01:42.569732 2021-04-15 01:53:18,626 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2236, top1-acc=93.27%, top5-acc=99.79%, remaining_time=0:00:16.665402, arrival_time=2021-04-15 01:53:35.291502, cost_time=0:01:48.966045 2021-04-15 01:53:25,025 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.2257, top1-acc=93.18%, top5-acc=99.79%, remaining_time=0:00:10.254720, arrival_time=2021-04-15 01:53:35.280390, cost_time=0:01:55.365676 2021-04-15 01:53:31,422 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2290, top1-acc=93.08%, top5-acc=99.78%, remaining_time=0:00:03.845148, arrival_time=2021-04-15 01:53:35.268062, cost_time=0:02:01.762940 2021-04-15 01:53:34,816 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.2300, top1-acc=93.07%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:34.816755, cost_time=0:02:05.156792 2021-04-15 01:53:37,129 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.53ms, fps=1108 images/s, loss=1.9596, top1-acc=57.89%, top5-acc=83.71%, remaining_time=0:00:06.932190, arrival_time=2021-04-15 01:53:44.061560, cost_time=0:00:02.310729 2021-04-15 01:53:39,328 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.28ms, fps=1164 images/s, loss=1.9680, top1-acc=57.60%, top5-acc=83.40%, remaining_time=0:00:04.510100, arrival_time=2021-04-15 01:53:43.838846, cost_time=0:00:04.510107 2021-04-15 01:53:41,532 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.31ms, fps=1162 images/s, loss=1.9369, top1-acc=57.99%, top5-acc=83.93%, remaining_time=0:00:02.238060, arrival_time=2021-04-15 01:53:43.770870, cost_time=0:00:06.714180 2021-04-15 01:53:43,529 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=1.21ms, fps=1162 images/s, loss=1.9391, top1-acc=58.19%, top5-acc=84.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:43.529675, cost_time=0:00:08.711064 2021-04-15 01:53:44,907 INFO : Epoch=0094 complete, best val top1-acc=63.71%, top5-acc=88.31% (epoch=93), remaining_time=3:59:53.639724, arrival_time=2021-04-15 05:53:38.547094, cost_time=3:32:44.171092 2021-04-15 01:53:44,908 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 01:53:51,504 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.75ms, fps=388 images/s, loss=0.2268, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:02:02.675928, arrival_time=2021-04-15 01:55:54.180173, cost_time=0:00:06.595483 2021-04-15 01:53:57,898 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2215, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:01:54.304960, arrival_time=2021-04-15 01:55:52.202957, cost_time=0:00:12.989210 2021-04-15 01:54:04,300 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2277, top1-acc=93.33%, top5-acc=99.77%, remaining_time=0:01:47.299578, arrival_time=2021-04-15 01:55:51.599747, cost_time=0:00:19.391498 2021-04-15 01:54:10,702 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.2254, top1-acc=93.31%, top5-acc=99.78%, remaining_time=0:01:40.594104, arrival_time=2021-04-15 01:55:51.296276, cost_time=0:00:25.793367 2021-04-15 01:54:17,108 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2212, top1-acc=93.49%, top5-acc=99.77%, remaining_time=0:01:34.023562, arrival_time=2021-04-15 01:55:51.132069, cost_time=0:00:32.199832 2021-04-15 01:54:23,512 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2206, top1-acc=93.39%, top5-acc=99.79%, remaining_time=0:01:27.502400, arrival_time=2021-04-15 01:55:51.015078, cost_time=0:00:38.604003 2021-04-15 01:54:29,918 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2194, top1-acc=93.47%, top5-acc=99.79%, remaining_time=0:01:21.017622, arrival_time=2021-04-15 01:55:50.936073, cost_time=0:00:45.009777 2021-04-15 01:54:36,319 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2168, top1-acc=93.54%, top5-acc=99.78%, remaining_time=0:01:14.545892, arrival_time=2021-04-15 01:55:50.865629, cost_time=0:00:51.410981 2021-04-15 01:54:42,722 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2157, top1-acc=93.60%, top5-acc=99.77%, remaining_time=0:01:08.091644, arrival_time=2021-04-15 01:55:50.813969, cost_time=0:00:57.813665 2021-04-15 01:54:49,121 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2186, top1-acc=93.49%, top5-acc=99.76%, remaining_time=0:01:01.644000, arrival_time=2021-04-15 01:55:50.765180, cost_time=0:01:04.212503 2021-04-15 01:54:55,511 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.2190, top1-acc=93.46%, top5-acc=99.74%, remaining_time=0:00:55.198240, arrival_time=2021-04-15 01:55:50.709324, cost_time=0:01:10.602416 2021-04-15 01:55:01,908 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2200, top1-acc=93.43%, top5-acc=99.74%, remaining_time=0:00:48.766692, arrival_time=2021-04-15 01:55:50.675608, cost_time=0:01:17.000084 2021-04-15 01:55:08,312 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2217, top1-acc=93.35%, top5-acc=99.72%, remaining_time=0:00:42.343620, arrival_time=2021-04-15 01:55:50.656365, cost_time=0:01:23.404051 2021-04-15 01:55:14,722 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.2242, top1-acc=93.22%, top5-acc=99.71%, remaining_time=0:00:35.925512, arrival_time=2021-04-15 01:55:50.648048, cost_time=0:01:29.813741 2021-04-15 01:55:21,121 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2254, top1-acc=93.21%, top5-acc=99.71%, remaining_time=0:00:29.505228, arrival_time=2021-04-15 01:55:50.626740, cost_time=0:01:36.212745 2021-04-15 01:55:27,536 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.96ms, fps=399 images/s, loss=0.2275, top1-acc=93.15%, top5-acc=99.71%, remaining_time=0:00:23.091228, arrival_time=2021-04-15 01:55:50.627625, cost_time=0:01:42.627628 2021-04-15 01:55:33,934 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=2.04ms, fps=400 images/s, loss=0.2294, top1-acc=93.08%, top5-acc=99.70%, remaining_time=0:00:16.674502, arrival_time=2021-04-15 01:55:50.608880, cost_time=0:01:49.025631 2021-04-15 01:55:40,333 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.85ms, fps=400 images/s, loss=0.2321, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:00:10.259952, arrival_time=2021-04-15 01:55:50.593073, cost_time=0:01:55.424439 2021-04-15 01:55:46,732 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2333, top1-acc=92.94%, top5-acc=99.69%, remaining_time=0:00:03.847074, arrival_time=2021-04-15 01:55:50.579780, cost_time=0:02:01.823995 2021-04-15 01:55:50,128 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.2358, top1-acc=92.87%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:50.128708, cost_time=0:02:05.220029 2021-04-15 01:55:52,445 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.37ms, fps=1106 images/s, loss=1.7270, top1-acc=61.76%, top5-acc=86.37%, remaining_time=0:00:06.944400, arrival_time=2021-04-15 01:55:59.389783, cost_time=0:00:02.314800 2021-04-15 01:55:54,645 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.54ms, fps=1164 images/s, loss=1.6948, top1-acc=62.09%, top5-acc=86.66%, remaining_time=0:00:04.515060, arrival_time=2021-04-15 01:55:59.160691, cost_time=0:00:04.515053 2021-04-15 01:55:56,849 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.38ms, fps=1162 images/s, loss=1.6757, top1-acc=62.25%, top5-acc=86.99%, remaining_time=0:00:02.239730, arrival_time=2021-04-15 01:55:59.089576, cost_time=0:00:06.719178 2021-04-15 01:55:58,849 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=1.17ms, fps=1160 images/s, loss=1.7105, top1-acc=62.04%, top5-acc=86.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:58.849670, cost_time=0:00:08.719119 2021-04-15 01:56:00,193 INFO : Epoch=0095 complete, best val top1-acc=63.71%, top5-acc=88.31% (epoch=93), remaining_time=3:57:37.294905, arrival_time=2021-04-15 05:53:37.488527, cost_time=3:34:59.457336 2021-04-15 01:56:00,195 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 01:56:06,782 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.90ms, fps=389 images/s, loss=0.2637, top1-acc=92.70%, top5-acc=99.53%, remaining_time=0:02:02.511876, arrival_time=2021-04-15 01:58:09.293821, cost_time=0:00:06.586664 2021-04-15 01:56:13,182 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2534, top1-acc=92.83%, top5-acc=99.61%, remaining_time=0:01:54.288064, arrival_time=2021-04-15 01:58:07.470585, cost_time=0:00:12.987274 2021-04-15 01:56:19,584 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2514, top1-acc=92.77%, top5-acc=99.64%, remaining_time=0:01:47.288788, arrival_time=2021-04-15 01:58:06.873510, cost_time=0:00:19.389549 2021-04-15 01:56:25,983 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2422, top1-acc=93.06%, top5-acc=99.65%, remaining_time=0:01:40.574916, arrival_time=2021-04-15 01:58:06.558631, cost_time=0:00:25.788458 2021-04-15 01:56:32,404 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.42ms, fps=399 images/s, loss=0.2381, top1-acc=93.15%, top5-acc=99.65%, remaining_time=0:01:34.051740, arrival_time=2021-04-15 01:58:06.456513, cost_time=0:00:32.209515 2021-04-15 01:56:38,813 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.2327, top1-acc=93.25%, top5-acc=99.67%, remaining_time=0:01:27.534496, arrival_time=2021-04-15 01:58:06.348052, cost_time=0:00:38.618176 2021-04-15 01:56:45,214 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.93ms, fps=400 images/s, loss=0.2327, top1-acc=93.20%, top5-acc=99.69%, remaining_time=0:01:21.035010, arrival_time=2021-04-15 01:58:06.249660, cost_time=0:00:45.019481 2021-04-15 01:56:51,616 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.2321, top1-acc=93.23%, top5-acc=99.70%, remaining_time=0:01:14.560508, arrival_time=2021-04-15 01:58:06.176873, cost_time=0:00:51.421009 2021-04-15 01:56:58,026 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.53ms, fps=399 images/s, loss=0.2322, top1-acc=93.18%, top5-acc=99.70%, remaining_time=0:01:08.112844, arrival_time=2021-04-15 01:58:06.139731, cost_time=0:00:57.831642 2021-04-15 01:57:04,428 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.2309, top1-acc=93.21%, top5-acc=99.70%, remaining_time=0:01:01.663488, arrival_time=2021-04-15 01:58:06.091563, cost_time=0:01:04.232817 2021-04-15 01:57:10,843 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.2321, top1-acc=93.14%, top5-acc=99.71%, remaining_time=0:00:55.234274, arrival_time=2021-04-15 01:58:06.078014, cost_time=0:01:10.648480 2021-04-15 01:57:17,242 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2330, top1-acc=93.12%, top5-acc=99.71%, remaining_time=0:00:48.796408, arrival_time=2021-04-15 01:58:06.038690, cost_time=0:01:17.046997 2021-04-15 01:57:23,646 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2334, top1-acc=93.08%, top5-acc=99.71%, remaining_time=0:00:42.367314, arrival_time=2021-04-15 01:58:06.013298, cost_time=0:01:23.450747 2021-04-15 01:57:30,057 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=2.02ms, fps=399 images/s, loss=0.2332, top1-acc=93.04%, top5-acc=99.71%, remaining_time=0:00:35.945056, arrival_time=2021-04-15 01:58:06.002965, cost_time=0:01:29.862664 2021-04-15 01:57:36,455 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2325, top1-acc=93.06%, top5-acc=99.71%, remaining_time=0:00:29.519856, arrival_time=2021-04-15 01:58:05.975392, cost_time=0:01:36.260357 2021-04-15 01:57:42,851 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2350, top1-acc=92.97%, top5-acc=99.70%, remaining_time=0:00:23.097600, arrival_time=2021-04-15 01:58:05.948750, cost_time=0:01:42.655986 2021-04-15 01:57:49,259 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.65ms, fps=399 images/s, loss=0.2369, top1-acc=92.90%, top5-acc=99.70%, remaining_time=0:00:16.680430, arrival_time=2021-04-15 01:58:05.940027, cost_time=0:01:49.064434 2021-04-15 01:57:55,660 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2390, top1-acc=92.79%, top5-acc=99.70%, remaining_time=0:00:10.263568, arrival_time=2021-04-15 01:58:05.924072, cost_time=0:01:55.465217 2021-04-15 01:58:02,066 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.2405, top1-acc=92.74%, top5-acc=99.69%, remaining_time=0:00:03.848580, arrival_time=2021-04-15 01:58:05.915522, cost_time=0:02:01.871766 2021-04-15 01:58:05,466 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2402, top1-acc=92.74%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:05.466610, cost_time=0:02:05.271445 2021-04-15 01:58:07,833 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.44ms, fps=1082 images/s, loss=1.6813, top1-acc=64.37%, top5-acc=87.23%, remaining_time=0:00:07.094730, arrival_time=2021-04-15 01:58:14.928207, cost_time=0:00:02.364907 2021-04-15 01:58:10,036 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.37ms, fps=1162 images/s, loss=1.6442, top1-acc=64.10%, top5-acc=87.44%, remaining_time=0:00:04.567580, arrival_time=2021-04-15 01:58:14.603734, cost_time=0:00:04.567585 2021-04-15 01:58:12,240 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.52ms, fps=1162 images/s, loss=1.6502, top1-acc=63.75%, top5-acc=87.37%, remaining_time=0:00:02.257310, arrival_time=2021-04-15 01:58:14.497809, cost_time=0:00:06.771925 2021-04-15 01:58:14,238 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=1.6627, top1-acc=63.29%, top5-acc=87.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:14.238553, cost_time=0:00:08.770026 2021-04-15 01:58:15,947 INFO : Epoch=0096 complete, best val top1-acc=63.71%, top5-acc=88.31% (epoch=93), remaining_time=3:55:21.478800, arrival_time=2021-04-15 05:53:37.426246, cost_time=3:37:15.211160 2021-04-15 01:58:15,948 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 01:58:22,533 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.35ms, fps=389 images/s, loss=0.2109, top1-acc=93.98%, top5-acc=99.80%, remaining_time=0:02:02.474676, arrival_time=2021-04-15 02:00:25.008223, cost_time=0:00:06.584657 2021-04-15 01:58:28,934 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.2063, top1-acc=93.89%, top5-acc=99.88%, remaining_time=0:01:54.268880, arrival_time=2021-04-15 02:00:23.203021, cost_time=0:00:12.985095 2021-04-15 01:58:35,338 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2003, top1-acc=94.15%, top5-acc=99.84%, remaining_time=0:01:47.289452, arrival_time=2021-04-15 02:00:22.628019, cost_time=0:00:19.389664 2021-04-15 01:58:41,736 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.2007, top1-acc=94.07%, top5-acc=99.84%, remaining_time=0:01:40.569612, arrival_time=2021-04-15 02:00:22.305568, cost_time=0:00:25.787073 2021-04-15 01:58:48,145 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.43ms, fps=399 images/s, loss=0.1995, top1-acc=94.11%, top5-acc=99.84%, remaining_time=0:01:34.013050, arrival_time=2021-04-15 02:00:22.158070, cost_time=0:00:32.196230 2021-04-15 01:58:54,544 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.84ms, fps=400 images/s, loss=0.2017, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:01:27.482816, arrival_time=2021-04-15 02:00:22.027049, cost_time=0:00:38.595344 2021-04-15 01:59:00,949 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2004, top1-acc=93.90%, top5-acc=99.86%, remaining_time=0:01:21.001746, arrival_time=2021-04-15 02:00:21.951568, cost_time=0:00:45.000990 2021-04-15 01:59:07,360 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.62ms, fps=399 images/s, loss=0.1981, top1-acc=93.96%, top5-acc=99.86%, remaining_time=0:01:14.546588, arrival_time=2021-04-15 02:00:21.907204, cost_time=0:00:51.411462 2021-04-15 01:59:13,771 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.1987, top1-acc=93.99%, top5-acc=99.85%, remaining_time=0:01:08.102350, arrival_time=2021-04-15 02:00:21.873982, cost_time=0:00:57.822739 2021-04-15 01:59:20,175 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1999, top1-acc=93.88%, top5-acc=99.85%, remaining_time=0:01:01.657152, arrival_time=2021-04-15 02:00:21.832376, cost_time=0:01:04.226249 2021-04-15 01:59:26,580 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2027, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:55.221030, arrival_time=2021-04-15 02:00:21.801431, cost_time=0:01:10.631591 2021-04-15 01:59:32,988 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.2032, top1-acc=93.83%, top5-acc=99.83%, remaining_time=0:00:48.791468, arrival_time=2021-04-15 02:00:21.779471, cost_time=0:01:17.039123 2021-04-15 01:59:39,396 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.45ms, fps=399 images/s, loss=0.2047, top1-acc=93.82%, top5-acc=99.83%, remaining_time=0:00:42.365928, arrival_time=2021-04-15 02:00:21.762791, cost_time=0:01:23.448054 2021-04-15 01:59:45,796 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=2.32ms, fps=400 images/s, loss=0.2060, top1-acc=93.75%, top5-acc=99.83%, remaining_time=0:00:35.939008, arrival_time=2021-04-15 02:00:21.735468, cost_time=0:01:29.847556 2021-04-15 01:59:52,204 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2075, top1-acc=93.68%, top5-acc=99.82%, remaining_time=0:00:29.518476, arrival_time=2021-04-15 02:00:21.723344, cost_time=0:01:36.255910 2021-04-15 01:59:58,612 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2095, top1-acc=93.62%, top5-acc=99.81%, remaining_time=0:00:23.099256, arrival_time=2021-04-15 02:00:21.711568, cost_time=0:01:42.663428 2021-04-15 02:00:05,019 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.2127, top1-acc=93.51%, top5-acc=99.81%, remaining_time=0:00:16.681340, arrival_time=2021-04-15 02:00:21.700571, cost_time=0:01:49.070346 2021-04-15 02:00:11,423 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2162, top1-acc=93.38%, top5-acc=99.80%, remaining_time=0:00:10.264384, arrival_time=2021-04-15 02:00:21.687579, cost_time=0:01:55.474310 2021-04-15 02:00:17,831 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.2178, top1-acc=93.33%, top5-acc=99.80%, remaining_time=0:00:03.848928, arrival_time=2021-04-15 02:00:21.680709, cost_time=0:02:01.882791 2021-04-15 02:00:21,230 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.2191, top1-acc=93.31%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:21.230909, cost_time=0:02:05.282108 2021-04-15 02:00:23,547 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.31ms, fps=1106 images/s, loss=1.4896, top1-acc=63.98%, top5-acc=87.70%, remaining_time=0:00:06.944250, arrival_time=2021-04-15 02:00:30.491809, cost_time=0:00:02.314753 2021-04-15 02:00:25,744 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.28ms, fps=1165 images/s, loss=1.5287, top1-acc=63.32%, top5-acc=87.60%, remaining_time=0:00:04.511940, arrival_time=2021-04-15 02:00:30.256690, cost_time=0:00:04.511949 2021-04-15 02:00:27,946 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.61ms, fps=1163 images/s, loss=1.5675, top1-acc=63.02%, top5-acc=87.01%, remaining_time=0:00:02.237960, arrival_time=2021-04-15 02:00:30.184619, cost_time=0:00:06.713867 2021-04-15 02:00:29,946 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.5729, top1-acc=63.11%, top5-acc=87.15%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:29.946888, cost_time=0:00:08.714120 2021-04-15 02:00:31,333 INFO : Epoch=0097 complete, best val top1-acc=63.71%, top5-acc=88.31% (epoch=93), remaining_time=3:53:05.273359, arrival_time=2021-04-15 05:53:36.606840, cost_time=3:39:30.597200 2021-04-15 02:00:31,334 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 02:00:37,925 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.43ms, fps=388 images/s, loss=0.2439, top1-acc=92.89%, top5-acc=99.57%, remaining_time=0:02:02.579952, arrival_time=2021-04-15 02:02:40.505045, cost_time=0:00:06.590323 2021-04-15 02:00:44,334 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.2321, top1-acc=93.65%, top5-acc=99.61%, remaining_time=0:01:54.399824, arrival_time=2021-04-15 02:02:38.734672, cost_time=0:00:12.999988 2021-04-15 02:00:50,733 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2306, top1-acc=93.49%, top5-acc=99.67%, remaining_time=0:01:47.340580, arrival_time=2021-04-15 02:02:38.074254, cost_time=0:00:19.398906 2021-04-15 02:00:57,132 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2256, top1-acc=93.54%, top5-acc=99.65%, remaining_time=0:01:40.612824, arrival_time=2021-04-15 02:02:37.745769, cost_time=0:00:25.798177 2021-04-15 02:01:03,532 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2234, top1-acc=93.55%, top5-acc=99.70%, remaining_time=0:01:34.017868, arrival_time=2021-04-15 02:02:37.550512, cost_time=0:00:32.197881 2021-04-15 02:01:09,928 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=0.2159, top1-acc=93.85%, top5-acc=99.72%, remaining_time=0:01:27.477920, arrival_time=2021-04-15 02:02:37.406008, cost_time=0:00:38.593187 2021-04-15 02:01:16,325 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.2148, top1-acc=93.75%, top5-acc=99.72%, remaining_time=0:01:20.983602, arrival_time=2021-04-15 02:02:37.309345, cost_time=0:00:44.990890 2021-04-15 02:01:22,723 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.2114, top1-acc=93.82%, top5-acc=99.74%, remaining_time=0:01:14.512948, arrival_time=2021-04-15 02:02:37.236085, cost_time=0:00:51.388274 2021-04-15 02:01:29,121 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2096, top1-acc=93.88%, top5-acc=99.75%, remaining_time=0:01:08.060056, arrival_time=2021-04-15 02:02:37.181680, cost_time=0:00:57.786856 2021-04-15 02:01:35,524 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.76ms, fps=400 images/s, loss=0.2094, top1-acc=93.91%, top5-acc=99.75%, remaining_time=0:01:01.621920, arrival_time=2021-04-15 02:02:37.146271, cost_time=0:01:04.189487 2021-04-15 02:01:41,930 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.2104, top1-acc=93.83%, top5-acc=99.76%, remaining_time=0:00:55.192994, arrival_time=2021-04-15 02:02:37.123468, cost_time=0:01:10.595703 2021-04-15 02:01:48,337 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.2121, top1-acc=93.80%, top5-acc=99.76%, remaining_time=0:00:48.768060, arrival_time=2021-04-15 02:02:37.105081, cost_time=0:01:17.002193 2021-04-15 02:01:54,736 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.2145, top1-acc=93.69%, top5-acc=99.76%, remaining_time=0:00:42.342300, arrival_time=2021-04-15 02:02:37.078753, cost_time=0:01:23.401496 2021-04-15 02:02:01,141 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.97ms, fps=400 images/s, loss=0.2165, top1-acc=93.64%, top5-acc=99.75%, remaining_time=0:00:35.922544, arrival_time=2021-04-15 02:02:37.063635, cost_time=0:01:29.806317 2021-04-15 02:02:07,546 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2168, top1-acc=93.64%, top5-acc=99.74%, remaining_time=0:00:29.504906, arrival_time=2021-04-15 02:02:37.051329, cost_time=0:01:36.211662 2021-04-15 02:02:13,955 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.93ms, fps=400 images/s, loss=0.2176, top1-acc=93.61%, top5-acc=99.74%, remaining_time=0:00:23.089500, arrival_time=2021-04-15 02:02:37.044413, cost_time=0:01:42.620020 2021-04-15 02:02:20,359 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2193, top1-acc=93.55%, top5-acc=99.74%, remaining_time=0:00:16.674398, arrival_time=2021-04-15 02:02:37.034162, cost_time=0:01:49.024901 2021-04-15 02:02:26,759 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.2206, top1-acc=93.50%, top5-acc=99.74%, remaining_time=0:00:10.259936, arrival_time=2021-04-15 02:02:37.018975, cost_time=0:01:55.424259 2021-04-15 02:02:33,159 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.2208, top1-acc=93.48%, top5-acc=99.75%, remaining_time=0:00:03.847074, arrival_time=2021-04-15 02:02:37.006037, cost_time=0:02:01.824075 2021-04-15 02:02:36,553 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.2217, top1-acc=93.44%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:36.553453, cost_time=0:02:05.218672 2021-04-15 02:02:38,931 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.51ms, fps=1078 images/s, loss=1.6152, top1-acc=62.85%, top5-acc=88.75%, remaining_time=0:00:07.127100, arrival_time=2021-04-15 02:02:46.058151, cost_time=0:00:02.375698 2021-04-15 02:02:41,128 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.29ms, fps=1165 images/s, loss=1.5820, top1-acc=63.67%, top5-acc=88.30%, remaining_time=0:00:04.573360, arrival_time=2021-04-15 02:02:45.702061, cost_time=0:00:04.573351 2021-04-15 02:02:43,335 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.54ms, fps=1160 images/s, loss=1.5504, top1-acc=64.08%, top5-acc=88.26%, remaining_time=0:00:02.259980, arrival_time=2021-04-15 02:02:45.595267, cost_time=0:00:06.779935 2021-04-15 02:02:45,336 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=1.53ms, fps=1160 images/s, loss=1.5942, top1-acc=63.87%, top5-acc=88.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:45.336406, cost_time=0:00:08.781076 2021-04-15 02:02:48,150 INFO : Epoch=0098 complete, best val top1-acc=63.87%, top5-acc=88.06% (epoch=98), remaining_time=3:50:50.574186, arrival_time=2021-04-15 05:53:38.725060, cost_time=3:41:47.414434 2021-04-15 02:02:48,153 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 02:02:54,752 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.36ms, fps=388 images/s, loss=0.2076, top1-acc=94.02%, top5-acc=99.84%, remaining_time=0:02:02.740842, arrival_time=2021-04-15 02:04:57.493038, cost_time=0:00:06.598973 2021-04-15 02:03:01,149 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.2007, top1-acc=94.14%, top5-acc=99.84%, remaining_time=0:01:54.367088, arrival_time=2021-04-15 02:04:55.516563, cost_time=0:00:12.996253 2021-04-15 02:03:07,550 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1976, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:01:47.333774, arrival_time=2021-04-15 02:04:54.884534, cost_time=0:00:19.397659 2021-04-15 02:03:13,946 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1985, top1-acc=94.00%, top5-acc=99.85%, remaining_time=0:01:40.592388, arrival_time=2021-04-15 02:04:54.538515, cost_time=0:00:25.792934 2021-04-15 02:03:20,338 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.1992, top1-acc=93.98%, top5-acc=99.85%, remaining_time=0:01:33.980930, arrival_time=2021-04-15 02:04:54.319282, cost_time=0:00:32.185249 2021-04-15 02:03:26,746 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=2.70ms, fps=399 images/s, loss=0.1978, top1-acc=94.07%, top5-acc=99.83%, remaining_time=0:01:27.479144, arrival_time=2021-04-15 02:04:54.225989, cost_time=0:00:38.593748 2021-04-15 02:03:33,145 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1987, top1-acc=94.13%, top5-acc=99.82%, remaining_time=0:01:20.985870, arrival_time=2021-04-15 02:04:54.131135, cost_time=0:00:44.992165 2021-04-15 02:03:39,544 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1948, top1-acc=94.17%, top5-acc=99.83%, remaining_time=0:01:14.517936, arrival_time=2021-04-15 02:04:54.062834, cost_time=0:00:51.391700 2021-04-15 02:03:45,941 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1952, top1-acc=94.14%, top5-acc=99.83%, remaining_time=0:01:08.061434, arrival_time=2021-04-15 02:04:54.002558, cost_time=0:00:57.788031 2021-04-15 02:03:52,332 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.1947, top1-acc=94.19%, top5-acc=99.82%, remaining_time=0:01:01.612512, arrival_time=2021-04-15 02:04:53.945357, cost_time=0:01:04.179747 2021-04-15 02:03:58,722 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.1977, top1-acc=94.11%, top5-acc=99.80%, remaining_time=0:00:55.172612, arrival_time=2021-04-15 02:04:53.895324, cost_time=0:01:10.569610 2021-04-15 02:04:05,126 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.1983, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:00:48.749668, arrival_time=2021-04-15 02:04:53.876104, cost_time=0:01:16.973207 2021-04-15 02:04:11,523 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1989, top1-acc=94.11%, top5-acc=99.80%, remaining_time=0:00:42.326724, arrival_time=2021-04-15 02:04:53.850592, cost_time=0:01:23.370770 2021-04-15 02:04:17,916 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.2002, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:35.905464, arrival_time=2021-04-15 02:04:53.822212, cost_time=0:01:29.763649 2021-04-15 02:04:24,318 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.2004, top1-acc=94.05%, top5-acc=99.81%, remaining_time=0:00:29.490600, arrival_time=2021-04-15 02:04:53.808626, cost_time=0:01:36.164943 2021-04-15 02:04:30,719 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.2012, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:23.077404, arrival_time=2021-04-15 02:04:53.796811, cost_time=0:01:42.566305 2021-04-15 02:04:37,117 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.2022, top1-acc=93.99%, top5-acc=99.80%, remaining_time=0:00:16.665168, arrival_time=2021-04-15 02:04:53.782922, cost_time=0:01:48.964502 2021-04-15 02:04:43,518 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2036, top1-acc=93.93%, top5-acc=99.79%, remaining_time=0:00:10.254704, arrival_time=2021-04-15 02:04:53.773219, cost_time=0:01:55.365421 2021-04-15 02:04:49,919 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.2049, top1-acc=93.90%, top5-acc=99.79%, remaining_time=0:00:03.845262, arrival_time=2021-04-15 02:04:53.765025, cost_time=0:02:01.766686 2021-04-15 02:04:53,305 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.30ms, fps=402 images/s, loss=0.2060, top1-acc=93.88%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:53.305905, cost_time=0:02:05.152809 2021-04-15 02:04:55,641 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.31ms, fps=1097 images/s, loss=1.7296, top1-acc=61.68%, top5-acc=85.59%, remaining_time=0:00:07.001910, arrival_time=2021-04-15 02:05:02.643649, cost_time=0:00:02.333973 2021-04-15 02:04:57,843 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.37ms, fps=1163 images/s, loss=1.6877, top1-acc=62.36%, top5-acc=86.07%, remaining_time=0:00:04.535400, arrival_time=2021-04-15 02:05:02.378562, cost_time=0:00:04.535400 2021-04-15 02:05:00,041 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.52ms, fps=1165 images/s, loss=1.7027, top1-acc=61.91%, top5-acc=86.42%, remaining_time=0:00:02.244690, arrival_time=2021-04-15 02:05:02.286521, cost_time=0:00:06.734066 2021-04-15 02:05:02,038 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=1.29ms, fps=1162 images/s, loss=1.6976, top1-acc=61.87%, top5-acc=86.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:02.038311, cost_time=0:00:08.730582 2021-04-15 02:05:03,448 INFO : Epoch=0099 complete, best val top1-acc=63.87%, top5-acc=88.06% (epoch=98), remaining_time=3:48:34.281566, arrival_time=2021-04-15 05:53:37.729578, cost_time=3:44:02.711655 2021-04-15 02:05:03,449 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 02:05:10,024 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.08ms, fps=389 images/s, loss=0.2128, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:02:02.283468, arrival_time=2021-04-15 02:07:12.308049, cost_time=0:00:06.574378 2021-04-15 02:05:16,419 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.2004, top1-acc=94.08%, top5-acc=99.80%, remaining_time=0:01:54.127904, arrival_time=2021-04-15 02:07:10.547126, cost_time=0:00:12.969073 2021-04-15 02:05:22,814 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2003, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:01:47.146858, arrival_time=2021-04-15 02:07:09.960810, cost_time=0:00:19.363881 2021-04-15 02:05:29,218 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.2019, top1-acc=93.95%, top5-acc=99.83%, remaining_time=0:01:40.494420, arrival_time=2021-04-15 02:07:09.712377, cost_time=0:00:25.767803 2021-04-15 02:05:35,612 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1989, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:01:33.913040, arrival_time=2021-04-15 02:07:09.525100, cost_time=0:00:32.161991 2021-04-15 02:05:42,008 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1963, top1-acc=94.19%, top5-acc=99.80%, remaining_time=0:01:27.399176, arrival_time=2021-04-15 02:07:09.407680, cost_time=0:00:38.558434 2021-04-15 02:05:48,408 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1960, top1-acc=94.16%, top5-acc=99.82%, remaining_time=0:01:20.925516, arrival_time=2021-04-15 02:07:09.334282, cost_time=0:00:44.958605 2021-04-15 02:05:54,804 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.1952, top1-acc=94.25%, top5-acc=99.83%, remaining_time=0:01:14.464112, arrival_time=2021-04-15 02:07:09.268804, cost_time=0:00:51.354530 2021-04-15 02:06:01,198 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1949, top1-acc=94.22%, top5-acc=99.81%, remaining_time=0:01:08.014688, arrival_time=2021-04-15 02:07:09.213084, cost_time=0:00:57.748340 2021-04-15 02:06:07,595 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1933, top1-acc=94.25%, top5-acc=99.82%, remaining_time=0:01:01.579392, arrival_time=2021-04-15 02:07:09.174673, cost_time=0:01:04.145231 2021-04-15 02:06:13,987 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.1948, top1-acc=94.23%, top5-acc=99.82%, remaining_time=0:00:55.147414, arrival_time=2021-04-15 02:07:09.134921, cost_time=0:01:10.537416 2021-04-15 02:06:20,380 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1965, top1-acc=94.18%, top5-acc=99.82%, remaining_time=0:00:48.722840, arrival_time=2021-04-15 02:07:09.103698, cost_time=0:01:16.930800 2021-04-15 02:06:26,781 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1961, top1-acc=94.18%, top5-acc=99.83%, remaining_time=0:00:42.306528, arrival_time=2021-04-15 02:07:09.087697, cost_time=0:01:23.331020 2021-04-15 02:06:33,183 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1960, top1-acc=94.19%, top5-acc=99.83%, remaining_time=0:00:35.893312, arrival_time=2021-04-15 02:07:09.076700, cost_time=0:01:29.733313 2021-04-15 02:06:39,583 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1967, top1-acc=94.20%, top5-acc=99.82%, remaining_time=0:00:29.480848, arrival_time=2021-04-15 02:07:09.064132, cost_time=0:01:36.133228 2021-04-15 02:06:45,979 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1979, top1-acc=94.13%, top5-acc=99.81%, remaining_time=0:00:23.069160, arrival_time=2021-04-15 02:07:09.048784, cost_time=0:01:42.529564 2021-04-15 02:06:52,375 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1988, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:00:16.659110, arrival_time=2021-04-15 02:07:09.034101, cost_time=0:01:48.924904 2021-04-15 02:06:58,771 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1999, top1-acc=94.10%, top5-acc=99.80%, remaining_time=0:00:10.250800, arrival_time=2021-04-15 02:07:09.022437, cost_time=0:01:55.321515 2021-04-15 02:07:05,168 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.2011, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:03.843738, arrival_time=2021-04-15 02:07:09.012126, cost_time=0:02:01.718320 2021-04-15 02:07:08,565 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.2022, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:08.565908, cost_time=0:02:05.115850 2021-04-15 02:07:10,882 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.44ms, fps=1106 images/s, loss=1.7177, top1-acc=61.56%, top5-acc=86.17%, remaining_time=0:00:06.942420, arrival_time=2021-04-15 02:07:17.824388, cost_time=0:00:02.314135 2021-04-15 02:07:13,083 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.43ms, fps=1163 images/s, loss=1.7455, top1-acc=61.11%, top5-acc=86.56%, remaining_time=0:00:04.515980, arrival_time=2021-04-15 02:07:17.599762, cost_time=0:00:04.515989 2021-04-15 02:07:15,284 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=1.7621, top1-acc=60.57%, top5-acc=86.17%, remaining_time=0:00:02.238880, arrival_time=2021-04-15 02:07:17.523304, cost_time=0:00:06.716635 2021-04-15 02:07:17,281 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.22ms, fps=1162 images/s, loss=1.7504, top1-acc=60.66%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:17.281268, cost_time=0:00:08.713510 2021-04-15 02:07:18,835 INFO : Epoch=0100 complete, best val top1-acc=63.87%, top5-acc=88.06% (epoch=98), remaining_time=3:46:18.099200, arrival_time=2021-04-15 05:53:36.934670, cost_time=3:46:18.099152 2021-04-15 02:07:18,836 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 02:07:25,401 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.57ms, fps=390 images/s, loss=0.2299, top1-acc=93.36%, top5-acc=99.73%, remaining_time=0:02:02.089842, arrival_time=2021-04-15 02:09:27.490955, cost_time=0:00:06.563967 2021-04-15 02:07:31,799 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=2.26ms, fps=400 images/s, loss=0.2245, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:01:54.072288, arrival_time=2021-04-15 02:09:25.872191, cost_time=0:00:12.962753 2021-04-15 02:07:38,193 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.2075, top1-acc=93.97%, top5-acc=99.78%, remaining_time=0:01:47.102204, arrival_time=2021-04-15 02:09:25.295178, cost_time=0:00:19.355828 2021-04-15 02:07:44,586 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2013, top1-acc=94.12%, top5-acc=99.80%, remaining_time=0:01:40.423440, arrival_time=2021-04-15 02:09:25.010100, cost_time=0:00:25.749597 2021-04-15 02:07:50,986 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1976, top1-acc=94.20%, top5-acc=99.78%, remaining_time=0:01:33.876540, arrival_time=2021-04-15 02:09:24.863186, cost_time=0:00:32.149518 2021-04-15 02:07:57,377 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.1964, top1-acc=94.20%, top5-acc=99.80%, remaining_time=0:01:27.358920, arrival_time=2021-04-15 02:09:24.736670, cost_time=0:00:38.540689 2021-04-15 02:08:03,776 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1926, top1-acc=94.31%, top5-acc=99.82%, remaining_time=0:01:20.890866, arrival_time=2021-04-15 02:09:24.667299, cost_time=0:00:44.939378 2021-04-15 02:08:10,173 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1936, top1-acc=94.31%, top5-acc=99.81%, remaining_time=0:01:14.437084, arrival_time=2021-04-15 02:09:24.610041, cost_time=0:00:51.335905 2021-04-15 02:08:16,572 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1924, top1-acc=94.38%, top5-acc=99.80%, remaining_time=0:01:07.999636, arrival_time=2021-04-15 02:09:24.572390, cost_time=0:00:57.735497 2021-04-15 02:08:22,975 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.1938, top1-acc=94.39%, top5-acc=99.80%, remaining_time=0:01:01.572960, arrival_time=2021-04-15 02:09:24.548613, cost_time=0:01:04.138507 2021-04-15 02:08:29,372 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1935, top1-acc=94.37%, top5-acc=99.81%, remaining_time=0:00:55.145780, arrival_time=2021-04-15 02:09:24.518142, cost_time=0:01:10.535291 2021-04-15 02:08:35,768 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1938, top1-acc=94.35%, top5-acc=99.81%, remaining_time=0:00:48.722916, arrival_time=2021-04-15 02:09:24.490962, cost_time=0:01:16.930911 2021-04-15 02:08:42,164 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1940, top1-acc=94.31%, top5-acc=99.81%, remaining_time=0:00:42.304548, arrival_time=2021-04-15 02:09:24.468714, cost_time=0:01:23.327094 2021-04-15 02:08:48,564 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1952, top1-acc=94.29%, top5-acc=99.82%, remaining_time=0:00:35.890736, arrival_time=2021-04-15 02:09:24.454697, cost_time=0:01:29.726908 2021-04-15 02:08:54,952 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.1969, top1-acc=94.22%, top5-acc=99.81%, remaining_time=0:00:29.475420, arrival_time=2021-04-15 02:09:24.427950, cost_time=0:01:36.115462 2021-04-15 02:09:01,352 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.1966, top1-acc=94.21%, top5-acc=99.81%, remaining_time=0:00:23.066028, arrival_time=2021-04-15 02:09:24.418825, cost_time=0:01:42.515663 2021-04-15 02:09:07,749 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1975, top1-acc=94.18%, top5-acc=99.82%, remaining_time=0:00:16.657238, arrival_time=2021-04-15 02:09:24.406956, cost_time=0:01:48.912667 2021-04-15 02:09:14,150 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1982, top1-acc=94.15%, top5-acc=99.82%, remaining_time=0:00:10.250032, arrival_time=2021-04-15 02:09:24.400051, cost_time=0:01:55.312949 2021-04-15 02:09:20,548 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1995, top1-acc=94.11%, top5-acc=99.81%, remaining_time=0:00:03.843516, arrival_time=2021-04-15 02:09:24.392016, cost_time=0:02:01.711431 2021-04-15 02:09:23,944 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.2012, top1-acc=94.06%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:23.944744, cost_time=0:02:05.107683 2021-04-15 02:09:26,265 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=2.06ms, fps=1104 images/s, loss=1.5051, top1-acc=65.20%, top5-acc=88.44%, remaining_time=0:00:06.956820, arrival_time=2021-04-15 02:09:33.222408, cost_time=0:00:02.318944 2021-04-15 02:09:28,468 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.5446, top1-acc=64.16%, top5-acc=87.66%, remaining_time=0:00:04.522280, arrival_time=2021-04-15 02:09:32.991201, cost_time=0:00:04.522283 2021-04-15 02:09:30,671 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=1.5090, top1-acc=64.26%, top5-acc=88.06%, remaining_time=0:00:02.241460, arrival_time=2021-04-15 02:09:32.912458, cost_time=0:00:06.724366 2021-04-15 02:09:32,666 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=1.27ms, fps=1163 images/s, loss=1.5294, top1-acc=64.17%, top5-acc=87.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:32.666545, cost_time=0:00:08.719941 2021-04-15 02:09:35,642 INFO : Epoch=0101 complete, best val top1-acc=64.17%, top5-acc=87.96% (epoch=101), remaining_time=3:44:03.323751, arrival_time=2021-04-15 05:53:38.966094, cost_time=3:48:34.906054 2021-04-15 02:09:35,643 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 02:09:42,200 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.57ms, fps=390 images/s, loss=0.1861, top1-acc=94.92%, top5-acc=99.80%, remaining_time=0:02:01.959828, arrival_time=2021-04-15 02:11:44.160526, cost_time=0:00:06.556979 2021-04-15 02:09:48,590 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.1936, top1-acc=94.39%, top5-acc=99.82%, remaining_time=0:01:53.928672, arrival_time=2021-04-15 02:11:42.518841, cost_time=0:00:12.946450 2021-04-15 02:09:54,987 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1988, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:01:47.035804, arrival_time=2021-04-15 02:11:42.023248, cost_time=0:00:19.343833 2021-04-15 02:10:01,377 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.61ms, fps=401 images/s, loss=0.2003, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:01:40.361040, arrival_time=2021-04-15 02:11:41.738443, cost_time=0:00:25.733587 2021-04-15 02:10:07,772 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1964, top1-acc=94.26%, top5-acc=99.82%, remaining_time=0:01:33.817264, arrival_time=2021-04-15 02:11:41.590108, cost_time=0:00:32.129217 2021-04-15 02:10:14,173 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1944, top1-acc=94.25%, top5-acc=99.84%, remaining_time=0:01:27.334576, arrival_time=2021-04-15 02:11:41.508165, cost_time=0:00:38.529977 2021-04-15 02:10:20,564 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.1930, top1-acc=94.26%, top5-acc=99.85%, remaining_time=0:01:20.857602, arrival_time=2021-04-15 02:11:41.422128, cost_time=0:00:44.920896 2021-04-15 02:10:26,969 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1898, top1-acc=94.38%, top5-acc=99.86%, remaining_time=0:01:14.422932, arrival_time=2021-04-15 02:11:41.392804, cost_time=0:00:51.326122 2021-04-15 02:10:33,370 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1887, top1-acc=94.44%, top5-acc=99.86%, remaining_time=0:01:07.989778, arrival_time=2021-04-15 02:11:41.360567, cost_time=0:00:57.727162 2021-04-15 02:10:39,764 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1903, top1-acc=94.38%, top5-acc=99.84%, remaining_time=0:01:01.555680, arrival_time=2021-04-15 02:11:41.319797, cost_time=0:01:04.120503 2021-04-15 02:10:46,161 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1891, top1-acc=94.40%, top5-acc=99.84%, remaining_time=0:00:55.132364, arrival_time=2021-04-15 02:11:41.294146, cost_time=0:01:10.518133 2021-04-15 02:10:52,562 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1904, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:48.714936, arrival_time=2021-04-15 02:11:41.276972, cost_time=0:01:16.918373 2021-04-15 02:10:58,958 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1921, top1-acc=94.27%, top5-acc=99.82%, remaining_time=0:00:42.298014, arrival_time=2021-04-15 02:11:41.256008, cost_time=0:01:23.314307 2021-04-15 02:11:05,358 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.1932, top1-acc=94.24%, top5-acc=99.82%, remaining_time=0:00:35.885696, arrival_time=2021-04-15 02:11:41.243625, cost_time=0:01:29.714279 2021-04-15 02:11:11,752 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1942, top1-acc=94.17%, top5-acc=99.82%, remaining_time=0:00:29.473212, arrival_time=2021-04-15 02:11:41.225201, cost_time=0:01:36.108375 2021-04-15 02:11:18,147 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1950, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:00:23.063400, arrival_time=2021-04-15 02:11:41.211036, cost_time=0:01:42.504018 2021-04-15 02:11:24,546 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1965, top1-acc=94.08%, top5-acc=99.80%, remaining_time=0:00:16.655704, arrival_time=2021-04-15 02:11:41.201919, cost_time=0:01:48.902599 2021-04-15 02:11:30,940 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1979, top1-acc=94.05%, top5-acc=99.80%, remaining_time=0:00:10.248560, arrival_time=2021-04-15 02:11:41.188659, cost_time=0:01:55.296297 2021-04-15 02:11:37,335 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.1988, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:03.842904, arrival_time=2021-04-15 02:11:41.178419, cost_time=0:02:01.691889 2021-04-15 02:11:40,730 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.1993, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:40.730173, cost_time=0:02:05.086557 2021-04-15 02:11:43,048 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.50ms, fps=1105 images/s, loss=1.3988, top1-acc=67.07%, top5-acc=89.34%, remaining_time=0:00:06.950430, arrival_time=2021-04-15 02:11:49.999280, cost_time=0:00:02.316812 2021-04-15 02:11:45,251 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.07ms, fps=1162 images/s, loss=1.4639, top1-acc=65.45%, top5-acc=88.67%, remaining_time=0:00:04.519740, arrival_time=2021-04-15 02:11:49.771523, cost_time=0:00:04.519748 2021-04-15 02:11:47,455 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.37ms, fps=1162 images/s, loss=1.4396, top1-acc=65.57%, top5-acc=88.80%, remaining_time=0:00:02.241110, arrival_time=2021-04-15 02:11:49.696475, cost_time=0:00:06.723334 2021-04-15 02:11:49,452 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=1.4558, top1-acc=65.65%, top5-acc=88.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:49.452195, cost_time=0:00:08.720194 2021-04-15 02:11:52,302 INFO : Epoch=0102 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:41:48.367464, arrival_time=2021-04-15 05:53:40.669840, cost_time=3:50:51.566088 2021-04-15 02:11:52,303 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 02:11:58,874 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.65ms, fps=390 images/s, loss=0.1838, top1-acc=94.80%, top5-acc=99.80%, remaining_time=0:02:02.205534, arrival_time=2021-04-15 02:14:01.079460, cost_time=0:00:06.570186 2021-04-15 02:12:05,282 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1753, top1-acc=95.08%, top5-acc=99.82%, remaining_time=0:01:54.213088, arrival_time=2021-04-15 02:13:59.495610, cost_time=0:00:12.978750 2021-04-15 02:12:11,669 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.1760, top1-acc=95.08%, top5-acc=99.80%, remaining_time=0:01:47.158644, arrival_time=2021-04-15 02:13:58.828301, cost_time=0:00:19.366007 2021-04-15 02:12:18,069 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1721, top1-acc=95.12%, top5-acc=99.81%, remaining_time=0:01:40.485840, arrival_time=2021-04-15 02:13:58.555195, cost_time=0:00:25.765615 2021-04-15 02:12:24,473 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1699, top1-acc=95.23%, top5-acc=99.83%, remaining_time=0:01:33.935378, arrival_time=2021-04-15 02:13:58.408678, cost_time=0:00:32.169635 2021-04-15 02:12:30,866 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1656, top1-acc=95.37%, top5-acc=99.85%, remaining_time=0:01:27.408560, arrival_time=2021-04-15 02:13:58.274822, cost_time=0:00:38.562611 2021-04-15 02:12:37,266 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1621, top1-acc=95.46%, top5-acc=99.85%, remaining_time=0:01:20.933832, arrival_time=2021-04-15 02:13:58.200697, cost_time=0:00:44.963210 2021-04-15 02:12:43,669 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1630, top1-acc=95.44%, top5-acc=99.86%, remaining_time=0:01:14.480816, arrival_time=2021-04-15 02:13:58.150625, cost_time=0:00:51.366075 2021-04-15 02:12:50,069 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1641, top1-acc=95.40%, top5-acc=99.85%, remaining_time=0:01:08.035676, arrival_time=2021-04-15 02:13:58.105423, cost_time=0:00:57.766099 2021-04-15 02:12:56,465 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1657, top1-acc=95.33%, top5-acc=99.85%, remaining_time=0:01:01.594944, arrival_time=2021-04-15 02:13:58.060034, cost_time=0:01:04.161441 2021-04-15 02:13:02,865 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1664, top1-acc=95.31%, top5-acc=99.84%, remaining_time=0:00:55.166678, arrival_time=2021-04-15 02:13:58.032379, cost_time=0:01:10.562035 2021-04-15 02:13:09,265 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.1659, top1-acc=95.33%, top5-acc=99.84%, remaining_time=0:00:48.742220, arrival_time=2021-04-15 02:13:58.007517, cost_time=0:01:16.961447 2021-04-15 02:13:15,669 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=2.22ms, fps=400 images/s, loss=0.1674, top1-acc=95.24%, top5-acc=99.83%, remaining_time=0:00:42.323886, arrival_time=2021-04-15 02:13:57.992817, cost_time=0:01:23.365186 2021-04-15 02:13:22,067 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1684, top1-acc=95.20%, top5-acc=99.84%, remaining_time=0:00:35.905352, arrival_time=2021-04-15 02:13:57.972420, cost_time=0:01:29.763377 2021-04-15 02:13:28,472 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.1693, top1-acc=95.16%, top5-acc=99.84%, remaining_time=0:00:29.491750, arrival_time=2021-04-15 02:13:57.964224, cost_time=0:01:36.168734 2021-04-15 02:13:34,880 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1699, top1-acc=95.12%, top5-acc=99.85%, remaining_time=0:00:23.079888, arrival_time=2021-04-15 02:13:57.960826, cost_time=0:01:42.577273 2021-04-15 02:13:41,285 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1707, top1-acc=95.06%, top5-acc=99.85%, remaining_time=0:00:16.667872, arrival_time=2021-04-15 02:13:57.953814, cost_time=0:01:48.982290 2021-04-15 02:13:47,675 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.1719, top1-acc=94.98%, top5-acc=99.84%, remaining_time=0:00:10.255264, arrival_time=2021-04-15 02:13:57.930703, cost_time=0:01:55.371792 2021-04-15 02:13:54,079 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.1737, top1-acc=94.94%, top5-acc=99.84%, remaining_time=0:00:03.845556, arrival_time=2021-04-15 02:13:57.925254, cost_time=0:02:01.775919 2021-04-15 02:13:57,472 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.1747, top1-acc=94.92%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:57.472340, cost_time=0:02:05.168691 2021-04-15 02:13:59,783 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.35ms, fps=1109 images/s, loss=1.5914, top1-acc=63.83%, top5-acc=87.03%, remaining_time=0:00:06.927180, arrival_time=2021-04-15 02:14:06.710432, cost_time=0:00:02.309059 2021-04-15 02:14:01,986 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.29ms, fps=1162 images/s, loss=1.5746, top1-acc=64.30%, top5-acc=87.25%, remaining_time=0:00:04.511980, arrival_time=2021-04-15 02:14:06.498147, cost_time=0:00:04.511980 2021-04-15 02:14:04,189 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.58ms, fps=1162 images/s, loss=1.5579, top1-acc=64.39%, top5-acc=87.50%, remaining_time=0:00:02.238340, arrival_time=2021-04-15 02:14:06.427578, cost_time=0:00:06.715010 2021-04-15 02:14:06,189 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=1.43ms, fps=1160 images/s, loss=1.5565, top1-acc=64.45%, top5-acc=87.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:06.189514, cost_time=0:00:08.715339 2021-04-15 02:14:07,556 INFO : Epoch=0103 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:39:32.054084, arrival_time=2021-04-15 05:53:39.610728, cost_time=3:53:06.820361 2021-04-15 02:14:07,557 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 02:14:14,158 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.79ms, fps=388 images/s, loss=0.1705, top1-acc=95.08%, top5-acc=99.84%, remaining_time=0:02:02.774136, arrival_time=2021-04-15 02:16:16.932920, cost_time=0:00:06.600761 2021-04-15 02:14:20,565 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1619, top1-acc=95.45%, top5-acc=99.84%, remaining_time=0:01:54.461776, arrival_time=2021-04-15 02:16:15.026846, cost_time=0:00:13.007022 2021-04-15 02:14:26,959 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1657, top1-acc=95.27%, top5-acc=99.83%, remaining_time=0:01:47.352532, arrival_time=2021-04-15 02:16:14.311503, cost_time=0:00:19.401048 2021-04-15 02:14:33,371 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.1594, top1-acc=95.39%, top5-acc=99.84%, remaining_time=0:01:40.671792, arrival_time=2021-04-15 02:16:14.043215, cost_time=0:00:25.813297 2021-04-15 02:14:39,766 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1597, top1-acc=95.36%, top5-acc=99.86%, remaining_time=0:01:34.049404, arrival_time=2021-04-15 02:16:13.816043, cost_time=0:00:32.208713 2021-04-15 02:14:46,169 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1575, top1-acc=95.40%, top5-acc=99.88%, remaining_time=0:01:27.519400, arrival_time=2021-04-15 02:16:13.688854, cost_time=0:00:38.611491 2021-04-15 02:14:52,575 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1585, top1-acc=95.29%, top5-acc=99.87%, remaining_time=0:01:21.032112, arrival_time=2021-04-15 02:16:13.607875, cost_time=0:00:45.017832 2021-04-15 02:14:58,977 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1578, top1-acc=95.32%, top5-acc=99.88%, remaining_time=0:01:14.557956, arrival_time=2021-04-15 02:16:13.535245, cost_time=0:00:51.419278 2021-04-15 02:15:05,380 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1582, top1-acc=95.31%, top5-acc=99.89%, remaining_time=0:01:08.101820, arrival_time=2021-04-15 02:16:13.482083, cost_time=0:00:57.822328 2021-04-15 02:15:11,780 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1592, top1-acc=95.27%, top5-acc=99.88%, remaining_time=0:01:01.653696, arrival_time=2021-04-15 02:16:13.434201, cost_time=0:01:04.222554 2021-04-15 02:15:18,185 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1619, top1-acc=95.13%, top5-acc=99.88%, remaining_time=0:00:55.217590, arrival_time=2021-04-15 02:16:13.402691, cost_time=0:01:10.627173 2021-04-15 02:15:24,586 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1637, top1-acc=95.05%, top5-acc=99.88%, remaining_time=0:00:48.785008, arrival_time=2021-04-15 02:16:13.371839, cost_time=0:01:17.028905 2021-04-15 02:15:30,987 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1651, top1-acc=95.02%, top5-acc=99.88%, remaining_time=0:00:42.356424, arrival_time=2021-04-15 02:16:13.343746, cost_time=0:01:23.429302 2021-04-15 02:15:37,393 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1680, top1-acc=94.97%, top5-acc=99.85%, remaining_time=0:00:35.934248, arrival_time=2021-04-15 02:16:13.327869, cost_time=0:01:29.835683 2021-04-15 02:15:43,798 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1693, top1-acc=94.92%, top5-acc=99.85%, remaining_time=0:00:29.513784, arrival_time=2021-04-15 02:16:13.312315, cost_time=0:01:36.240603 2021-04-15 02:15:50,198 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.14ms, fps=400 images/s, loss=0.1715, top1-acc=94.87%, top5-acc=99.84%, remaining_time=0:00:23.094144, arrival_time=2021-04-15 02:16:13.292910, cost_time=0:01:42.640712 2021-04-15 02:15:56,609 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.1730, top1-acc=94.81%, top5-acc=99.85%, remaining_time=0:00:16.678376, arrival_time=2021-04-15 02:16:13.287371, cost_time=0:01:49.050977 2021-04-15 02:16:03,012 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.72ms, fps=400 images/s, loss=0.1745, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:10.262576, arrival_time=2021-04-15 02:16:13.274560, cost_time=0:01:55.453901 2021-04-15 02:16:09,422 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.24ms, fps=399 images/s, loss=0.1762, top1-acc=94.73%, top5-acc=99.84%, remaining_time=0:00:03.848346, arrival_time=2021-04-15 02:16:13.270542, cost_time=0:02:01.864269 2021-04-15 02:16:12,817 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.1778, top1-acc=94.69%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:12.817684, cost_time=0:02:05.259667 2021-04-15 02:16:15,141 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.39ms, fps=1102 images/s, loss=1.7335, top1-acc=62.23%, top5-acc=86.64%, remaining_time=0:00:06.966180, arrival_time=2021-04-15 02:16:22.108005, cost_time=0:00:02.322059 2021-04-15 02:16:17,343 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.47ms, fps=1163 images/s, loss=1.6712, top1-acc=62.81%, top5-acc=86.23%, remaining_time=0:00:04.523680, arrival_time=2021-04-15 02:16:21.867064, cost_time=0:00:04.523689 2021-04-15 02:16:19,546 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.42ms, fps=1162 images/s, loss=1.7077, top1-acc=62.04%, top5-acc=86.37%, remaining_time=0:00:02.242390, arrival_time=2021-04-15 02:16:21.789253, cost_time=0:00:06.727165 2021-04-15 02:16:21,547 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=1.37ms, fps=1160 images/s, loss=1.6700, top1-acc=62.24%, top5-acc=86.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:21.547048, cost_time=0:00:08.727377 2021-04-15 02:16:22,961 INFO : Epoch=0104 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:37:15.899808, arrival_time=2021-04-15 05:53:38.860932, cost_time=3:55:22.224838 2021-04-15 02:16:22,962 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 02:16:29,543 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.33ms, fps=389 images/s, loss=0.2208, top1-acc=93.44%, top5-acc=99.77%, remaining_time=0:02:02.415528, arrival_time=2021-04-15 02:18:31.959448, cost_time=0:00:06.581485 2021-04-15 02:16:35,936 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.2157, top1-acc=93.61%, top5-acc=99.75%, remaining_time=0:01:54.174368, arrival_time=2021-04-15 02:18:30.111199, cost_time=0:00:12.974366 2021-04-15 02:16:42,331 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.2109, top1-acc=93.72%, top5-acc=99.80%, remaining_time=0:01:47.174082, arrival_time=2021-04-15 02:18:29.505439, cost_time=0:00:19.368816 2021-04-15 02:16:48,731 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.2022, top1-acc=93.97%, top5-acc=99.81%, remaining_time=0:01:40.498944, arrival_time=2021-04-15 02:18:29.230386, cost_time=0:00:25.768980 2021-04-15 02:16:55,124 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.2009, top1-acc=94.05%, top5-acc=99.77%, remaining_time=0:01:33.912894, arrival_time=2021-04-15 02:18:29.037275, cost_time=0:00:32.161930 2021-04-15 02:17:01,539 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.1976, top1-acc=94.13%, top5-acc=99.79%, remaining_time=0:01:27.440928, arrival_time=2021-04-15 02:18:28.980254, cost_time=0:00:38.576879 2021-04-15 02:17:07,950 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.1980, top1-acc=94.14%, top5-acc=99.80%, remaining_time=0:01:20.977806, arrival_time=2021-04-15 02:18:28.927920, cost_time=0:00:44.987672 2021-04-15 02:17:14,357 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1945, top1-acc=94.24%, top5-acc=99.80%, remaining_time=0:01:14.522808, arrival_time=2021-04-15 02:18:28.880424, cost_time=0:00:51.395068 2021-04-15 02:17:20,758 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1937, top1-acc=94.29%, top5-acc=99.80%, remaining_time=0:01:08.070550, arrival_time=2021-04-15 02:18:28.828785, cost_time=0:00:57.795783 2021-04-15 02:17:27,165 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1930, top1-acc=94.29%, top5-acc=99.80%, remaining_time=0:01:01.635072, arrival_time=2021-04-15 02:18:28.800754, cost_time=0:01:04.203214 2021-04-15 02:17:33,573 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1936, top1-acc=94.26%, top5-acc=99.79%, remaining_time=0:00:55.205120, arrival_time=2021-04-15 02:18:28.778749, cost_time=0:01:10.611176 2021-04-15 02:17:39,977 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1933, top1-acc=94.27%, top5-acc=99.80%, remaining_time=0:00:48.776268, arrival_time=2021-04-15 02:18:28.753872, cost_time=0:01:17.015137 2021-04-15 02:17:46,369 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.1933, top1-acc=94.25%, top5-acc=99.80%, remaining_time=0:00:42.345138, arrival_time=2021-04-15 02:18:28.714650, cost_time=0:01:23.407063 2021-04-15 02:17:52,768 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1945, top1-acc=94.18%, top5-acc=99.79%, remaining_time=0:00:35.922152, arrival_time=2021-04-15 02:18:28.690086, cost_time=0:01:29.805400 2021-04-15 02:17:59,162 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1948, top1-acc=94.18%, top5-acc=99.79%, remaining_time=0:00:29.501410, arrival_time=2021-04-15 02:18:28.664087, cost_time=0:01:36.200225 2021-04-15 02:18:05,569 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1959, top1-acc=94.12%, top5-acc=99.79%, remaining_time=0:00:23.086476, arrival_time=2021-04-15 02:18:28.655499, cost_time=0:01:42.606587 2021-04-15 02:18:11,977 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.41ms, fps=399 images/s, loss=0.1969, top1-acc=94.06%, top5-acc=99.79%, remaining_time=0:00:16.672942, arrival_time=2021-04-15 02:18:28.650785, cost_time=0:01:49.015386 2021-04-15 02:18:18,380 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1966, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:10.259424, arrival_time=2021-04-15 02:18:28.640320, cost_time=0:01:55.418442 2021-04-15 02:18:24,788 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.1989, top1-acc=93.97%, top5-acc=99.80%, remaining_time=0:00:03.847134, arrival_time=2021-04-15 02:18:28.635680, cost_time=0:02:01.825949 2021-04-15 02:18:28,185 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.2000, top1-acc=93.96%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:28.185222, cost_time=0:02:05.222766 2021-04-15 02:18:30,511 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.52ms, fps=1101 images/s, loss=1.6767, top1-acc=62.73%, top5-acc=86.48%, remaining_time=0:00:06.972330, arrival_time=2021-04-15 02:18:37.483537, cost_time=0:00:02.324113 2021-04-15 02:18:32,709 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=1.7498, top1-acc=62.36%, top5-acc=86.48%, remaining_time=0:00:04.522760, arrival_time=2021-04-15 02:18:37.232617, cost_time=0:00:04.522769 2021-04-15 02:18:34,912 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.52ms, fps=1162 images/s, loss=1.7312, top1-acc=62.25%, top5-acc=86.71%, remaining_time=0:00:02.241760, arrival_time=2021-04-15 02:18:37.154133, cost_time=0:00:06.725281 2021-04-15 02:18:36,912 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=1.17ms, fps=1160 images/s, loss=1.7240, top1-acc=62.41%, top5-acc=86.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:36.912549, cost_time=0:00:08.725482 2021-04-15 02:18:38,368 INFO : Epoch=0105 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:34:59.762340, arrival_time=2021-04-15 05:53:38.130662, cost_time=3:57:37.632018 2021-04-15 02:18:38,370 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 02:18:44,973 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.55ms, fps=388 images/s, loss=0.1938, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:02:02.821008, arrival_time=2021-04-15 02:20:47.794728, cost_time=0:00:06.603277 2021-04-15 02:18:51,370 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1984, top1-acc=94.12%, top5-acc=99.75%, remaining_time=0:01:54.401936, arrival_time=2021-04-15 02:20:45.772627, cost_time=0:00:13.000224 2021-04-15 02:18:57,766 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1937, top1-acc=94.15%, top5-acc=99.82%, remaining_time=0:01:47.323482, arrival_time=2021-04-15 02:20:45.089640, cost_time=0:00:19.395814 2021-04-15 02:19:04,166 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1950, top1-acc=94.08%, top5-acc=99.81%, remaining_time=0:01:40.602996, arrival_time=2021-04-15 02:20:44.769059, cost_time=0:00:25.795627 2021-04-15 02:19:10,559 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1934, top1-acc=94.20%, top5-acc=99.80%, remaining_time=0:01:33.991734, arrival_time=2021-04-15 02:20:44.551058, cost_time=0:00:32.188967 2021-04-15 02:19:16,948 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.1936, top1-acc=94.17%, top5-acc=99.80%, remaining_time=0:01:27.444192, arrival_time=2021-04-15 02:20:44.392875, cost_time=0:00:38.578331 2021-04-15 02:19:23,352 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1907, top1-acc=94.26%, top5-acc=99.81%, remaining_time=0:01:20.967600, arrival_time=2021-04-15 02:20:44.319962, cost_time=0:00:44.982016 2021-04-15 02:19:29,753 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1916, top1-acc=94.19%, top5-acc=99.81%, remaining_time=0:01:14.504596, arrival_time=2021-04-15 02:20:44.257521, cost_time=0:00:51.382493 2021-04-15 02:19:36,155 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1887, top1-acc=94.33%, top5-acc=99.83%, remaining_time=0:01:08.058254, arrival_time=2021-04-15 02:20:44.213899, cost_time=0:00:57.785284 2021-04-15 02:19:42,560 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1873, top1-acc=94.39%, top5-acc=99.83%, remaining_time=0:01:01.622208, arrival_time=2021-04-15 02:20:44.182381, cost_time=0:01:04.189834 2021-04-15 02:19:48,960 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1858, top1-acc=94.45%, top5-acc=99.84%, remaining_time=0:00:55.188952, arrival_time=2021-04-15 02:20:44.149883, cost_time=0:01:10.590551 2021-04-15 02:19:55,363 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.73ms, fps=400 images/s, loss=0.1841, top1-acc=94.50%, top5-acc=99.84%, remaining_time=0:00:48.762208, arrival_time=2021-04-15 02:20:44.125582, cost_time=0:01:16.993006 2021-04-15 02:20:01,770 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1827, top1-acc=94.54%, top5-acc=99.85%, remaining_time=0:00:42.341442, arrival_time=2021-04-15 02:20:44.111632, cost_time=0:01:23.399766 2021-04-15 02:20:08,174 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=2.01ms, fps=400 images/s, loss=0.1830, top1-acc=94.51%, top5-acc=99.84%, remaining_time=0:00:35.921648, arrival_time=2021-04-15 02:20:44.096057, cost_time=0:01:29.804082 2021-04-15 02:20:14,579 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1839, top1-acc=94.50%, top5-acc=99.85%, remaining_time=0:00:29.504078, arrival_time=2021-04-15 02:20:44.083422, cost_time=0:01:36.209008 2021-04-15 02:20:20,978 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.1843, top1-acc=94.51%, top5-acc=99.85%, remaining_time=0:00:23.086836, arrival_time=2021-04-15 02:20:44.065352, cost_time=0:01:42.608169 2021-04-15 02:20:27,378 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1847, top1-acc=94.46%, top5-acc=99.85%, remaining_time=0:00:16.671824, arrival_time=2021-04-15 02:20:44.050503, cost_time=0:01:49.008126 2021-04-15 02:20:33,772 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1858, top1-acc=94.42%, top5-acc=99.85%, remaining_time=0:00:10.257968, arrival_time=2021-04-15 02:20:44.030524, cost_time=0:01:55.402144 2021-04-15 02:20:40,171 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1874, top1-acc=94.36%, top5-acc=99.85%, remaining_time=0:00:03.846354, arrival_time=2021-04-15 02:20:44.017851, cost_time=0:02:01.801161 2021-04-15 02:20:43,567 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.1882, top1-acc=94.33%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:43.567334, cost_time=0:02:05.196982 2021-04-15 02:20:45,905 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.39ms, fps=1096 images/s, loss=1.6008, top1-acc=63.40%, top5-acc=86.37%, remaining_time=0:00:07.008030, arrival_time=2021-04-15 02:20:52.913326, cost_time=0:00:02.336007 2021-04-15 02:20:48,108 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.32ms, fps=1162 images/s, loss=1.5602, top1-acc=63.32%, top5-acc=86.95%, remaining_time=0:00:04.538720, arrival_time=2021-04-15 02:20:52.646718, cost_time=0:00:04.538717 2021-04-15 02:20:50,310 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.45ms, fps=1163 images/s, loss=1.5572, top1-acc=63.40%, top5-acc=87.11%, remaining_time=0:00:02.246950, arrival_time=2021-04-15 02:20:52.557065, cost_time=0:00:06.740843 2021-04-15 02:20:52,302 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=1.46ms, fps=1164 images/s, loss=1.5681, top1-acc=62.77%, top5-acc=86.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:52.302741, cost_time=0:00:08.733495 2021-04-15 02:20:53,736 INFO : Epoch=0106 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:32:43.603692, arrival_time=2021-04-15 05:53:37.339870, cost_time=3:59:52.999863 2021-04-15 02:20:53,738 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 02:21:00,320 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.57ms, fps=389 images/s, loss=0.1950, top1-acc=94.53%, top5-acc=99.73%, remaining_time=0:02:02.421852, arrival_time=2021-04-15 02:23:02.742151, cost_time=0:00:06.581823 2021-04-15 02:21:06,716 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1887, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:01:54.207808, arrival_time=2021-04-15 02:23:00.924514, cost_time=0:00:12.978167 2021-04-15 02:21:13,117 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.98ms, fps=400 images/s, loss=0.1791, top1-acc=94.79%, top5-acc=99.86%, remaining_time=0:01:47.227866, arrival_time=2021-04-15 02:23:00.344981, cost_time=0:00:19.378529 2021-04-15 02:21:19,517 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1763, top1-acc=94.83%, top5-acc=99.86%, remaining_time=0:01:40.537944, arrival_time=2021-04-15 02:23:00.055450, cost_time=0:00:25.778958 2021-04-15 02:21:25,915 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1750, top1-acc=94.84%, top5-acc=99.87%, remaining_time=0:01:33.956548, arrival_time=2021-04-15 02:22:59.871995, cost_time=0:00:32.176922 2021-04-15 02:21:32,314 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1709, top1-acc=94.97%, top5-acc=99.88%, remaining_time=0:01:27.439568, arrival_time=2021-04-15 02:22:59.754287, cost_time=0:00:38.576266 2021-04-15 02:21:38,719 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1694, top1-acc=95.03%, top5-acc=99.86%, remaining_time=0:01:20.965584, arrival_time=2021-04-15 02:22:59.684983, cost_time=0:00:44.980854 2021-04-15 02:21:45,132 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.1680, top1-acc=95.09%, top5-acc=99.86%, remaining_time=0:01:14.521300, arrival_time=2021-04-15 02:22:59.653737, cost_time=0:00:51.393977 2021-04-15 02:21:51,530 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1674, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:01:08.066204, arrival_time=2021-04-15 02:22:59.596755, cost_time=0:00:57.792050 2021-04-15 02:21:57,940 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.59ms, fps=399 images/s, loss=0.1670, top1-acc=95.14%, top5-acc=99.86%, remaining_time=0:01:01.633632, arrival_time=2021-04-15 02:22:59.573851, cost_time=0:01:04.201676 2021-04-15 02:22:04,344 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1678, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:55.200734, arrival_time=2021-04-15 02:22:59.544787, cost_time=0:01:10.605581 2021-04-15 02:22:10,745 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1681, top1-acc=95.12%, top5-acc=99.87%, remaining_time=0:00:48.771176, arrival_time=2021-04-15 02:22:59.516777, cost_time=0:01:17.007145 2021-04-15 02:22:17,151 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1679, top1-acc=95.10%, top5-acc=99.87%, remaining_time=0:00:42.348174, arrival_time=2021-04-15 02:22:59.499702, cost_time=0:01:23.413073 2021-04-15 02:22:23,545 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1683, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:35.922712, arrival_time=2021-04-15 02:22:59.467892, cost_time=0:01:29.806724 2021-04-15 02:22:29,936 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.1689, top1-acc=95.06%, top5-acc=99.87%, remaining_time=0:00:29.500720, arrival_time=2021-04-15 02:22:59.437281, cost_time=0:01:36.197940 2021-04-15 02:22:36,336 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1703, top1-acc=95.02%, top5-acc=99.86%, remaining_time=0:00:23.084532, arrival_time=2021-04-15 02:22:59.420946, cost_time=0:01:42.597944 2021-04-15 02:22:42,734 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1717, top1-acc=94.94%, top5-acc=99.86%, remaining_time=0:00:16.669900, arrival_time=2021-04-15 02:22:59.403929, cost_time=0:01:48.995576 2021-04-15 02:22:49,125 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.1725, top1-acc=94.87%, top5-acc=99.86%, remaining_time=0:00:10.256656, arrival_time=2021-04-15 02:22:59.382412, cost_time=0:01:55.387309 2021-04-15 02:22:55,519 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1728, top1-acc=94.85%, top5-acc=99.85%, remaining_time=0:00:03.845718, arrival_time=2021-04-15 02:22:59.365237, cost_time=0:02:01.781061 2021-04-15 02:22:58,917 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.1737, top1-acc=94.82%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:58.917433, cost_time=0:02:05.178909 2021-04-15 02:23:01,239 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.36ms, fps=1103 images/s, loss=1.6064, top1-acc=64.18%, top5-acc=88.24%, remaining_time=0:00:06.960300, arrival_time=2021-04-15 02:23:08.199757, cost_time=0:00:02.320101 2021-04-15 02:23:03,442 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.5708, top1-acc=64.57%, top5-acc=87.87%, remaining_time=0:00:04.523280, arrival_time=2021-04-15 02:23:07.965889, cost_time=0:00:04.523284 2021-04-15 02:23:05,645 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.32ms, fps=1163 images/s, loss=1.5730, top1-acc=64.30%, top5-acc=87.75%, remaining_time=0:00:02.241980, arrival_time=2021-04-15 02:23:07.887200, cost_time=0:00:06.725927 2021-04-15 02:23:07,645 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.5370, top1-acc=64.93%, top5-acc=87.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:07.645795, cost_time=0:00:08.726522 2021-04-15 02:23:09,040 INFO : Epoch=0107 complete, best val top1-acc=65.65%, top5-acc=88.89% (epoch=102), remaining_time=3:30:27.404220, arrival_time=2021-04-15 05:53:36.444280, cost_time=4:02:08.303774 2021-04-15 02:23:09,042 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 02:23:15,618 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.42ms, fps=389 images/s, loss=0.1685, top1-acc=94.80%, top5-acc=99.69%, remaining_time=0:02:02.306160, arrival_time=2021-04-15 02:25:17.924090, cost_time=0:00:06.575597 2021-04-15 02:23:22,016 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=2.16ms, fps=400 images/s, loss=0.1606, top1-acc=95.18%, top5-acc=99.80%, remaining_time=0:01:54.168736, arrival_time=2021-04-15 02:25:16.184728, cost_time=0:00:12.973717 2021-04-15 02:23:28,429 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=0.1579, top1-acc=95.33%, top5-acc=99.80%, remaining_time=0:01:47.272852, arrival_time=2021-04-15 02:25:15.701815, cost_time=0:00:19.386655 2021-04-15 02:23:34,838 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.49ms, fps=399 images/s, loss=0.1545, top1-acc=95.43%, top5-acc=99.83%, remaining_time=0:01:40.604244, arrival_time=2021-04-15 02:25:15.442404, cost_time=0:00:25.795961 2021-04-15 02:23:41,234 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.1533, top1-acc=95.48%, top5-acc=99.85%, remaining_time=0:01:34.000494, arrival_time=2021-04-15 02:25:15.234617, cost_time=0:00:32.191932 2021-04-15 02:23:47,638 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.1527, top1-acc=95.49%, top5-acc=99.84%, remaining_time=0:01:27.484992, arrival_time=2021-04-15 02:25:15.123435, cost_time=0:00:38.596332 2021-04-15 02:23:54,035 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1543, top1-acc=95.52%, top5-acc=99.84%, remaining_time=0:01:20.987256, arrival_time=2021-04-15 02:25:15.022342, cost_time=0:00:44.992896 2021-04-15 02:24:00,435 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1538, top1-acc=95.52%, top5-acc=99.86%, remaining_time=0:01:14.520604, arrival_time=2021-04-15 02:25:14.956244, cost_time=0:00:51.393518 2021-04-15 02:24:06,847 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.39ms, fps=399 images/s, loss=0.1534, top1-acc=95.54%, top5-acc=99.86%, remaining_time=0:01:08.081680, arrival_time=2021-04-15 02:25:14.928956, cost_time=0:00:57.805163 2021-04-15 02:24:13,241 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1560, top1-acc=95.47%, top5-acc=99.86%, remaining_time=0:01:01.631808, arrival_time=2021-04-15 02:25:14.873725, cost_time=0:01:04.199804 2021-04-15 02:24:19,635 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1574, top1-acc=95.43%, top5-acc=99.86%, remaining_time=0:00:55.190672, arrival_time=2021-04-15 02:25:14.825628, cost_time=0:01:10.592743 2021-04-15 02:24:26,036 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1572, top1-acc=95.46%, top5-acc=99.87%, remaining_time=0:00:48.763348, arrival_time=2021-04-15 02:25:14.800188, cost_time=0:01:16.994732 2021-04-15 02:24:32,438 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1579, top1-acc=95.43%, top5-acc=99.87%, remaining_time=0:00:42.339924, arrival_time=2021-04-15 02:25:14.778859, cost_time=0:01:23.396821 2021-04-15 02:24:38,833 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1581, top1-acc=95.39%, top5-acc=99.88%, remaining_time=0:00:35.916664, arrival_time=2021-04-15 02:25:14.750485, cost_time=0:01:29.791669 2021-04-15 02:24:45,232 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=2.16ms, fps=400 images/s, loss=0.1601, top1-acc=95.32%, top5-acc=99.88%, remaining_time=0:00:29.498190, arrival_time=2021-04-15 02:25:14.730199, cost_time=0:01:36.189682 2021-04-15 02:24:51,636 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1611, top1-acc=95.27%, top5-acc=99.88%, remaining_time=0:00:23.083668, arrival_time=2021-04-15 02:25:14.719922, cost_time=0:01:42.594045 2021-04-15 02:24:58,039 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1616, top1-acc=95.25%, top5-acc=99.88%, remaining_time=0:00:16.670108, arrival_time=2021-04-15 02:25:14.709246, cost_time=0:01:48.996939 2021-04-15 02:25:04,436 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.1616, top1-acc=95.28%, top5-acc=99.88%, remaining_time=0:00:10.257296, arrival_time=2021-04-15 02:25:14.694054, cost_time=0:01:55.394557 2021-04-15 02:25:10,833 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.1626, top1-acc=95.24%, top5-acc=99.88%, remaining_time=0:00:03.846030, arrival_time=2021-04-15 02:25:14.679007, cost_time=0:02:01.790868 2021-04-15 02:25:14,227 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.1630, top1-acc=95.22%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:14.227323, cost_time=0:02:05.185121 2021-04-15 02:25:16,548 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.29ms, fps=1104 images/s, loss=1.4088, top1-acc=66.41%, top5-acc=89.37%, remaining_time=0:00:06.957510, arrival_time=2021-04-15 02:25:23.506021, cost_time=0:00:02.319169 2021-04-15 02:25:18,749 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=1.4264, top1-acc=66.50%, top5-acc=89.18%, remaining_time=0:00:04.520180, arrival_time=2021-04-15 02:25:23.269677, cost_time=0:00:04.520180 2021-04-15 02:25:20,952 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.28ms, fps=1162 images/s, loss=1.4506, top1-acc=65.95%, top5-acc=88.88%, remaining_time=0:00:02.241150, arrival_time=2021-04-15 02:25:23.193918, cost_time=0:00:06.723447 2021-04-15 02:25:22,951 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.22ms, fps=1161 images/s, loss=1.4412, top1-acc=66.23%, top5-acc=88.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:22.951453, cost_time=0:00:08.722166 2021-04-15 02:25:25,746 INFO : Epoch=0108 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:28:12.415868, arrival_time=2021-04-15 05:53:38.162118, cost_time=4:04:25.009907 2021-04-15 02:25:25,747 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 02:25:32,315 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.63ms, fps=390 images/s, loss=0.1460, top1-acc=95.70%, top5-acc=99.88%, remaining_time=0:02:02.152152, arrival_time=2021-04-15 02:27:34.467337, cost_time=0:00:06.567322 2021-04-15 02:25:38,707 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.1462, top1-acc=95.61%, top5-acc=99.94%, remaining_time=0:01:54.044656, arrival_time=2021-04-15 02:27:32.752157, cost_time=0:00:12.959618 2021-04-15 02:25:45,099 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=2.09ms, fps=401 images/s, loss=0.1511, top1-acc=95.64%, top5-acc=99.88%, remaining_time=0:01:47.080624, arrival_time=2021-04-15 02:27:32.180311, cost_time=0:00:19.351921 2021-04-15 02:25:51,493 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1515, top1-acc=95.71%, top5-acc=99.86%, remaining_time=0:01:40.406124, arrival_time=2021-04-15 02:27:31.899192, cost_time=0:00:25.745167 2021-04-15 02:25:57,893 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=2.05ms, fps=400 images/s, loss=0.1518, top1-acc=95.72%, top5-acc=99.88%, remaining_time=0:01:33.866904, arrival_time=2021-04-15 02:27:31.760851, cost_time=0:00:32.146192 2021-04-15 02:26:04,295 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.1515, top1-acc=95.70%, top5-acc=99.90%, remaining_time=0:01:27.374016, arrival_time=2021-04-15 02:27:31.669116, cost_time=0:00:38.547330 2021-04-15 02:26:10,692 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1512, top1-acc=95.62%, top5-acc=99.89%, remaining_time=0:01:20.899812, arrival_time=2021-04-15 02:27:31.591896, cost_time=0:00:44.944320 2021-04-15 02:26:17,090 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1515, top1-acc=95.58%, top5-acc=99.91%, remaining_time=0:01:14.446016, arrival_time=2021-04-15 02:27:31.535989, cost_time=0:00:51.342111 2021-04-15 02:26:23,495 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1513, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:01:08.013522, arrival_time=2021-04-15 02:27:31.508597, cost_time=0:00:57.747306 2021-04-15 02:26:29,888 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1500, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:01:01.574784, arrival_time=2021-04-15 02:27:31.462971, cost_time=0:01:04.140376 2021-04-15 02:26:36,293 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1499, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:55.154122, arrival_time=2021-04-15 02:27:31.447904, cost_time=0:01:10.545918 2021-04-15 02:26:42,692 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1479, top1-acc=95.73%, top5-acc=99.92%, remaining_time=0:00:48.731276, arrival_time=2021-04-15 02:27:31.423379, cost_time=0:01:16.944166 2021-04-15 02:26:49,089 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1485, top1-acc=95.71%, top5-acc=99.92%, remaining_time=0:00:42.311610, arrival_time=2021-04-15 02:27:31.400540, cost_time=0:01:23.341077 2021-04-15 02:26:55,481 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.1496, top1-acc=95.65%, top5-acc=99.92%, remaining_time=0:00:35.893368, arrival_time=2021-04-15 02:27:31.374698, cost_time=0:01:29.733409 2021-04-15 02:27:01,877 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.1504, top1-acc=95.62%, top5-acc=99.92%, remaining_time=0:00:29.479836, arrival_time=2021-04-15 02:27:31.357608, cost_time=0:01:36.129972 2021-04-15 02:27:08,280 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1525, top1-acc=95.53%, top5-acc=99.92%, remaining_time=0:00:23.069808, arrival_time=2021-04-15 02:27:31.350051, cost_time=0:01:42.532432 2021-04-15 02:27:14,682 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1532, top1-acc=95.54%, top5-acc=99.91%, remaining_time=0:00:16.660540, arrival_time=2021-04-15 02:27:31.342682, cost_time=0:01:48.934379 2021-04-15 02:27:21,093 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.63ms, fps=399 images/s, loss=0.1548, top1-acc=95.49%, top5-acc=99.90%, remaining_time=0:00:10.252912, arrival_time=2021-04-15 02:27:31.346059, cost_time=0:01:55.345213 2021-04-15 02:27:27,497 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1562, top1-acc=95.45%, top5-acc=99.90%, remaining_time=0:00:03.844722, arrival_time=2021-04-15 02:27:31.342206, cost_time=0:02:01.749524 2021-04-15 02:27:30,893 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.1570, top1-acc=95.41%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:30.893542, cost_time=0:02:05.145768 2021-04-15 02:27:33,206 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.31ms, fps=1108 images/s, loss=1.5664, top1-acc=65.23%, top5-acc=88.52%, remaining_time=0:00:06.933420, arrival_time=2021-04-15 02:27:40.139985, cost_time=0:00:02.311136 2021-04-15 02:27:35,408 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.51ms, fps=1163 images/s, loss=1.5928, top1-acc=64.61%, top5-acc=88.01%, remaining_time=0:00:04.513200, arrival_time=2021-04-15 02:27:39.921823, cost_time=0:00:04.513203 2021-04-15 02:27:37,610 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.42ms, fps=1163 images/s, loss=1.5994, top1-acc=64.52%, top5-acc=88.15%, remaining_time=0:00:02.238180, arrival_time=2021-04-15 02:27:39.848139, cost_time=0:00:06.714534 2021-04-15 02:27:39,611 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.25ms, fps=1160 images/s, loss=1.5991, top1-acc=64.25%, top5-acc=88.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:39.611075, cost_time=0:00:08.715611 2021-04-15 02:27:41,143 INFO : Epoch=0109 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:25:56.303141, arrival_time=2021-04-15 05:53:37.446503, cost_time=4:06:40.407086 2021-04-15 02:27:41,144 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 02:27:47,722 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.15ms, fps=389 images/s, loss=0.1512, top1-acc=95.51%, top5-acc=99.92%, remaining_time=0:02:02.346894, arrival_time=2021-04-15 02:29:50.069515, cost_time=0:00:06.577789 2021-04-15 02:27:54,115 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.1541, top1-acc=95.35%, top5-acc=99.90%, remaining_time=0:01:54.144624, arrival_time=2021-04-15 02:29:48.260440, cost_time=0:00:12.970978 2021-04-15 02:28:00,504 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.1545, top1-acc=95.36%, top5-acc=99.90%, remaining_time=0:01:47.124946, arrival_time=2021-04-15 02:29:47.629681, cost_time=0:00:19.359926 2021-04-15 02:28:06,906 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.13ms, fps=400 images/s, loss=0.1570, top1-acc=95.29%, top5-acc=99.88%, remaining_time=0:01:40.471800, arrival_time=2021-04-15 02:29:47.378643, cost_time=0:00:25.762010 2021-04-15 02:28:13,302 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1581, top1-acc=95.30%, top5-acc=99.85%, remaining_time=0:01:33.900630, arrival_time=2021-04-15 02:29:47.203142, cost_time=0:00:32.157747 2021-04-15 02:28:19,701 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1561, top1-acc=95.41%, top5-acc=99.83%, remaining_time=0:01:27.395640, arrival_time=2021-04-15 02:29:47.097305, cost_time=0:00:38.556920 2021-04-15 02:28:26,103 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1573, top1-acc=95.40%, top5-acc=99.85%, remaining_time=0:01:20.925768, arrival_time=2021-04-15 02:29:47.029262, cost_time=0:00:44.958751 2021-04-15 02:28:32,496 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1566, top1-acc=95.41%, top5-acc=99.86%, remaining_time=0:01:14.459472, arrival_time=2021-04-15 02:29:46.955678, cost_time=0:00:51.351337 2021-04-15 02:28:38,889 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1559, top1-acc=95.42%, top5-acc=99.85%, remaining_time=0:01:08.010024, arrival_time=2021-04-15 02:29:46.899113, cost_time=0:00:57.744344 2021-04-15 02:28:45,286 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1552, top1-acc=95.46%, top5-acc=99.86%, remaining_time=0:01:01.576416, arrival_time=2021-04-15 02:29:46.863301, cost_time=0:01:04.142138 2021-04-15 02:28:51,682 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1549, top1-acc=95.44%, top5-acc=99.85%, remaining_time=0:00:55.147328, arrival_time=2021-04-15 02:29:46.829366, cost_time=0:01:10.537303 2021-04-15 02:28:58,078 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1562, top1-acc=95.40%, top5-acc=99.86%, remaining_time=0:00:48.724512, arrival_time=2021-04-15 02:29:46.802749, cost_time=0:01:16.933493 2021-04-15 02:29:04,470 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.83ms, fps=400 images/s, loss=0.1573, top1-acc=95.36%, top5-acc=99.86%, remaining_time=0:00:42.303888, arrival_time=2021-04-15 02:29:46.774609, cost_time=0:01:23.325887 2021-04-15 02:29:10,867 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.1580, top1-acc=95.33%, top5-acc=99.86%, remaining_time=0:00:35.889000, arrival_time=2021-04-15 02:29:46.756290, cost_time=0:01:29.722549 2021-04-15 02:29:17,263 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.1594, top1-acc=95.28%, top5-acc=99.87%, remaining_time=0:00:29.476386, arrival_time=2021-04-15 02:29:46.739739, cost_time=0:01:36.118603 2021-04-15 02:29:23,664 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.1599, top1-acc=95.26%, top5-acc=99.87%, remaining_time=0:00:23.067000, arrival_time=2021-04-15 02:29:46.731737, cost_time=0:01:42.519929 2021-04-15 02:29:30,076 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.1599, top1-acc=95.26%, top5-acc=99.87%, remaining_time=0:00:16.660072, arrival_time=2021-04-15 02:29:46.736090, cost_time=0:01:48.931279 2021-04-15 02:29:36,478 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1607, top1-acc=95.25%, top5-acc=99.88%, remaining_time=0:00:10.251856, arrival_time=2021-04-15 02:29:46.729919, cost_time=0:01:55.333327 2021-04-15 02:29:42,875 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1619, top1-acc=95.21%, top5-acc=99.87%, remaining_time=0:00:03.844122, arrival_time=2021-04-15 02:29:46.719519, cost_time=0:02:01.730576 2021-04-15 02:29:46,269 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.1621, top1-acc=95.21%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:46.269113, cost_time=0:02:05.124356 2021-04-15 02:29:48,584 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.71ms, fps=1107 images/s, loss=1.6021, top1-acc=64.18%, top5-acc=87.19%, remaining_time=0:00:06.939480, arrival_time=2021-04-15 02:29:55.523628, cost_time=0:00:02.313157 2021-04-15 02:29:50,784 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.76ms, fps=1164 images/s, loss=1.6016, top1-acc=63.91%, top5-acc=87.42%, remaining_time=0:00:04.513540, arrival_time=2021-04-15 02:29:55.298083, cost_time=0:00:04.513543 2021-04-15 02:29:52,985 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.38ms, fps=1163 images/s, loss=1.6154, top1-acc=63.42%, top5-acc=87.36%, remaining_time=0:00:02.238150, arrival_time=2021-04-15 02:29:55.223588, cost_time=0:00:06.714450 2021-04-15 02:29:54,980 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=1.38ms, fps=1163 images/s, loss=1.6095, top1-acc=63.40%, top5-acc=87.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:54.980646, cost_time=0:00:08.709681 2021-04-15 02:29:56,512 INFO : Epoch=0110 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:23:40.180560, arrival_time=2021-04-15 05:53:36.693135, cost_time=4:08:55.776272 2021-04-15 02:29:56,513 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 02:30:03,080 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.67ms, fps=390 images/s, loss=0.1555, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:02:02.138016, arrival_time=2021-04-15 02:32:05.218765, cost_time=0:00:06.566556 2021-04-15 02:30:09,482 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1610, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:01:54.120864, arrival_time=2021-04-15 02:32:03.603368, cost_time=0:00:12.968284 2021-04-15 02:30:15,877 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1591, top1-acc=95.51%, top5-acc=99.88%, remaining_time=0:01:47.146028, arrival_time=2021-04-15 02:32:03.023865, cost_time=0:00:19.363744 2021-04-15 02:30:22,276 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1582, top1-acc=95.48%, top5-acc=99.88%, remaining_time=0:01:40.471956, arrival_time=2021-04-15 02:32:02.748206, cost_time=0:00:25.762023 2021-04-15 02:30:28,674 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1556, top1-acc=95.48%, top5-acc=99.88%, remaining_time=0:01:33.909244, arrival_time=2021-04-15 02:32:02.584025, cost_time=0:00:32.160687 2021-04-15 02:30:35,068 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.1541, top1-acc=95.46%, top5-acc=99.88%, remaining_time=0:01:27.390608, arrival_time=2021-04-15 02:32:02.459375, cost_time=0:00:38.554669 2021-04-15 02:30:41,465 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1501, top1-acc=95.64%, top5-acc=99.89%, remaining_time=0:01:20.912790, arrival_time=2021-04-15 02:32:02.378439, cost_time=0:00:44.951553 2021-04-15 02:30:47,873 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.82ms, fps=400 images/s, loss=0.1455, top1-acc=95.84%, top5-acc=99.90%, remaining_time=0:01:14.470260, arrival_time=2021-04-15 02:32:02.343226, cost_time=0:00:51.358777 2021-04-15 02:30:54,270 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1447, top1-acc=95.85%, top5-acc=99.89%, remaining_time=0:01:08.024546, arrival_time=2021-04-15 02:32:02.295310, cost_time=0:00:57.756665 2021-04-15 02:31:00,666 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=0.1432, top1-acc=95.89%, top5-acc=99.89%, remaining_time=0:01:01.586208, arrival_time=2021-04-15 02:32:02.252635, cost_time=0:01:04.152310 2021-04-15 02:31:07,066 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1435, top1-acc=95.85%, top5-acc=99.89%, remaining_time=0:00:55.158852, arrival_time=2021-04-15 02:32:02.224976, cost_time=0:01:10.552030 2021-04-15 02:31:13,464 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1436, top1-acc=95.87%, top5-acc=99.89%, remaining_time=0:00:48.735000, arrival_time=2021-04-15 02:32:02.199251, cost_time=0:01:16.949999 2021-04-15 02:31:19,865 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1460, top1-acc=95.77%, top5-acc=99.88%, remaining_time=0:00:42.316560, arrival_time=2021-04-15 02:32:02.181490, cost_time=0:01:23.350813 2021-04-15 02:31:26,268 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1456, top1-acc=95.79%, top5-acc=99.88%, remaining_time=0:00:35.901600, arrival_time=2021-04-15 02:32:02.169743, cost_time=0:01:29.753937 2021-04-15 02:31:32,667 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1459, top1-acc=95.80%, top5-acc=99.87%, remaining_time=0:00:29.486966, arrival_time=2021-04-15 02:32:02.154233, cost_time=0:01:36.153167 2021-04-15 02:31:39,063 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1458, top1-acc=95.81%, top5-acc=99.87%, remaining_time=0:00:23.073552, arrival_time=2021-04-15 02:32:02.136730, cost_time=0:01:42.549080 2021-04-15 02:31:45,456 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1474, top1-acc=95.76%, top5-acc=99.86%, remaining_time=0:00:16.661840, arrival_time=2021-04-15 02:32:02.118702, cost_time=0:01:48.942765 2021-04-15 02:31:51,856 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1475, top1-acc=95.77%, top5-acc=99.87%, remaining_time=0:00:10.252640, arrival_time=2021-04-15 02:32:02.109010, cost_time=0:01:55.342222 2021-04-15 02:31:58,272 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=0.1486, top1-acc=95.74%, top5-acc=99.87%, remaining_time=0:00:03.844992, arrival_time=2021-04-15 02:32:02.117219, cost_time=0:02:01.758005 2021-04-15 02:32:01,671 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.1500, top1-acc=95.71%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:01.671023, cost_time=0:02:05.156928 2021-04-15 02:32:04,017 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.40ms, fps=1092 images/s, loss=1.5402, top1-acc=64.69%, top5-acc=87.70%, remaining_time=0:00:07.032990, arrival_time=2021-04-15 02:32:11.050351, cost_time=0:00:02.344334 2021-04-15 02:32:06,227 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=2.09ms, fps=1159 images/s, loss=1.5904, top1-acc=63.75%, top5-acc=87.36%, remaining_time=0:00:04.554200, arrival_time=2021-04-15 02:32:10.781391, cost_time=0:00:04.554208 2021-04-15 02:32:08,430 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.44ms, fps=1162 images/s, loss=1.5598, top1-acc=64.40%, top5-acc=87.77%, remaining_time=0:00:02.252360, arrival_time=2021-04-15 02:32:10.682553, cost_time=0:00:06.757082 2021-04-15 02:32:10,431 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=1.18ms, fps=1160 images/s, loss=1.5326, top1-acc=64.94%, top5-acc=87.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:10.431043, cost_time=0:00:08.758168 2021-04-15 02:32:11,832 INFO : Epoch=0111 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:21:24.031782, arrival_time=2021-04-15 05:53:35.863913, cost_time=4:11:11.095813 2021-04-15 02:32:11,833 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 02:32:18,421 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.38ms, fps=389 images/s, loss=0.1560, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:02:02.521734, arrival_time=2021-04-15 02:34:20.942875, cost_time=0:00:06.587186 2021-04-15 02:32:24,824 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1574, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:01:54.314112, arrival_time=2021-04-15 02:34:19.138077, cost_time=0:00:12.990237 2021-04-15 02:32:31,225 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1572, top1-acc=95.36%, top5-acc=99.91%, remaining_time=0:01:47.301404, arrival_time=2021-04-15 02:34:18.527026, cost_time=0:00:19.391815 2021-04-15 02:32:37,622 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1547, top1-acc=95.40%, top5-acc=99.91%, remaining_time=0:01:40.573980, arrival_time=2021-04-15 02:34:18.195939, cost_time=0:00:25.788207 2021-04-15 02:32:44,031 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.1539, top1-acc=95.47%, top5-acc=99.91%, remaining_time=0:01:34.017430, arrival_time=2021-04-15 02:34:18.048993, cost_time=0:00:32.197755 2021-04-15 02:32:50,427 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1522, top1-acc=95.49%, top5-acc=99.91%, remaining_time=0:01:27.479824, arrival_time=2021-04-15 02:34:17.907591, cost_time=0:00:38.594035 2021-04-15 02:32:56,829 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1511, top1-acc=95.51%, top5-acc=99.91%, remaining_time=0:01:20.991414, arrival_time=2021-04-15 02:34:17.820371, cost_time=0:00:44.995240 2021-04-15 02:33:03,231 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1487, top1-acc=95.61%, top5-acc=99.91%, remaining_time=0:01:14.526520, arrival_time=2021-04-15 02:34:17.757816, cost_time=0:00:51.397581 2021-04-15 02:33:09,625 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1469, top1-acc=95.67%, top5-acc=99.90%, remaining_time=0:01:08.066310, arrival_time=2021-04-15 02:34:17.692215, cost_time=0:00:57.792188 2021-04-15 02:33:16,018 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.1466, top1-acc=95.68%, top5-acc=99.91%, remaining_time=0:01:01.617120, arrival_time=2021-04-15 02:34:17.635461, cost_time=0:01:04.184530 2021-04-15 02:33:22,418 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1466, top1-acc=95.67%, top5-acc=99.90%, remaining_time=0:00:55.184738, arrival_time=2021-04-15 02:34:17.603553, cost_time=0:01:10.585088 2021-04-15 02:33:28,828 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.37ms, fps=399 images/s, loss=0.1477, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:48.762968, arrival_time=2021-04-15 02:34:17.590959, cost_time=0:01:16.994160 2021-04-15 02:33:35,230 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1490, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:42.339726, arrival_time=2021-04-15 02:34:17.570064, cost_time=0:01:23.396428 2021-04-15 02:33:41,633 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1508, top1-acc=95.55%, top5-acc=99.90%, remaining_time=0:00:35.919744, arrival_time=2021-04-15 02:34:17.552866, cost_time=0:01:29.799402 2021-04-15 02:33:48,035 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.97ms, fps=400 images/s, loss=0.1523, top1-acc=95.54%, top5-acc=99.90%, remaining_time=0:00:29.501732, arrival_time=2021-04-15 02:34:17.536788, cost_time=0:01:36.201263 2021-04-15 02:33:54,436 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1520, top1-acc=95.56%, top5-acc=99.90%, remaining_time=0:00:23.085540, arrival_time=2021-04-15 02:34:17.521694, cost_time=0:01:42.602425 2021-04-15 02:34:00,837 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.1523, top1-acc=95.52%, top5-acc=99.90%, remaining_time=0:00:16.671122, arrival_time=2021-04-15 02:34:17.508259, cost_time=0:01:49.003413 2021-04-15 02:34:07,245 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1535, top1-acc=95.48%, top5-acc=99.89%, remaining_time=0:00:10.258784, arrival_time=2021-04-15 02:34:17.503854, cost_time=0:01:55.411361 2021-04-15 02:34:13,647 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.1543, top1-acc=95.48%, top5-acc=99.89%, remaining_time=0:00:03.846744, arrival_time=2021-04-15 02:34:17.494075, cost_time=0:02:01.813532 2021-04-15 02:34:17,045 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.1549, top1-acc=95.47%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:17.045516, cost_time=0:02:05.211790 2021-04-15 02:34:19,362 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.49ms, fps=1106 images/s, loss=1.4840, top1-acc=65.47%, top5-acc=88.01%, remaining_time=0:00:06.945630, arrival_time=2021-04-15 02:34:26.308237, cost_time=0:00:02.315214 2021-04-15 02:34:21,566 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.4948, top1-acc=65.23%, top5-acc=87.99%, remaining_time=0:00:04.519280, arrival_time=2021-04-15 02:34:26.085943, cost_time=0:00:04.519286 2021-04-15 02:34:23,769 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.56ms, fps=1162 images/s, loss=1.4724, top1-acc=65.98%, top5-acc=87.99%, remaining_time=0:00:02.240850, arrival_time=2021-04-15 02:34:26.010793, cost_time=0:00:06.722564 2021-04-15 02:34:25,767 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=1.4997, top1-acc=65.81%, top5-acc=88.07%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:25.767433, cost_time=0:00:08.720090 2021-04-15 02:34:27,198 INFO : Epoch=0112 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:19:07.934768, arrival_time=2021-04-15 05:53:35.133457, cost_time=4:13:26.462379 2021-04-15 02:34:27,200 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 02:34:33,784 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.54ms, fps=389 images/s, loss=0.1430, top1-acc=96.09%, top5-acc=99.88%, remaining_time=0:02:02.470212, arrival_time=2021-04-15 02:36:36.255003, cost_time=0:00:06.584420 2021-04-15 02:34:40,176 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.1448, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:01:54.186688, arrival_time=2021-04-15 02:36:34.362816, cost_time=0:00:12.975760 2021-04-15 02:34:46,575 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1412, top1-acc=96.09%, top5-acc=99.92%, remaining_time=0:01:47.208610, arrival_time=2021-04-15 02:36:33.784214, cost_time=0:00:19.375050 2021-04-15 02:34:52,974 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1403, top1-acc=96.08%, top5-acc=99.89%, remaining_time=0:01:40.520472, arrival_time=2021-04-15 02:36:33.495341, cost_time=0:00:25.774478 2021-04-15 02:34:59,373 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1366, top1-acc=96.20%, top5-acc=99.91%, remaining_time=0:01:33.946182, arrival_time=2021-04-15 02:36:33.319887, cost_time=0:00:32.173329 2021-04-15 02:35:05,779 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1348, top1-acc=96.17%, top5-acc=99.91%, remaining_time=0:01:27.445688, arrival_time=2021-04-15 02:36:33.225019, cost_time=0:00:38.578960 2021-04-15 02:35:12,183 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1343, top1-acc=96.18%, top5-acc=99.91%, remaining_time=0:01:20.970246, arrival_time=2021-04-15 02:36:33.154053, cost_time=0:00:44.983436 2021-04-15 02:35:18,583 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1339, top1-acc=96.23%, top5-acc=99.92%, remaining_time=0:01:14.505408, arrival_time=2021-04-15 02:36:33.088915, cost_time=0:00:51.383057 2021-04-15 02:35:24,985 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1325, top1-acc=96.29%, top5-acc=99.92%, remaining_time=0:01:08.057724, arrival_time=2021-04-15 02:36:33.043022, cost_time=0:00:57.784904 2021-04-15 02:35:31,385 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.1335, top1-acc=96.21%, top5-acc=99.93%, remaining_time=0:01:01.617504, arrival_time=2021-04-15 02:36:33.002790, cost_time=0:01:04.184911 2021-04-15 02:35:37,784 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1342, top1-acc=96.19%, top5-acc=99.93%, remaining_time=0:00:55.184222, arrival_time=2021-04-15 02:36:32.969037, cost_time=0:01:10.584448 2021-04-15 02:35:44,187 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1356, top1-acc=96.16%, top5-acc=99.92%, remaining_time=0:00:48.758636, arrival_time=2021-04-15 02:36:32.946378, cost_time=0:01:16.987369 2021-04-15 02:35:50,584 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1358, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:00:42.333456, arrival_time=2021-04-15 02:36:32.917914, cost_time=0:01:23.384091 2021-04-15 02:35:56,986 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1366, top1-acc=96.11%, top5-acc=99.92%, remaining_time=0:00:35.914256, arrival_time=2021-04-15 02:36:32.900327, cost_time=0:01:29.785611 2021-04-15 02:36:03,391 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1378, top1-acc=96.09%, top5-acc=99.92%, remaining_time=0:00:29.498512, arrival_time=2021-04-15 02:36:32.889673, cost_time=0:01:36.190768 2021-04-15 02:36:09,793 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1390, top1-acc=96.05%, top5-acc=99.92%, remaining_time=0:00:23.083416, arrival_time=2021-04-15 02:36:32.876690, cost_time=0:01:42.592893 2021-04-15 02:36:16,186 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1408, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:16.668522, arrival_time=2021-04-15 02:36:32.855431, cost_time=0:01:48.986540 2021-04-15 02:36:22,586 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1417, top1-acc=95.96%, top5-acc=99.92%, remaining_time=0:00:10.256496, arrival_time=2021-04-15 02:36:32.842489, cost_time=0:01:55.385627 2021-04-15 02:36:28,989 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=0.1428, top1-acc=95.90%, top5-acc=99.91%, remaining_time=0:00:03.845982, arrival_time=2021-04-15 02:36:32.835888, cost_time=0:02:01.789446 2021-04-15 02:36:32,381 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.1437, top1-acc=95.86%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:32.381601, cost_time=0:02:05.181179 2021-04-15 02:36:34,701 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.54ms, fps=1105 images/s, loss=1.5015, top1-acc=64.73%, top5-acc=88.16%, remaining_time=0:00:06.951450, arrival_time=2021-04-15 02:36:41.652411, cost_time=0:00:02.317149 2021-04-15 02:36:36,901 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.32ms, fps=1164 images/s, loss=1.4347, top1-acc=66.09%, top5-acc=88.75%, remaining_time=0:00:04.517740, arrival_time=2021-04-15 02:36:41.419283, cost_time=0:00:04.517733 2021-04-15 02:36:39,105 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.51ms, fps=1162 images/s, loss=1.4516, top1-acc=65.77%, top5-acc=88.39%, remaining_time=0:00:02.240700, arrival_time=2021-04-15 02:36:41.346604, cost_time=0:00:06.722100 2021-04-15 02:36:41,105 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=1.24ms, fps=1161 images/s, loss=1.4666, top1-acc=66.14%, top5-acc=88.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:41.105132, cost_time=0:00:08.721354 2021-04-15 02:36:42,506 INFO : Epoch=0113 complete, best val top1-acc=66.23%, top5-acc=88.89% (epoch=108), remaining_time=3:16:51.805386, arrival_time=2021-04-15 05:53:34.311896, cost_time=4:15:41.770188 2021-04-15 02:36:42,508 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 02:36:49,169 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.63ms, fps=384 images/s, loss=0.1324, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:02:03.898506, arrival_time=2021-04-15 02:38:53.067992, cost_time=0:00:06.661207 2021-04-15 02:36:55,567 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.1364, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:01:54.919376, arrival_time=2021-04-15 02:38:50.486683, cost_time=0:00:13.059018 2021-04-15 02:37:01,977 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.1324, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:01:47.728024, arrival_time=2021-04-15 02:38:49.705216, cost_time=0:00:19.468905 2021-04-15 02:37:08,380 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1338, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:01:40.900332, arrival_time=2021-04-15 02:38:49.280394, cost_time=0:00:25.871872 2021-04-15 02:37:14,780 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1336, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:01:34.234386, arrival_time=2021-04-15 02:38:49.014699, cost_time=0:00:32.272030 2021-04-15 02:37:21,181 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1328, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:01:27.659888, arrival_time=2021-04-15 02:38:48.841553, cost_time=0:00:38.673478 2021-04-15 02:37:27,589 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1293, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:01:21.147024, arrival_time=2021-04-15 02:38:48.736895, cost_time=0:00:45.081680 2021-04-15 02:37:33,989 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=2.12ms, fps=400 images/s, loss=0.1267, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:01:14.646928, arrival_time=2021-04-15 02:38:48.635885, cost_time=0:00:51.480644 2021-04-15 02:37:40,389 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1270, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:01:08.170614, arrival_time=2021-04-15 02:38:48.559561, cost_time=0:00:57.880666 2021-04-15 02:37:46,795 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.1276, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:01:01.715808, arrival_time=2021-04-15 02:38:48.511314, cost_time=0:01:04.287300 2021-04-15 02:37:53,188 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.1279, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:55.258698, arrival_time=2021-04-15 02:38:48.446675, cost_time=0:01:10.679697 2021-04-15 02:37:59,593 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.1281, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:48.820956, arrival_time=2021-04-15 02:38:48.414839, cost_time=0:01:17.085678 2021-04-15 02:38:05,998 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1289, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:42.387246, arrival_time=2021-04-15 02:38:48.385473, cost_time=0:01:23.490010 2021-04-15 02:38:12,400 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.1305, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:35.956760, arrival_time=2021-04-15 02:38:48.356913, cost_time=0:01:29.891965 2021-04-15 02:38:18,798 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.1324, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:29.528826, arrival_time=2021-04-15 02:38:48.326787, cost_time=0:01:36.289681 2021-04-15 02:38:25,190 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1336, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:23.103576, arrival_time=2021-04-15 02:38:48.294322, cost_time=0:01:42.682559 2021-04-15 02:38:31,585 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1343, top1-acc=96.15%, top5-acc=99.96%, remaining_time=0:00:16.682432, arrival_time=2021-04-15 02:38:48.268054, cost_time=0:01:49.077437 2021-04-15 02:38:37,980 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1354, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:10.264224, arrival_time=2021-04-15 02:38:48.244935, cost_time=0:01:55.472520 2021-04-15 02:38:44,379 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1369, top1-acc=96.02%, top5-acc=99.96%, remaining_time=0:00:03.848562, arrival_time=2021-04-15 02:38:48.228129, cost_time=0:02:01.871165 2021-04-15 02:38:47,776 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.1375, top1-acc=96.01%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:47.776378, cost_time=0:02:05.268188 2021-04-15 02:38:50,114 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.45ms, fps=1096 images/s, loss=1.4462, top1-acc=66.99%, top5-acc=89.02%, remaining_time=0:00:07.008600, arrival_time=2021-04-15 02:38:57.123082, cost_time=0:00:02.336198 2021-04-15 02:38:52,312 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.47ms, fps=1165 images/s, loss=1.4392, top1-acc=67.15%, top5-acc=89.02%, remaining_time=0:00:04.533840, arrival_time=2021-04-15 02:38:56.845961, cost_time=0:00:04.533848 2021-04-15 02:38:54,512 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.61ms, fps=1163 images/s, loss=1.4170, top1-acc=67.34%, top5-acc=89.36%, remaining_time=0:00:02.244890, arrival_time=2021-04-15 02:38:56.757842, cost_time=0:00:06.734683 2021-04-15 02:38:56,513 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=1.37ms, fps=1160 images/s, loss=1.4001, top1-acc=67.35%, top5-acc=89.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:56.513601, cost_time=0:00:08.735359 2021-04-15 02:38:59,304 INFO : Epoch=0114 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:14:36.814862, arrival_time=2021-04-15 05:53:36.119685, cost_time=4:17:58.568525 2021-04-15 02:38:59,306 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 02:39:05,891 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.32ms, fps=389 images/s, loss=0.1345, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:02:02.482674, arrival_time=2021-04-15 02:41:08.373924, cost_time=0:00:06.585087 2021-04-15 02:39:12,288 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1321, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:01:54.245120, arrival_time=2021-04-15 02:41:06.533685, cost_time=0:00:12.982390 2021-04-15 02:39:18,684 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1292, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:01:47.223716, arrival_time=2021-04-15 02:41:05.907733, cost_time=0:00:19.377772 2021-04-15 02:39:25,087 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.1303, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:01:40.546056, arrival_time=2021-04-15 02:41:05.633343, cost_time=0:00:25.781033 2021-04-15 02:39:31,482 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1287, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:01:33.953774, arrival_time=2021-04-15 02:41:05.435907, cost_time=0:00:32.175948 2021-04-15 02:39:37,879 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1283, top1-acc=96.35%, top5-acc=99.95%, remaining_time=0:01:27.433040, arrival_time=2021-04-15 02:41:05.312633, cost_time=0:00:38.573420 2021-04-15 02:39:44,279 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1267, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:01:20.952102, arrival_time=2021-04-15 02:41:05.231686, cost_time=0:00:44.973413 2021-04-15 02:39:50,673 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1255, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:01:14.483136, arrival_time=2021-04-15 02:41:05.157008, cost_time=0:00:51.367699 2021-04-15 02:39:57,069 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1246, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:01:08.031648, arrival_time=2021-04-15 02:41:05.100708, cost_time=0:00:57.762765 2021-04-15 02:40:03,481 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.57ms, fps=399 images/s, loss=0.1241, top1-acc=96.44%, top5-acc=99.95%, remaining_time=0:01:01.608096, arrival_time=2021-04-15 02:41:05.089363, cost_time=0:01:04.175096 2021-04-15 02:40:09,878 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1232, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:55.174676, arrival_time=2021-04-15 02:41:05.053174, cost_time=0:01:10.572293 2021-04-15 02:40:16,281 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.15ms, fps=400 images/s, loss=0.1226, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:48.751188, arrival_time=2021-04-15 02:41:05.032889, cost_time=0:01:16.975524 2021-04-15 02:40:22,681 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1235, top1-acc=96.46%, top5-acc=99.95%, remaining_time=0:00:42.328902, arrival_time=2021-04-15 02:41:05.010188, cost_time=0:01:23.375120 2021-04-15 02:40:29,077 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1243, top1-acc=96.44%, top5-acc=99.95%, remaining_time=0:00:35.908376, arrival_time=2021-04-15 02:41:04.985573, cost_time=0:01:29.770928 2021-04-15 02:40:35,473 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1254, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:00:29.491336, arrival_time=2021-04-15 02:41:04.964917, cost_time=0:01:36.167406 2021-04-15 02:40:41,873 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=2.04ms, fps=400 images/s, loss=0.1264, top1-acc=96.41%, top5-acc=99.94%, remaining_time=0:00:23.077548, arrival_time=2021-04-15 02:41:04.950865, cost_time=0:01:42.566908 2021-04-15 02:40:48,290 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.47ms, fps=399 images/s, loss=0.1273, top1-acc=96.38%, top5-acc=99.93%, remaining_time=0:00:16.668210, arrival_time=2021-04-15 02:41:04.958903, cost_time=0:01:48.984426 2021-04-15 02:40:54,687 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.1279, top1-acc=96.35%, top5-acc=99.93%, remaining_time=0:00:10.256064, arrival_time=2021-04-15 02:41:04.943085, cost_time=0:01:55.380669 2021-04-15 02:41:01,091 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.1288, top1-acc=96.34%, top5-acc=99.94%, remaining_time=0:00:03.845856, arrival_time=2021-04-15 02:41:04.937564, cost_time=0:02:01.785501 2021-04-15 02:41:04,488 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1316, top1-acc=96.28%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:04.488475, cost_time=0:02:05.182293 2021-04-15 02:41:06,808 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.44ms, fps=1104 images/s, loss=1.5081, top1-acc=65.31%, top5-acc=87.62%, remaining_time=0:00:06.954540, arrival_time=2021-04-15 02:41:13.763139, cost_time=0:00:02.318182 2021-04-15 02:41:09,011 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.37ms, fps=1163 images/s, loss=1.5168, top1-acc=65.16%, top5-acc=87.93%, remaining_time=0:00:04.520560, arrival_time=2021-04-15 02:41:13.531611, cost_time=0:00:04.520564 2021-04-15 02:41:11,210 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.29ms, fps=1164 images/s, loss=1.5305, top1-acc=64.79%, top5-acc=87.80%, remaining_time=0:00:02.239900, arrival_time=2021-04-15 02:41:13.450006, cost_time=0:00:06.719708 2021-04-15 02:41:13,206 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.5084, top1-acc=65.11%, top5-acc=88.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:13.206629, cost_time=0:00:08.716258 2021-04-15 02:41:14,674 INFO : Epoch=0115 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:12:20.736535, arrival_time=2021-04-15 05:53:35.410533, cost_time=4:20:13.937714 2021-04-15 02:41:14,676 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 02:41:21,252 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.46ms, fps=389 images/s, loss=0.1689, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:02:02.310438, arrival_time=2021-04-15 02:43:23.562498, cost_time=0:00:06.575829 2021-04-15 02:41:27,649 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1684, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:01:54.162224, arrival_time=2021-04-15 02:43:21.811536, cost_time=0:00:12.972983 2021-04-15 02:41:34,055 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1579, top1-acc=95.42%, top5-acc=99.93%, remaining_time=0:01:47.230356, arrival_time=2021-04-15 02:43:21.285499, cost_time=0:00:19.378991 2021-04-15 02:41:40,454 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1573, top1-acc=95.54%, top5-acc=99.93%, remaining_time=0:01:40.534356, arrival_time=2021-04-15 02:43:20.988634, cost_time=0:00:25.778049 2021-04-15 02:41:46,854 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1535, top1-acc=95.69%, top5-acc=99.93%, remaining_time=0:01:33.962096, arrival_time=2021-04-15 02:43:20.817031, cost_time=0:00:32.178786 2021-04-15 02:41:53,248 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1518, top1-acc=95.72%, top5-acc=99.92%, remaining_time=0:01:27.431408, arrival_time=2021-04-15 02:43:20.680230, cost_time=0:00:38.572682 2021-04-15 02:41:59,641 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1459, top1-acc=95.89%, top5-acc=99.92%, remaining_time=0:01:20.937360, arrival_time=2021-04-15 02:43:20.578701, cost_time=0:00:44.965166 2021-04-15 02:42:06,045 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1439, top1-acc=95.92%, top5-acc=99.92%, remaining_time=0:01:14.485688, arrival_time=2021-04-15 02:43:20.531432, cost_time=0:00:51.369456 2021-04-15 02:42:12,452 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1417, top1-acc=95.93%, top5-acc=99.92%, remaining_time=0:01:08.047124, arrival_time=2021-04-15 02:43:20.499114, cost_time=0:00:57.775833 2021-04-15 02:42:18,848 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1396, top1-acc=95.98%, top5-acc=99.92%, remaining_time=0:01:01.605312, arrival_time=2021-04-15 02:43:20.453646, cost_time=0:01:04.172197 2021-04-15 02:42:25,280 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.1382, top1-acc=96.07%, top5-acc=99.92%, remaining_time=0:00:55.199444, arrival_time=2021-04-15 02:43:20.479553, cost_time=0:01:10.603967 2021-04-15 02:42:31,668 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.1374, top1-acc=96.09%, top5-acc=99.92%, remaining_time=0:00:48.761980, arrival_time=2021-04-15 02:43:20.430696, cost_time=0:01:16.992578 2021-04-15 02:42:38,066 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1364, top1-acc=96.14%, top5-acc=99.92%, remaining_time=0:00:42.336624, arrival_time=2021-04-15 02:43:20.403127, cost_time=0:01:23.390276 2021-04-15 02:42:44,472 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1363, top1-acc=96.15%, top5-acc=99.92%, remaining_time=0:00:35.918456, arrival_time=2021-04-15 02:43:20.390760, cost_time=0:01:29.796154 2021-04-15 02:42:50,867 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1354, top1-acc=96.17%, top5-acc=99.91%, remaining_time=0:00:29.498650, arrival_time=2021-04-15 02:43:20.365976, cost_time=0:01:36.191183 2021-04-15 02:42:57,266 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1347, top1-acc=96.21%, top5-acc=99.91%, remaining_time=0:00:23.082912, arrival_time=2021-04-15 02:43:20.349800, cost_time=0:01:42.590748 2021-04-15 02:43:03,664 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.1351, top1-acc=96.22%, top5-acc=99.91%, remaining_time=0:00:16.668730, arrival_time=2021-04-15 02:43:20.332709, cost_time=0:01:48.987841 2021-04-15 02:43:10,065 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1360, top1-acc=96.19%, top5-acc=99.91%, remaining_time=0:00:10.256800, arrival_time=2021-04-15 02:43:20.322047, cost_time=0:01:55.389029 2021-04-15 02:43:16,463 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.1361, top1-acc=96.18%, top5-acc=99.91%, remaining_time=0:00:03.845904, arrival_time=2021-04-15 02:43:20.308966, cost_time=0:02:01.786905 2021-04-15 02:43:19,855 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.26ms, fps=401 images/s, loss=0.1358, top1-acc=96.19%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:19.855523, cost_time=0:02:05.179386 2021-04-15 02:43:22,203 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=1.48ms, fps=1091 images/s, loss=1.3872, top1-acc=67.66%, top5-acc=89.14%, remaining_time=0:00:07.038540, arrival_time=2021-04-15 02:43:29.242151, cost_time=0:00:02.346185 2021-04-15 02:43:24,404 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.28ms, fps=1163 images/s, loss=1.3924, top1-acc=67.97%, top5-acc=88.96%, remaining_time=0:00:04.547020, arrival_time=2021-04-15 02:43:28.951431, cost_time=0:00:04.547012 2021-04-15 02:43:26,603 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.37ms, fps=1165 images/s, loss=1.4107, top1-acc=67.41%, top5-acc=88.82%, remaining_time=0:00:02.248530, arrival_time=2021-04-15 02:43:28.851531, cost_time=0:00:06.745604 2021-04-15 02:43:28,602 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=1.4129, top1-acc=67.12%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:28.601988, cost_time=0:00:08.744618 2021-04-15 02:43:30,042 INFO : Epoch=0116 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:10:04.670256, arrival_time=2021-04-15 05:53:34.713064, cost_time=4:22:29.306521 2021-04-15 02:43:30,044 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 02:43:36,610 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.37ms, fps=390 images/s, loss=0.1064, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:02:02.134668, arrival_time=2021-04-15 02:45:38.745277, cost_time=0:00:06.566380 2021-04-15 02:43:43,008 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1145, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:01:54.080384, arrival_time=2021-04-15 02:45:37.088299, cost_time=0:00:12.963684 2021-04-15 02:43:49,409 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1107, top1-acc=96.90%, top5-acc=99.97%, remaining_time=0:01:47.154992, arrival_time=2021-04-15 02:45:36.564572, cost_time=0:00:19.365356 2021-04-15 02:43:55,802 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1101, top1-acc=96.89%, top5-acc=99.97%, remaining_time=0:01:40.459008, arrival_time=2021-04-15 02:45:36.261878, cost_time=0:00:25.758716 2021-04-15 02:44:02,200 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.1114, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:01:33.897856, arrival_time=2021-04-15 02:45:36.098775, cost_time=0:00:32.156785 2021-04-15 02:44:08,602 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1106, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:01:27.399448, arrival_time=2021-04-15 02:45:36.002263, cost_time=0:00:38.558581 2021-04-15 02:44:14,996 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1110, top1-acc=96.91%, top5-acc=99.97%, remaining_time=0:01:20.914932, arrival_time=2021-04-15 02:45:35.911809, cost_time=0:00:44.952731 2021-04-15 02:44:21,396 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1138, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:01:14.461328, arrival_time=2021-04-15 02:45:35.858096, cost_time=0:00:51.352631 2021-04-15 02:44:27,800 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1139, top1-acc=96.78%, top5-acc=99.96%, remaining_time=0:01:08.024122, arrival_time=2021-04-15 02:45:35.824552, cost_time=0:00:57.756292 2021-04-15 02:44:34,195 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1162, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:01:01.585344, arrival_time=2021-04-15 02:45:35.780889, cost_time=0:01:04.151413 2021-04-15 02:44:40,595 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1176, top1-acc=96.67%, top5-acc=99.94%, remaining_time=0:00:55.158164, arrival_time=2021-04-15 02:45:35.753547, cost_time=0:01:10.551164 2021-04-15 02:44:46,993 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1185, top1-acc=96.63%, top5-acc=99.95%, remaining_time=0:00:48.734772, arrival_time=2021-04-15 02:45:35.728501, cost_time=0:01:16.949588 2021-04-15 02:44:53,390 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1200, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:00:42.314118, arrival_time=2021-04-15 02:45:35.704277, cost_time=0:01:23.346026 2021-04-15 02:44:59,782 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.1211, top1-acc=96.53%, top5-acc=99.94%, remaining_time=0:00:35.895272, arrival_time=2021-04-15 02:45:35.677560, cost_time=0:01:29.738152 2021-04-15 02:45:06,180 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.1227, top1-acc=96.48%, top5-acc=99.94%, remaining_time=0:00:29.481768, arrival_time=2021-04-15 02:45:35.662043, cost_time=0:01:36.136139 2021-04-15 02:45:12,586 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1228, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:23.071932, arrival_time=2021-04-15 02:45:35.658084, cost_time=0:01:42.541941 2021-04-15 02:45:18,985 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1234, top1-acc=96.50%, top5-acc=99.95%, remaining_time=0:00:16.661684, arrival_time=2021-04-15 02:45:35.647573, cost_time=0:01:48.941724 2021-04-15 02:45:25,381 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1243, top1-acc=96.49%, top5-acc=99.94%, remaining_time=0:00:10.252240, arrival_time=2021-04-15 02:45:35.634065, cost_time=0:01:55.337686 2021-04-15 02:45:31,775 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1252, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:03.844140, arrival_time=2021-04-15 02:45:35.619434, cost_time=0:02:01.731158 2021-04-15 02:45:35,171 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.20ms, fps=400 images/s, loss=0.1255, top1-acc=96.45%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:35.171666, cost_time=0:02:05.127540 2021-04-15 02:45:37,489 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.85ms, fps=1106 images/s, loss=1.4805, top1-acc=66.29%, top5-acc=89.41%, remaining_time=0:00:06.946890, arrival_time=2021-04-15 02:45:44.436054, cost_time=0:00:02.315634 2021-04-15 02:45:39,694 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.4260, top1-acc=67.03%, top5-acc=90.08%, remaining_time=0:00:04.520700, arrival_time=2021-04-15 02:45:44.214926, cost_time=0:00:04.520703 2021-04-15 02:45:41,897 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.37ms, fps=1162 images/s, loss=1.4315, top1-acc=66.95%, top5-acc=89.86%, remaining_time=0:00:02.241440, arrival_time=2021-04-15 02:45:44.139282, cost_time=0:00:06.724326 2021-04-15 02:45:43,892 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=1.17ms, fps=1163 images/s, loss=1.4745, top1-acc=66.85%, top5-acc=89.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:43.892366, cost_time=0:00:08.718870 2021-04-15 02:45:45,314 INFO : Epoch=0117 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:07:48.547124, arrival_time=2021-04-15 05:53:33.861869, cost_time=4:24:44.578437 2021-04-15 02:45:45,316 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 02:45:51,904 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=2.17ms, fps=389 images/s, loss=0.1262, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:02:02.534382, arrival_time=2021-04-15 02:47:54.438986, cost_time=0:00:06.587866 2021-04-15 02:45:58,307 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1267, top1-acc=96.27%, top5-acc=99.94%, remaining_time=0:01:54.314112, arrival_time=2021-04-15 02:47:52.621069, cost_time=0:00:12.990237 2021-04-15 02:46:04,704 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1198, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:01:47.278662, arrival_time=2021-04-15 02:47:51.983111, cost_time=0:00:19.387718 2021-04-15 02:46:11,099 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1167, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:01:40.553232, arrival_time=2021-04-15 02:47:51.652756, cost_time=0:00:25.782891 2021-04-15 02:46:17,494 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1169, top1-acc=96.73%, top5-acc=99.95%, remaining_time=0:01:33.959176, arrival_time=2021-04-15 02:47:51.453680, cost_time=0:00:32.177782 2021-04-15 02:46:23,888 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.1165, top1-acc=96.77%, top5-acc=99.94%, remaining_time=0:01:27.430184, arrival_time=2021-04-15 02:47:51.318936, cost_time=0:00:38.572117 2021-04-15 02:46:30,282 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1154, top1-acc=96.80%, top5-acc=99.94%, remaining_time=0:01:20.938242, arrival_time=2021-04-15 02:47:51.220581, cost_time=0:00:44.965701 2021-04-15 02:46:36,688 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1148, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:01:14.488820, arrival_time=2021-04-15 02:47:51.177122, cost_time=0:00:51.371577 2021-04-15 02:46:43,083 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1163, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:01:08.036206, arrival_time=2021-04-15 02:47:51.119512, cost_time=0:00:57.766623 2021-04-15 02:46:49,475 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.1162, top1-acc=96.73%, top5-acc=99.94%, remaining_time=0:01:01.592448, arrival_time=2021-04-15 02:47:51.067895, cost_time=0:01:04.158821 2021-04-15 02:46:55,866 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.1160, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:55.157132, arrival_time=2021-04-15 02:47:51.023554, cost_time=0:01:10.549789 2021-04-15 02:47:02,264 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1179, top1-acc=96.72%, top5-acc=99.94%, remaining_time=0:00:48.733556, arrival_time=2021-04-15 02:47:50.997957, cost_time=0:01:16.947776 2021-04-15 02:47:08,659 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1188, top1-acc=96.66%, top5-acc=99.95%, remaining_time=0:00:42.312402, arrival_time=2021-04-15 02:47:50.971701, cost_time=0:01:23.342667 2021-04-15 02:47:15,057 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.1192, top1-acc=96.66%, top5-acc=99.95%, remaining_time=0:00:35.896168, arrival_time=2021-04-15 02:47:50.953304, cost_time=0:01:29.740419 2021-04-15 02:47:21,457 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.1201, top1-acc=96.61%, top5-acc=99.95%, remaining_time=0:00:29.483102, arrival_time=2021-04-15 02:47:50.940256, cost_time=0:01:36.140530 2021-04-15 02:47:27,864 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.1209, top1-acc=96.63%, top5-acc=99.94%, remaining_time=0:00:23.073156, arrival_time=2021-04-15 02:47:50.937138, cost_time=0:01:42.547336 2021-04-15 02:47:34,264 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1222, top1-acc=96.57%, top5-acc=99.93%, remaining_time=0:00:16.662542, arrival_time=2021-04-15 02:47:50.926517, cost_time=0:01:48.947342 2021-04-15 02:47:40,667 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1228, top1-acc=96.54%, top5-acc=99.93%, remaining_time=0:00:10.253424, arrival_time=2021-04-15 02:47:50.921152, cost_time=0:01:55.351098 2021-04-15 02:47:47,066 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.1232, top1-acc=96.51%, top5-acc=99.93%, remaining_time=0:00:03.844740, arrival_time=2021-04-15 02:47:50.911416, cost_time=0:02:01.750043 2021-04-15 02:47:50,464 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.1243, top1-acc=96.49%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:50.464757, cost_time=0:02:05.148040 2021-04-15 02:47:52,794 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.81ms, fps=1100 images/s, loss=1.4969, top1-acc=66.80%, top5-acc=88.98%, remaining_time=0:00:06.983910, arrival_time=2021-04-15 02:47:59.778675, cost_time=0:00:02.327972 2021-04-15 02:47:54,993 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=1.4959, top1-acc=66.27%, top5-acc=88.79%, remaining_time=0:00:04.526800, arrival_time=2021-04-15 02:47:59.520419, cost_time=0:00:04.526810 2021-04-15 02:47:57,197 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.27ms, fps=1162 images/s, loss=1.4690, top1-acc=66.60%, top5-acc=89.23%, remaining_time=0:00:02.243530, arrival_time=2021-04-15 02:47:59.440868, cost_time=0:00:06.730590 2021-04-15 02:47:59,196 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=1.20ms, fps=1161 images/s, loss=1.4839, top1-acc=66.49%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:59.196420, cost_time=0:00:08.729709 2021-04-15 02:48:00,621 INFO : Epoch=0118 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:05:32.462762, arrival_time=2021-04-15 05:53:33.084496, cost_time=4:26:59.885456 2021-04-15 02:48:00,622 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 02:48:07,199 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.41ms, fps=389 images/s, loss=0.1295, top1-acc=96.68%, top5-acc=99.80%, remaining_time=0:02:02.320854, arrival_time=2021-04-15 02:50:09.520347, cost_time=0:00:06.576389 2021-04-15 02:48:13,603 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1302, top1-acc=96.31%, top5-acc=99.86%, remaining_time=0:01:54.224176, arrival_time=2021-04-15 02:50:07.827409, cost_time=0:00:12.980023 2021-04-15 02:48:20,007 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.1241, top1-acc=96.56%, top5-acc=99.87%, remaining_time=0:01:47.260734, arrival_time=2021-04-15 02:50:07.268235, cost_time=0:00:19.384467 2021-04-15 02:48:26,410 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1177, top1-acc=96.79%, top5-acc=99.89%, remaining_time=0:01:40.570080, arrival_time=2021-04-15 02:50:06.980382, cost_time=0:00:25.787190 2021-04-15 02:48:32,804 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1190, top1-acc=96.81%, top5-acc=99.91%, remaining_time=0:01:33.969688, arrival_time=2021-04-15 02:50:06.774135, cost_time=0:00:32.181414 2021-04-15 02:48:39,199 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1174, top1-acc=96.80%, top5-acc=99.91%, remaining_time=0:01:27.439432, arrival_time=2021-04-15 02:50:06.638663, cost_time=0:00:38.576212 2021-04-15 02:48:45,607 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1172, top1-acc=96.77%, top5-acc=99.91%, remaining_time=0:01:20.971128, arrival_time=2021-04-15 02:50:06.578181, cost_time=0:00:44.983939 2021-04-15 02:48:52,007 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1161, top1-acc=96.77%, top5-acc=99.91%, remaining_time=0:01:14.507496, arrival_time=2021-04-15 02:50:06.515165, cost_time=0:00:51.384476 2021-04-15 02:48:58,407 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.1164, top1-acc=96.72%, top5-acc=99.91%, remaining_time=0:01:08.057618, arrival_time=2021-04-15 02:50:06.465411, cost_time=0:00:57.784740 2021-04-15 02:49:04,803 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=2.09ms, fps=400 images/s, loss=0.1163, top1-acc=96.75%, top5-acc=99.92%, remaining_time=0:01:01.613376, arrival_time=2021-04-15 02:50:06.417068, cost_time=0:01:04.180581 2021-04-15 02:49:11,202 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1168, top1-acc=96.71%, top5-acc=99.92%, remaining_time=0:00:55.180438, arrival_time=2021-04-15 02:50:06.383141, cost_time=0:01:10.579675 2021-04-15 02:49:17,600 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1166, top1-acc=96.73%, top5-acc=99.91%, remaining_time=0:00:48.752556, arrival_time=2021-04-15 02:50:06.353344, cost_time=0:01:16.977768 2021-04-15 02:49:23,997 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.1160, top1-acc=96.76%, top5-acc=99.91%, remaining_time=0:00:42.328770, arrival_time=2021-04-15 02:50:06.326645, cost_time=0:01:23.374859 2021-04-15 02:49:30,406 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.50ms, fps=399 images/s, loss=0.1171, top1-acc=96.73%, top5-acc=99.91%, remaining_time=0:00:35.913416, arrival_time=2021-04-15 02:50:06.320011, cost_time=0:01:29.783485 2021-04-15 02:49:36,802 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1175, top1-acc=96.72%, top5-acc=99.91%, remaining_time=0:00:29.495154, arrival_time=2021-04-15 02:50:06.298049, cost_time=0:01:36.179813 2021-04-15 02:49:43,195 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.1186, top1-acc=96.69%, top5-acc=99.91%, remaining_time=0:00:23.078808, arrival_time=2021-04-15 02:50:06.274316, cost_time=0:01:42.572491 2021-04-15 02:49:49,598 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1189, top1-acc=96.69%, top5-acc=99.92%, remaining_time=0:00:16.666754, arrival_time=2021-04-15 02:50:06.264835, cost_time=0:01:48.975012 2021-04-15 02:49:55,994 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.1196, top1-acc=96.66%, top5-acc=99.92%, remaining_time=0:00:10.255232, arrival_time=2021-04-15 02:50:06.249530, cost_time=0:01:55.371276 2021-04-15 02:50:02,395 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.1209, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:03.845430, arrival_time=2021-04-15 02:50:06.240495, cost_time=0:02:01.771917 2021-04-15 02:50:05,800 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.23ms, fps=399 images/s, loss=0.1211, top1-acc=96.62%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:05.800250, cost_time=0:02:05.177226 2021-04-15 02:50:08,113 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.34ms, fps=1108 images/s, loss=1.4444, top1-acc=65.62%, top5-acc=88.87%, remaining_time=0:00:06.932520, arrival_time=2021-04-15 02:50:15.045538, cost_time=0:00:02.310845 2021-04-15 02:50:10,316 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.36ms, fps=1162 images/s, loss=1.4096, top1-acc=66.17%, top5-acc=89.49%, remaining_time=0:00:04.514240, arrival_time=2021-04-15 02:50:14.830605, cost_time=0:00:04.514237 2021-04-15 02:50:12,518 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.32ms, fps=1163 images/s, loss=1.4353, top1-acc=65.72%, top5-acc=89.27%, remaining_time=0:00:02.238920, arrival_time=2021-04-15 02:50:14.757793, cost_time=0:00:06.716751 2021-04-15 02:50:14,514 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=1.20ms, fps=1163 images/s, loss=1.4440, top1-acc=65.46%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:14.514526, cost_time=0:00:08.712424 2021-04-15 02:50:15,920 INFO : Epoch=0119 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:03:16.385607, arrival_time=2021-04-15 05:53:32.305640, cost_time=4:29:15.183746 2021-04-15 02:50:15,921 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 02:50:22,485 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.47ms, fps=390 images/s, loss=0.1186, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:02:02.088168, arrival_time=2021-04-15 02:52:24.573532, cost_time=0:00:06.563885 2021-04-15 02:50:28,882 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1149, top1-acc=96.93%, top5-acc=99.94%, remaining_time=0:01:54.057504, arrival_time=2021-04-15 02:52:22.940077, cost_time=0:00:12.961089 2021-04-15 02:50:35,278 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1131, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:01:47.107682, arrival_time=2021-04-15 02:52:22.385844, cost_time=0:00:19.356800 2021-04-15 02:50:41,675 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1112, top1-acc=97.00%, top5-acc=99.94%, remaining_time=0:01:40.441848, arrival_time=2021-04-15 02:52:22.117630, cost_time=0:00:25.754329 2021-04-15 02:50:48,075 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1089, top1-acc=97.05%, top5-acc=99.95%, remaining_time=0:01:33.890556, arrival_time=2021-04-15 02:52:21.966254, cost_time=0:00:32.154324 2021-04-15 02:50:54,468 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.1086, top1-acc=97.04%, top5-acc=99.95%, remaining_time=0:01:27.374424, arrival_time=2021-04-15 02:52:21.843311, cost_time=0:00:38.547529 2021-04-15 02:51:00,869 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1092, top1-acc=96.98%, top5-acc=99.96%, remaining_time=0:01:20.906616, arrival_time=2021-04-15 02:52:21.776093, cost_time=0:00:44.948114 2021-04-15 02:51:07,270 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1089, top1-acc=96.96%, top5-acc=99.95%, remaining_time=0:01:14.455412, arrival_time=2021-04-15 02:52:21.725416, cost_time=0:00:51.348551 2021-04-15 02:51:13,671 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1096, top1-acc=96.96%, top5-acc=99.95%, remaining_time=0:01:08.016172, arrival_time=2021-04-15 02:52:21.687202, cost_time=0:00:57.749613 2021-04-15 02:51:20,065 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.1113, top1-acc=96.92%, top5-acc=99.95%, remaining_time=0:01:01.578816, arrival_time=2021-04-15 02:52:21.644743, cost_time=0:01:04.144565 2021-04-15 02:51:26,467 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1101, top1-acc=96.95%, top5-acc=99.95%, remaining_time=0:00:55.154294, arrival_time=2021-04-15 02:52:21.621818, cost_time=0:01:10.546158 2021-04-15 02:51:32,868 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1097, top1-acc=96.97%, top5-acc=99.95%, remaining_time=0:00:48.733024, arrival_time=2021-04-15 02:52:21.601251, cost_time=0:01:16.946864 2021-04-15 02:51:39,263 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1097, top1-acc=96.94%, top5-acc=99.95%, remaining_time=0:00:42.312006, arrival_time=2021-04-15 02:52:21.575222, cost_time=0:01:23.341862 2021-04-15 02:51:45,665 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.67ms, fps=400 images/s, loss=0.1113, top1-acc=96.88%, top5-acc=99.95%, remaining_time=0:00:35.897400, arrival_time=2021-04-15 02:52:21.562391, cost_time=0:01:29.743538 2021-04-15 02:51:52,063 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.1119, top1-acc=96.87%, top5-acc=99.95%, remaining_time=0:00:29.483562, arrival_time=2021-04-15 02:52:21.546986, cost_time=0:01:36.142069 2021-04-15 02:51:58,462 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1124, top1-acc=96.85%, top5-acc=99.95%, remaining_time=0:00:23.071788, arrival_time=2021-04-15 02:52:21.534373, cost_time=0:01:42.541226 2021-04-15 02:52:04,858 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1135, top1-acc=96.81%, top5-acc=99.95%, remaining_time=0:00:16.661034, arrival_time=2021-04-15 02:52:21.519909, cost_time=0:01:48.937508 2021-04-15 02:52:11,266 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1153, top1-acc=96.77%, top5-acc=99.95%, remaining_time=0:00:10.252896, arrival_time=2021-04-15 02:52:21.519486, cost_time=0:01:55.345038 2021-04-15 02:52:17,672 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1162, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:03.844764, arrival_time=2021-04-15 02:52:21.516955, cost_time=0:02:01.750816 2021-04-15 02:52:21,069 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1179, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:21.069159, cost_time=0:02:05.147802 2021-04-15 02:52:23,400 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.36ms, fps=1099 images/s, loss=1.5237, top1-acc=65.08%, top5-acc=88.55%, remaining_time=0:00:06.988980, arrival_time=2021-04-15 02:52:30.389639, cost_time=0:00:02.329661 2021-04-15 02:52:25,600 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.41ms, fps=1164 images/s, loss=1.5174, top1-acc=65.47%, top5-acc=88.93%, remaining_time=0:00:04.529420, arrival_time=2021-04-15 02:52:30.129840, cost_time=0:00:04.529428 2021-04-15 02:52:27,802 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.53ms, fps=1163 images/s, loss=1.5379, top1-acc=65.16%, top5-acc=88.68%, remaining_time=0:00:02.243910, arrival_time=2021-04-15 02:52:30.046631, cost_time=0:00:06.731735 2021-04-15 02:52:29,800 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=1.39ms, fps=1162 images/s, loss=1.5206, top1-acc=65.36%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:29.800415, cost_time=0:00:08.729453 2021-04-15 02:52:31,167 INFO : Epoch=0120 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=3:01:00.287520, arrival_time=2021-04-15 05:53:31.455135, cost_time=4:31:30.431330 2021-04-15 02:52:31,168 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 02:52:37,758 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.68ms, fps=389 images/s, loss=0.1503, top1-acc=95.74%, top5-acc=99.77%, remaining_time=0:02:02.561352, arrival_time=2021-04-15 02:54:40.319846, cost_time=0:00:06.589322 2021-04-15 02:52:44,157 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.1554, top1-acc=95.55%, top5-acc=99.82%, remaining_time=0:01:54.298976, arrival_time=2021-04-15 02:54:38.456769, cost_time=0:00:12.988520 2021-04-15 02:52:50,559 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1485, top1-acc=95.82%, top5-acc=99.88%, remaining_time=0:01:47.294266, arrival_time=2021-04-15 02:54:37.853881, cost_time=0:00:19.390531 2021-04-15 02:52:56,961 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.1422, top1-acc=96.05%, top5-acc=99.89%, remaining_time=0:01:40.588956, arrival_time=2021-04-15 02:54:37.550158, cost_time=0:00:25.792048 2021-04-15 02:53:03,360 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1404, top1-acc=96.05%, top5-acc=99.91%, remaining_time=0:01:33.997428, arrival_time=2021-04-15 02:54:37.357431, cost_time=0:00:32.190895 2021-04-15 02:53:09,766 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.1362, top1-acc=96.23%, top5-acc=99.92%, remaining_time=0:01:27.487848, arrival_time=2021-04-15 02:54:37.254510, cost_time=0:00:38.597590 2021-04-15 02:53:16,160 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.41ms, fps=400 images/s, loss=0.1329, top1-acc=96.36%, top5-acc=99.92%, remaining_time=0:01:20.983728, arrival_time=2021-04-15 02:54:37.143782, cost_time=0:00:44.990934 2021-04-15 02:53:22,565 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.94ms, fps=400 images/s, loss=0.1295, top1-acc=96.46%, top5-acc=99.93%, remaining_time=0:01:14.523968, arrival_time=2021-04-15 02:54:37.089047, cost_time=0:00:51.395879 2021-04-15 02:53:28,976 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.56ms, fps=399 images/s, loss=0.1268, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:01:08.084118, arrival_time=2021-04-15 02:54:37.060579, cost_time=0:00:57.807259 2021-04-15 02:53:35,372 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1260, top1-acc=96.59%, top5-acc=99.94%, remaining_time=0:01:01.635072, arrival_time=2021-04-15 02:54:37.007378, cost_time=0:01:04.203233 2021-04-15 02:53:41,774 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1257, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:55.200132, arrival_time=2021-04-15 02:54:36.974121, cost_time=0:01:10.604831 2021-04-15 02:53:48,177 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1249, top1-acc=96.59%, top5-acc=99.95%, remaining_time=0:00:48.771632, arrival_time=2021-04-15 02:54:36.948607, cost_time=0:01:17.007895 2021-04-15 02:53:54,574 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1245, top1-acc=96.57%, top5-acc=99.95%, remaining_time=0:00:42.344478, arrival_time=2021-04-15 02:54:36.919387, cost_time=0:01:23.405838 2021-04-15 02:54:00,980 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1240, top1-acc=96.59%, top5-acc=99.94%, remaining_time=0:00:35.924672, arrival_time=2021-04-15 02:54:36.905530, cost_time=0:01:29.811745 2021-04-15 02:54:07,376 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.1232, top1-acc=96.60%, top5-acc=99.94%, remaining_time=0:00:29.503480, arrival_time=2021-04-15 02:54:36.879723, cost_time=0:01:36.206966 2021-04-15 02:54:13,778 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.1236, top1-acc=96.57%, top5-acc=99.94%, remaining_time=0:00:23.087016, arrival_time=2021-04-15 02:54:36.865105, cost_time=0:01:42.608921 2021-04-15 02:54:20,182 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.1237, top1-acc=96.58%, top5-acc=99.94%, remaining_time=0:00:16.672604, arrival_time=2021-04-15 02:54:36.854922, cost_time=0:01:49.013154 2021-04-15 02:54:26,579 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1245, top1-acc=96.55%, top5-acc=99.93%, remaining_time=0:00:10.258720, arrival_time=2021-04-15 02:54:36.838384, cost_time=0:01:55.410593 2021-04-15 02:54:32,979 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.1256, top1-acc=96.47%, top5-acc=99.93%, remaining_time=0:00:03.846636, arrival_time=2021-04-15 02:54:36.826012, cost_time=0:02:01.810222 2021-04-15 02:54:36,375 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.1261, top1-acc=96.46%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:36.375194, cost_time=0:02:05.206120 2021-04-15 02:54:38,723 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.41ms, fps=1091 images/s, loss=1.3957, top1-acc=67.07%, top5-acc=89.10%, remaining_time=0:00:07.039830, arrival_time=2021-04-15 02:54:45.763532, cost_time=0:00:02.346614 2021-04-15 02:54:40,923 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.32ms, fps=1164 images/s, loss=1.4072, top1-acc=66.72%, top5-acc=89.28%, remaining_time=0:00:04.546560, arrival_time=2021-04-15 02:54:45.470194, cost_time=0:00:04.546557 2021-04-15 02:54:43,125 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.70ms, fps=1163 images/s, loss=1.4263, top1-acc=67.11%, top5-acc=89.01%, remaining_time=0:00:02.249510, arrival_time=2021-04-15 02:54:45.375149, cost_time=0:00:06.748531 2021-04-15 02:54:45,132 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=1.45ms, fps=1156 images/s, loss=1.4302, top1-acc=66.63%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:45.132798, cost_time=0:00:08.755650 2021-04-15 02:54:46,929 INFO : Epoch=0121 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=2:58:44.539061, arrival_time=2021-04-15 05:53:31.468180, cost_time=4:33:46.192796 2021-04-15 02:54:46,931 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 02:54:53,531 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.45ms, fps=388 images/s, loss=0.1270, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:02:02.757024, arrival_time=2021-04-15 02:56:56.288429, cost_time=0:00:06.599840 2021-04-15 02:54:59,925 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.1178, top1-acc=96.84%, top5-acc=99.92%, remaining_time=0:01:54.346496, arrival_time=2021-04-15 02:56:54.271952, cost_time=0:00:12.993921 2021-04-15 02:55:06,324 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1110, top1-acc=97.10%, top5-acc=99.91%, remaining_time=0:01:47.305222, arrival_time=2021-04-15 02:56:53.629188, cost_time=0:00:19.392505 2021-04-15 02:55:12,720 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1072, top1-acc=97.18%, top5-acc=99.93%, remaining_time=0:01:40.577880, arrival_time=2021-04-15 02:56:53.298601, cost_time=0:00:25.789199 2021-04-15 02:55:19,119 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1042, top1-acc=97.31%, top5-acc=99.95%, remaining_time=0:01:33.987500, arrival_time=2021-04-15 02:56:53.106452, cost_time=0:00:32.187491 2021-04-15 02:55:25,512 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.1038, top1-acc=97.32%, top5-acc=99.95%, remaining_time=0:01:27.449360, arrival_time=2021-04-15 02:56:52.961409, cost_time=0:00:38.580592 2021-04-15 02:55:31,908 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.1039, top1-acc=97.28%, top5-acc=99.95%, remaining_time=0:01:20.958402, arrival_time=2021-04-15 02:56:52.866753, cost_time=0:00:44.976901 2021-04-15 02:55:38,304 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.1029, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:01:14.490908, arrival_time=2021-04-15 02:56:52.795518, cost_time=0:00:51.373054 2021-04-15 02:55:44,697 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1034, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:01:08.035888, arrival_time=2021-04-15 02:56:52.733691, cost_time=0:00:57.766354 2021-04-15 02:55:51,099 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1038, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:01:01.601760, arrival_time=2021-04-15 02:56:52.701677, cost_time=0:01:04.168470 2021-04-15 02:55:57,500 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.1035, top1-acc=97.25%, top5-acc=99.96%, remaining_time=0:00:55.171924, arrival_time=2021-04-15 02:56:52.672156, cost_time=0:01:10.568782 2021-04-15 02:56:03,896 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1029, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:48.744348, arrival_time=2021-04-15 02:56:52.640546, cost_time=0:01:16.964753 2021-04-15 02:56:10,306 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=2.18ms, fps=399 images/s, loss=0.1030, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:00:42.328638, arrival_time=2021-04-15 02:56:52.634807, cost_time=0:01:23.374624 2021-04-15 02:56:16,711 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.1023, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:35.912016, arrival_time=2021-04-15 02:56:52.623650, cost_time=0:01:29.780089 2021-04-15 02:56:23,120 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.1029, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:29.497776, arrival_time=2021-04-15 02:56:52.617679, cost_time=0:01:36.188350 2021-04-15 02:56:29,522 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.1026, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:00:23.082876, arrival_time=2021-04-15 02:56:52.605041, cost_time=0:01:42.590620 2021-04-15 02:56:35,919 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.1030, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:16.668704, arrival_time=2021-04-15 02:56:52.587832, cost_time=0:01:48.987673 2021-04-15 02:56:42,314 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.1031, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:10.256272, arrival_time=2021-04-15 02:56:52.570898, cost_time=0:01:55.383075 2021-04-15 02:56:48,711 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.1031, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:00:03.845694, arrival_time=2021-04-15 02:56:52.557544, cost_time=0:02:01.780401 2021-04-15 02:56:52,106 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.1037, top1-acc=97.26%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:52.106571, cost_time=0:02:05.175125 2021-04-15 02:56:54,419 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.33ms, fps=1108 images/s, loss=1.4549, top1-acc=66.87%, top5-acc=87.89%, remaining_time=0:00:06.932040, arrival_time=2021-04-15 02:57:01.351154, cost_time=0:00:02.310677 2021-04-15 02:56:56,623 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=5.27ms, fps=1161 images/s, loss=1.4519, top1-acc=67.01%, top5-acc=88.67%, remaining_time=0:00:04.515200, arrival_time=2021-04-15 02:57:01.138820, cost_time=0:00:04.515197 2021-04-15 02:56:58,822 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=1.4358, top1-acc=67.42%, top5-acc=89.06%, remaining_time=0:00:02.238030, arrival_time=2021-04-15 02:57:01.060544, cost_time=0:00:06.714090 2021-04-15 02:57:00,829 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=1.24ms, fps=1156 images/s, loss=1.4278, top1-acc=67.27%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:00.829155, cost_time=0:00:08.720656 2021-04-15 02:57:02,209 INFO : Epoch=0122 complete, best val top1-acc=67.35%, top5-acc=89.44% (epoch=114), remaining_time=2:56:28.483074, arrival_time=2021-04-15 05:53:30.692844, cost_time=4:36:01.473487 2021-04-15 02:57:02,211 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 02:57:08,813 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.48ms, fps=388 images/s, loss=0.1076, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:02:02.790876, arrival_time=2021-04-15 02:59:11.603873, cost_time=0:00:06.601657 2021-04-15 02:57:15,210 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.1033, top1-acc=97.17%, top5-acc=100.00%, remaining_time=0:01:54.389440, arrival_time=2021-04-15 02:59:09.599483, cost_time=0:00:12.998797 2021-04-15 02:57:21,607 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1051, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:01:47.324810, arrival_time=2021-04-15 02:59:08.932122, cost_time=0:00:19.396059 2021-04-15 02:57:28,008 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.1026, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:01:40.608456, arrival_time=2021-04-15 02:59:08.616653, cost_time=0:00:25.797044 2021-04-15 02:57:34,405 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.1006, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:01:34.007794, arrival_time=2021-04-15 02:59:08.413491, cost_time=0:00:32.194450 2021-04-15 02:57:40,805 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0998, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:01:27.480232, arrival_time=2021-04-15 02:59:08.285579, cost_time=0:00:38.594193 2021-04-15 02:57:47,195 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0994, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:01:20.971380, arrival_time=2021-04-15 02:59:08.166598, cost_time=0:00:44.984074 2021-04-15 02:57:53,586 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0990, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:01:14.494272, arrival_time=2021-04-15 02:59:08.080942, cost_time=0:00:51.375333 2021-04-15 02:57:59,982 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0983, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:01:08.042248, arrival_time=2021-04-15 02:59:08.025126, cost_time=0:00:57.771706 2021-04-15 02:58:06,379 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0979, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:01:01.601664, arrival_time=2021-04-15 02:59:07.981196, cost_time=0:01:04.168378 2021-04-15 02:58:12,783 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.0967, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:55.174848, arrival_time=2021-04-15 02:59:07.958547, cost_time=0:01:10.572448 2021-04-15 02:58:19,176 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0961, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:48.744728, arrival_time=2021-04-15 02:59:07.921401, cost_time=0:01:16.965406 2021-04-15 02:58:25,572 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0955, top1-acc=97.43%, top5-acc=99.98%, remaining_time=0:00:42.321576, arrival_time=2021-04-15 02:59:07.893594, cost_time=0:01:23.360675 2021-04-15 02:58:31,975 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.68ms, fps=400 images/s, loss=0.0946, top1-acc=97.44%, top5-acc=99.98%, remaining_time=0:00:35.905520, arrival_time=2021-04-15 02:59:07.880634, cost_time=0:01:29.763865 2021-04-15 02:58:38,376 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=3.43ms, fps=400 images/s, loss=0.0944, top1-acc=97.43%, top5-acc=99.98%, remaining_time=0:00:29.490646, arrival_time=2021-04-15 02:59:07.867030, cost_time=0:01:36.165146 2021-04-15 02:58:44,778 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0953, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:23.077548, arrival_time=2021-04-15 02:59:07.855669, cost_time=0:01:42.566886 2021-04-15 02:58:51,181 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0954, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:16.666052, arrival_time=2021-04-15 02:59:07.847756, cost_time=0:01:48.970361 2021-04-15 02:58:57,580 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.0955, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:10.255008, arrival_time=2021-04-15 02:59:07.835153, cost_time=0:01:55.368878 2021-04-15 02:59:03,987 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.0949, top1-acc=97.44%, top5-acc=99.97%, remaining_time=0:00:03.845568, arrival_time=2021-04-15 02:59:07.833106, cost_time=0:02:01.776357 2021-04-15 02:59:07,377 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0949, top1-acc=97.44%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:07.377043, cost_time=0:02:05.165896 2021-04-15 02:59:09,709 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.32ms, fps=1099 images/s, loss=1.3368, top1-acc=70.08%, top5-acc=89.96%, remaining_time=0:00:06.990780, arrival_time=2021-04-15 02:59:16.700053, cost_time=0:00:02.330262 2021-04-15 02:59:11,907 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.38ms, fps=1165 images/s, loss=1.3651, top1-acc=69.14%, top5-acc=89.75%, remaining_time=0:00:04.528620, arrival_time=2021-04-15 02:59:16.436149, cost_time=0:00:04.528621 2021-04-15 02:59:14,106 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.28ms, fps=1164 images/s, loss=1.3890, top1-acc=68.32%, top5-acc=89.57%, remaining_time=0:00:02.242470, arrival_time=2021-04-15 02:59:16.348812, cost_time=0:00:06.727419 2021-04-15 02:59:16,106 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.4040, top1-acc=68.27%, top5-acc=89.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:16.106573, cost_time=0:00:08.727698 2021-04-15 02:59:18,845 INFO : Epoch=0123 complete, best val top1-acc=68.27%, top5-acc=89.40% (epoch=123), remaining_time=2:54:13.287845, arrival_time=2021-04-15 05:53:32.133330, cost_time=4:38:18.109191 2021-04-15 02:59:18,846 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 02:59:25,470 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.47ms, fps=386 images/s, loss=0.1126, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:02:03.197844, arrival_time=2021-04-15 03:01:28.668450, cost_time=0:00:06.623543 2021-04-15 02:59:31,867 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.1054, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:01:54.573712, arrival_time=2021-04-15 03:01:26.440616, cost_time=0:00:13.019737 2021-04-15 02:59:38,264 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.1035, top1-acc=97.24%, top5-acc=99.96%, remaining_time=0:01:47.441010, arrival_time=2021-04-15 03:01:25.705039, cost_time=0:00:19.417045 2021-04-15 02:59:44,662 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.1013, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:01:40.678500, arrival_time=2021-04-15 03:01:25.340560, cost_time=0:00:25.815003 2021-04-15 02:59:51,048 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.1000, top1-acc=97.35%, top5-acc=99.96%, remaining_time=0:01:34.027358, arrival_time=2021-04-15 03:01:25.075470, cost_time=0:00:32.201127 2021-04-15 02:59:57,439 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0964, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:01:27.475336, arrival_time=2021-04-15 03:01:24.914350, cost_time=0:00:38.592042 2021-04-15 03:00:03,836 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0937, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:01:20.980704, arrival_time=2021-04-15 03:01:24.816959, cost_time=0:00:44.989290 2021-04-15 03:00:10,247 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.32ms, fps=399 images/s, loss=0.0924, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:01:14.530232, arrival_time=2021-04-15 03:01:24.777465, cost_time=0:00:51.400168 2021-04-15 03:00:16,648 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.95ms, fps=400 images/s, loss=0.0922, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:01:08.077546, arrival_time=2021-04-15 03:01:24.726305, cost_time=0:00:57.801667 2021-04-15 03:00:23,042 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0907, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:01:01.627680, arrival_time=2021-04-15 03:01:24.670209, cost_time=0:01:04.195470 2021-04-15 03:00:29,435 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.0903, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:55.187404, arrival_time=2021-04-15 03:01:24.622868, cost_time=0:01:10.588488 2021-04-15 03:00:35,828 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0911, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:48.754684, arrival_time=2021-04-15 03:01:24.582819, cost_time=0:01:16.981088 2021-04-15 03:00:42,222 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0915, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:42.328836, arrival_time=2021-04-15 03:01:24.550829, cost_time=0:01:23.375017 2021-04-15 03:00:48,623 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0916, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:35.910504, arrival_time=2021-04-15 03:01:24.533899, cost_time=0:01:29.776286 2021-04-15 03:00:55,026 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=2.03ms, fps=400 images/s, loss=0.0914, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:29.495154, arrival_time=2021-04-15 03:01:24.522024, cost_time=0:01:36.179796 2021-04-15 03:01:01,423 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=2.14ms, fps=400 images/s, loss=0.0914, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:23.079744, arrival_time=2021-04-15 03:01:24.503465, cost_time=0:01:42.576656 2021-04-15 03:01:07,819 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0911, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:16.666416, arrival_time=2021-04-15 03:01:24.486050, cost_time=0:01:48.972657 2021-04-15 03:01:14,216 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0912, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:10.255056, arrival_time=2021-04-15 03:01:24.471422, cost_time=0:01:55.369315 2021-04-15 03:01:20,617 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.0916, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:03.845382, arrival_time=2021-04-15 03:01:24.462730, cost_time=0:02:01.770369 2021-04-15 03:01:24,008 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0919, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:24.008707, cost_time=0:02:05.161737 2021-04-15 03:01:26,337 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.85ms, fps=1100 images/s, loss=1.3900, top1-acc=68.05%, top5-acc=89.92%, remaining_time=0:00:06.981360, arrival_time=2021-04-15 03:01:33.319127, cost_time=0:00:02.327117 2021-04-15 03:01:28,542 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=2.02ms, fps=1161 images/s, loss=1.4203, top1-acc=67.52%, top5-acc=88.96%, remaining_time=0:00:04.532160, arrival_time=2021-04-15 03:01:33.074986, cost_time=0:00:04.532168 2021-04-15 03:01:30,744 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=1.4136, top1-acc=67.67%, top5-acc=89.13%, remaining_time=0:00:02.244780, arrival_time=2021-04-15 03:01:32.989689, cost_time=0:00:06.734336 2021-04-15 03:01:32,744 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=1.22ms, fps=1160 images/s, loss=1.4095, top1-acc=67.97%, top5-acc=89.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:32.744608, cost_time=0:00:08.733969 2021-04-15 03:01:34,186 INFO : Epoch=0124 complete, best val top1-acc=68.27%, top5-acc=89.40% (epoch=123), remaining_time=2:51:57.275652, arrival_time=2021-04-15 05:53:31.461752, cost_time=4:40:33.449809 2021-04-15 03:01:34,187 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 03:01:40,767 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.58ms, fps=389 images/s, loss=0.0722, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:02:02.390604, arrival_time=2021-04-15 03:03:43.158504, cost_time=0:00:06.580138 2021-04-15 03:01:47,164 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0765, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:01:54.192144, arrival_time=2021-04-15 03:03:41.356202, cost_time=0:00:12.976376 2021-04-15 03:01:53,560 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0772, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:01:47.193006, arrival_time=2021-04-15 03:03:40.753030, cost_time=0:00:19.372228 2021-04-15 03:01:59,956 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0757, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:01:40.500036, arrival_time=2021-04-15 03:03:40.456959, cost_time=0:00:25.769246 2021-04-15 03:02:06,352 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0749, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:01:33.921946, arrival_time=2021-04-15 03:03:40.274647, cost_time=0:00:32.165026 2021-04-15 03:02:12,755 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0758, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:01:27.419440, arrival_time=2021-04-15 03:03:40.174504, cost_time=0:00:38.567385 2021-04-15 03:02:19,152 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0773, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:01:20.937108, arrival_time=2021-04-15 03:03:40.089953, cost_time=0:00:44.965073 2021-04-15 03:02:25,546 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0779, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:01:14.470492, arrival_time=2021-04-15 03:03:40.017092, cost_time=0:00:51.358924 2021-04-15 03:02:31,944 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0785, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:01:08.024864, arrival_time=2021-04-15 03:03:39.969505, cost_time=0:00:57.756965 2021-04-15 03:02:38,339 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0786, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:01:01.586016, arrival_time=2021-04-15 03:03:39.925824, cost_time=0:01:04.152135 2021-04-15 03:02:44,741 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.04ms, fps=400 images/s, loss=0.0785, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:55.159798, arrival_time=2021-04-15 03:03:39.900780, cost_time=0:01:10.553179 2021-04-15 03:02:51,146 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0778, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:48.740472, arrival_time=2021-04-15 03:03:39.886836, cost_time=0:01:16.958674 2021-04-15 03:02:57,545 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0778, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:42.319926, arrival_time=2021-04-15 03:03:39.865036, cost_time=0:01:23.357432 2021-04-15 03:03:03,936 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0770, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:35.899584, arrival_time=2021-04-15 03:03:39.836276, cost_time=0:01:29.749021 2021-04-15 03:03:10,341 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0768, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:29.487058, arrival_time=2021-04-15 03:03:39.828194, cost_time=0:01:36.153456 2021-04-15 03:03:16,739 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0767, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:23.074056, arrival_time=2021-04-15 03:03:39.813177, cost_time=0:01:42.551372 2021-04-15 03:03:23,138 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.0769, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:16.663010, arrival_time=2021-04-15 03:03:39.801176, cost_time=0:01:48.950466 2021-04-15 03:03:29,561 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.83ms, fps=399 images/s, loss=0.0769, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:10.255392, arrival_time=2021-04-15 03:03:39.816407, cost_time=0:01:55.373238 2021-04-15 03:03:35,971 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.0778, top1-acc=98.00%, top5-acc=99.98%, remaining_time=0:00:03.845802, arrival_time=2021-04-15 03:03:39.817599, cost_time=0:02:01.783809 2021-04-15 03:03:39,366 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0782, top1-acc=98.00%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:39.366830, cost_time=0:02:05.179057 2021-04-15 03:03:41,685 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.34ms, fps=1105 images/s, loss=1.3752, top1-acc=68.75%, top5-acc=90.31%, remaining_time=0:00:06.948600, arrival_time=2021-04-15 03:03:48.633725, cost_time=0:00:02.316196 2021-04-15 03:03:43,887 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.37ms, fps=1163 images/s, loss=1.3865, top1-acc=68.61%, top5-acc=89.82%, remaining_time=0:00:04.518560, arrival_time=2021-04-15 03:03:48.405975, cost_time=0:00:04.518567 2021-04-15 03:03:46,087 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.38ms, fps=1164 images/s, loss=1.3973, top1-acc=68.45%, top5-acc=89.64%, remaining_time=0:00:02.239380, arrival_time=2021-04-15 03:03:48.326359, cost_time=0:00:06.718139 2021-04-15 03:03:48,083 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=1.21ms, fps=1162 images/s, loss=1.4089, top1-acc=68.30%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:48.083233, cost_time=0:00:08.714343 2021-04-15 03:03:50,950 INFO : Epoch=0125 complete, best val top1-acc=68.30%, top5-acc=89.57% (epoch=125), remaining_time=2:49:42.128325, arrival_time=2021-04-15 05:53:33.078506, cost_time=4:42:50.213882 2021-04-15 03:03:50,951 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 03:03:57,536 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.44ms, fps=389 images/s, loss=0.0826, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:02:02.482116, arrival_time=2021-04-15 03:06:00.018965, cost_time=0:00:06.585060 2021-04-15 03:04:03,933 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0854, top1-acc=97.44%, top5-acc=99.96%, remaining_time=0:01:54.237552, arrival_time=2021-04-15 03:05:58.170872, cost_time=0:00:12.981546 2021-04-15 03:04:10,350 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.48ms, fps=399 images/s, loss=0.0848, top1-acc=97.59%, top5-acc=99.97%, remaining_time=0:01:47.341410, arrival_time=2021-04-15 03:05:57.692233, cost_time=0:00:19.399061 2021-04-15 03:04:16,746 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0847, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:01:40.598316, arrival_time=2021-04-15 03:05:57.344516, cost_time=0:00:25.794434 2021-04-15 03:04:23,145 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0847, top1-acc=97.70%, top5-acc=99.95%, remaining_time=0:01:34.005020, arrival_time=2021-04-15 03:05:57.150280, cost_time=0:00:32.193514 2021-04-15 03:04:29,541 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0832, top1-acc=97.80%, top5-acc=99.95%, remaining_time=0:01:27.468808, arrival_time=2021-04-15 03:05:57.009730, cost_time=0:00:38.589160 2021-04-15 03:04:35,942 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.04ms, fps=400 images/s, loss=0.0812, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:01:20.982846, arrival_time=2021-04-15 03:05:56.925061, cost_time=0:00:44.990466 2021-04-15 03:04:42,343 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0798, top1-acc=97.87%, top5-acc=99.96%, remaining_time=0:01:14.518052, arrival_time=2021-04-15 03:05:56.861614, cost_time=0:00:51.391799 2021-04-15 03:04:48,743 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0779, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:01:08.066416, arrival_time=2021-04-15 03:05:56.810344, cost_time=0:00:57.792252 2021-04-15 03:04:55,144 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.0786, top1-acc=97.88%, top5-acc=99.97%, remaining_time=0:01:01.624992, arrival_time=2021-04-15 03:05:56.769429, cost_time=0:01:04.192681 2021-04-15 03:05:01,543 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0776, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:55.189898, arrival_time=2021-04-15 03:05:56.733346, cost_time=0:01:10.591777 2021-04-15 03:05:07,937 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0778, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:48.757572, arrival_time=2021-04-15 03:05:56.694924, cost_time=0:01:16.985694 2021-04-15 03:05:14,333 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0780, top1-acc=97.90%, top5-acc=99.97%, remaining_time=0:00:42.332202, arrival_time=2021-04-15 03:05:56.665458, cost_time=0:01:23.381595 2021-04-15 03:05:20,732 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0780, top1-acc=97.90%, top5-acc=99.96%, remaining_time=0:00:35.912184, arrival_time=2021-04-15 03:05:56.644439, cost_time=0:01:29.780501 2021-04-15 03:05:27,132 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0779, top1-acc=97.92%, top5-acc=99.97%, remaining_time=0:00:29.495476, arrival_time=2021-04-15 03:05:56.628057, cost_time=0:01:36.180890 2021-04-15 03:05:33,527 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0783, top1-acc=97.87%, top5-acc=99.97%, remaining_time=0:00:23.079564, arrival_time=2021-04-15 03:05:56.607086, cost_time=0:01:42.575857 2021-04-15 03:05:39,920 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0789, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:16.665818, arrival_time=2021-04-15 03:05:56.586351, cost_time=0:01:48.968856 2021-04-15 03:05:46,320 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0793, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:10.254976, arrival_time=2021-04-15 03:05:56.575149, cost_time=0:01:55.368509 2021-04-15 03:05:52,723 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.0792, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:03.845412, arrival_time=2021-04-15 03:05:56.568523, cost_time=0:02:01.771313 2021-04-15 03:05:56,121 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.0792, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:56.121562, cost_time=0:02:05.169900 2021-04-15 03:05:58,433 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.33ms, fps=1108 images/s, loss=1.2566, top1-acc=68.91%, top5-acc=90.70%, remaining_time=0:00:06.931530, arrival_time=2021-04-15 03:06:05.365450, cost_time=0:00:02.310514 2021-04-15 03:06:00,637 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.81ms, fps=1162 images/s, loss=1.2889, top1-acc=68.55%, top5-acc=90.23%, remaining_time=0:00:04.513780, arrival_time=2021-04-15 03:06:05.150965, cost_time=0:00:04.513783 2021-04-15 03:06:02,841 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.35ms, fps=1161 images/s, loss=1.3004, top1-acc=69.04%, top5-acc=90.18%, remaining_time=0:00:02.239410, arrival_time=2021-04-15 03:06:05.081041, cost_time=0:00:06.718225 2021-04-15 03:06:04,836 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=1.20ms, fps=1163 images/s, loss=1.3104, top1-acc=68.98%, top5-acc=90.25%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:04.836871, cost_time=0:00:08.713503 2021-04-15 03:06:07,687 INFO : Epoch=0126 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:47:26.939670, arrival_time=2021-04-15 05:53:34.627242, cost_time=4:45:06.951275 2021-04-15 03:06:07,688 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 03:06:14,330 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.52ms, fps=385 images/s, loss=0.0848, top1-acc=97.38%, top5-acc=99.92%, remaining_time=0:02:03.520926, arrival_time=2021-04-15 03:08:17.850961, cost_time=0:00:06.640907 2021-04-15 03:06:20,729 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0876, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:01:54.752176, arrival_time=2021-04-15 03:08:15.481325, cost_time=0:00:13.040022 2021-04-15 03:06:27,131 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0859, top1-acc=97.76%, top5-acc=99.93%, remaining_time=0:01:47.581612, arrival_time=2021-04-15 03:08:14.713192, cost_time=0:00:19.442456 2021-04-15 03:06:33,524 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0854, top1-acc=97.82%, top5-acc=99.95%, remaining_time=0:01:40.755720, arrival_time=2021-04-15 03:08:14.279749, cost_time=0:00:25.834806 2021-04-15 03:06:39,928 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0840, top1-acc=97.84%, top5-acc=99.96%, remaining_time=0:01:34.139778, arrival_time=2021-04-15 03:08:14.068454, cost_time=0:00:32.239646 2021-04-15 03:06:46,323 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0829, top1-acc=97.80%, top5-acc=99.96%, remaining_time=0:01:27.572168, arrival_time=2021-04-15 03:08:13.895988, cost_time=0:00:38.634790 2021-04-15 03:06:52,725 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0798, top1-acc=97.90%, top5-acc=99.96%, remaining_time=0:01:21.066384, arrival_time=2021-04-15 03:08:13.792314, cost_time=0:00:45.036899 2021-04-15 03:06:59,116 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0784, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:01:14.569788, arrival_time=2021-04-15 03:08:13.686362, cost_time=0:00:51.427453 2021-04-15 03:07:05,517 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0759, top1-acc=98.06%, top5-acc=99.97%, remaining_time=0:01:08.109558, arrival_time=2021-04-15 03:08:13.627451, cost_time=0:00:57.828831 2021-04-15 03:07:11,911 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0746, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:01:01.653216, arrival_time=2021-04-15 03:08:13.564391, cost_time=0:01:04.222146 2021-04-15 03:07:18,309 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0746, top1-acc=98.06%, top5-acc=99.97%, remaining_time=0:00:55.212086, arrival_time=2021-04-15 03:08:13.521223, cost_time=0:01:10.620109 2021-04-15 03:07:24,708 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0737, top1-acc=98.10%, top5-acc=99.97%, remaining_time=0:00:48.779004, arrival_time=2021-04-15 03:08:13.487496, cost_time=0:01:17.019452 2021-04-15 03:07:31,112 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=0.0734, top1-acc=98.13%, top5-acc=99.97%, remaining_time=0:00:42.353190, arrival_time=2021-04-15 03:08:13.465205, cost_time=0:01:23.422890 2021-04-15 03:07:37,510 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0735, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:35.928592, arrival_time=2021-04-15 03:08:13.439130, cost_time=0:01:29.821489 2021-04-15 03:07:43,909 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0736, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:29.507712, arrival_time=2021-04-15 03:08:13.417593, cost_time=0:01:36.220846 2021-04-15 03:07:50,310 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0736, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:23.089896, arrival_time=2021-04-15 03:08:13.400701, cost_time=0:01:42.621774 2021-04-15 03:07:56,711 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0747, top1-acc=98.08%, top5-acc=99.97%, remaining_time=0:00:16.674034, arrival_time=2021-04-15 03:08:13.385620, cost_time=0:01:49.022557 2021-04-15 03:08:03,106 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0750, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:00:10.259344, arrival_time=2021-04-15 03:08:13.366015, cost_time=0:01:55.417549 2021-04-15 03:08:09,507 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0758, top1-acc=98.02%, top5-acc=99.97%, remaining_time=0:00:03.846882, arrival_time=2021-04-15 03:08:13.353846, cost_time=0:02:01.817920 2021-04-15 03:08:12,903 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.0761, top1-acc=98.01%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:12.903167, cost_time=0:02:05.214135 2021-04-15 03:08:15,217 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.54ms, fps=1107 images/s, loss=1.3525, top1-acc=69.06%, top5-acc=90.08%, remaining_time=0:00:06.937470, arrival_time=2021-04-15 03:08:22.155013, cost_time=0:00:02.312493 2021-04-15 03:08:17,418 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.48ms, fps=1164 images/s, loss=1.3733, top1-acc=68.50%, top5-acc=90.21%, remaining_time=0:00:04.513020, arrival_time=2021-04-15 03:08:21.931085, cost_time=0:00:04.513022 2021-04-15 03:08:19,619 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.38ms, fps=1163 images/s, loss=1.3869, top1-acc=68.29%, top5-acc=90.04%, remaining_time=0:00:02.238230, arrival_time=2021-04-15 03:08:21.857960, cost_time=0:00:06.714689 2021-04-15 03:08:21,618 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=1.36ms, fps=1161 images/s, loss=1.3919, top1-acc=68.28%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:21.618668, cost_time=0:00:08.713639 2021-04-15 03:08:22,998 INFO : Epoch=0127 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:45:10.906831, arrival_time=2021-04-15 05:53:33.905728, cost_time=4:47:22.262618 2021-04-15 03:08:23,000 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 03:08:29,559 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.37ms, fps=390 images/s, loss=0.0635, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:02:02.006328, arrival_time=2021-04-15 03:10:31.566102, cost_time=0:00:06.559477 2021-04-15 03:08:35,963 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0694, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:01:54.074752, arrival_time=2021-04-15 03:10:30.038103, cost_time=0:00:12.963046 2021-04-15 03:08:42,361 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0692, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:01:47.133910, arrival_time=2021-04-15 03:10:29.495641, cost_time=0:00:19.361555 2021-04-15 03:08:48,760 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0706, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:01:40.464000, arrival_time=2021-04-15 03:10:29.224254, cost_time=0:00:25.759980 2021-04-15 03:08:55,156 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0702, top1-acc=98.19%, top5-acc=99.98%, remaining_time=0:01:33.896250, arrival_time=2021-04-15 03:10:29.052712, cost_time=0:00:32.156269 2021-04-15 03:09:01,553 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0709, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:01:27.388160, arrival_time=2021-04-15 03:10:28.941937, cost_time=0:00:38.553596 2021-04-15 03:09:07,951 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0706, top1-acc=98.23%, top5-acc=99.98%, remaining_time=0:01:20.911530, arrival_time=2021-04-15 03:10:28.862525, cost_time=0:00:44.950820 2021-04-15 03:09:14,348 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0703, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:01:14.454020, arrival_time=2021-04-15 03:10:28.801923, cost_time=0:00:51.347593 2021-04-15 03:09:20,744 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0707, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:01:08.009706, arrival_time=2021-04-15 03:10:28.753952, cost_time=0:00:57.744054 2021-04-15 03:09:27,142 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0715, top1-acc=98.24%, top5-acc=99.97%, remaining_time=0:01:01.576320, arrival_time=2021-04-15 03:10:28.718523, cost_time=0:01:04.142026 2021-04-15 03:09:33,541 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0718, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:55.150510, arrival_time=2021-04-15 03:10:28.692015, cost_time=0:01:10.541333 2021-04-15 03:09:39,940 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0723, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:00:48.728768, arrival_time=2021-04-15 03:10:28.669160, cost_time=0:01:16.940157 2021-04-15 03:09:46,340 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0728, top1-acc=98.17%, top5-acc=99.97%, remaining_time=0:00:42.310884, arrival_time=2021-04-15 03:10:28.650828, cost_time=0:01:23.339677 2021-04-15 03:09:52,736 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0734, top1-acc=98.14%, top5-acc=99.97%, remaining_time=0:00:35.894488, arrival_time=2021-04-15 03:10:28.630862, cost_time=0:01:29.736175 2021-04-15 03:09:59,131 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.0743, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:29.480250, arrival_time=2021-04-15 03:10:28.611736, cost_time=0:01:36.131310 2021-04-15 03:10:05,526 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0748, top1-acc=98.09%, top5-acc=99.97%, remaining_time=0:00:23.068440, arrival_time=2021-04-15 03:10:28.595099, cost_time=0:01:42.526479 2021-04-15 03:10:11,925 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0753, top1-acc=98.08%, top5-acc=99.97%, remaining_time=0:00:16.659240, arrival_time=2021-04-15 03:10:28.585145, cost_time=0:01:48.925731 2021-04-15 03:10:18,321 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0757, top1-acc=98.07%, top5-acc=99.97%, remaining_time=0:00:10.250736, arrival_time=2021-04-15 03:10:28.571873, cost_time=0:01:55.320849 2021-04-15 03:10:24,719 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.0763, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:03.843768, arrival_time=2021-04-15 03:10:28.563323, cost_time=0:02:01.719375 2021-04-15 03:10:28,116 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0765, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:28.116323, cost_time=0:02:05.116153 2021-04-15 03:10:30,430 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.30ms, fps=1107 images/s, loss=1.4377, top1-acc=67.77%, top5-acc=89.41%, remaining_time=0:00:06.937320, arrival_time=2021-04-15 03:10:37.367899, cost_time=0:00:02.312436 2021-04-15 03:10:32,629 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=1.4328, top1-acc=67.83%, top5-acc=88.93%, remaining_time=0:00:04.511600, arrival_time=2021-04-15 03:10:37.141339, cost_time=0:00:04.511599 2021-04-15 03:10:34,830 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.4249, top1-acc=67.67%, top5-acc=89.10%, remaining_time=0:00:02.237420, arrival_time=2021-04-15 03:10:37.067813, cost_time=0:00:06.712259 2021-04-15 03:10:36,824 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=1.19ms, fps=1164 images/s, loss=1.4144, top1-acc=67.63%, top5-acc=89.26%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:36.824275, cost_time=0:00:08.706173 2021-04-15 03:10:38,277 INFO : Epoch=0128 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:42:54.866808, arrival_time=2021-04-15 05:53:33.144052, cost_time=4:49:37.540950 2021-04-15 03:10:38,278 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 03:10:44,878 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.42ms, fps=388 images/s, loss=0.0716, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:02:02.751072, arrival_time=2021-04-15 03:12:47.629315, cost_time=0:00:06.599523 2021-04-15 03:10:51,282 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.10ms, fps=400 images/s, loss=0.0732, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:01:54.430624, arrival_time=2021-04-15 03:12:45.712721, cost_time=0:00:13.003485 2021-04-15 03:10:57,679 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0725, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:01:47.351204, arrival_time=2021-04-15 03:12:45.030553, cost_time=0:00:19.400805 2021-04-15 03:11:04,072 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0719, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:01:40.597224, arrival_time=2021-04-15 03:12:44.670030, cost_time=0:00:25.794177 2021-04-15 03:11:10,472 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0720, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:01:34.006772, arrival_time=2021-04-15 03:12:44.479406, cost_time=0:00:32.194092 2021-04-15 03:11:16,873 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0718, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:01:27.481048, arrival_time=2021-04-15 03:12:44.354169, cost_time=0:00:38.594590 2021-04-15 03:11:23,270 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.0712, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:01:20.985618, arrival_time=2021-04-15 03:12:44.256228, cost_time=0:00:44.991993 2021-04-15 03:11:29,665 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.0724, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:01:14.510860, arrival_time=2021-04-15 03:12:44.176315, cost_time=0:00:51.386799 2021-04-15 03:11:36,064 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0716, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:01:08.058678, arrival_time=2021-04-15 03:12:44.122905, cost_time=0:00:57.785694 2021-04-15 03:11:42,467 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0711, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:01:01.621632, arrival_time=2021-04-15 03:12:44.089469, cost_time=0:01:04.189229 2021-04-15 03:11:48,862 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0714, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:55.183792, arrival_time=2021-04-15 03:12:44.046311, cost_time=0:01:10.583974 2021-04-15 03:11:55,252 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0707, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:48.750200, arrival_time=2021-04-15 03:12:44.002687, cost_time=0:01:16.973950 2021-04-15 03:12:01,653 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.0704, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:42.328770, arrival_time=2021-04-15 03:12:43.982179, cost_time=0:01:23.374889 2021-04-15 03:12:08,058 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0704, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:35.911960, arrival_time=2021-04-15 03:12:43.970533, cost_time=0:01:29.779963 2021-04-15 03:12:14,460 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0707, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:29.495798, arrival_time=2021-04-15 03:12:43.956291, cost_time=0:01:36.181943 2021-04-15 03:12:20,855 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0710, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:23.079744, arrival_time=2021-04-15 03:12:43.934907, cost_time=0:01:42.576642 2021-04-15 03:12:27,249 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0709, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:16.666156, arrival_time=2021-04-15 03:12:43.915736, cost_time=0:01:48.971053 2021-04-15 03:12:33,647 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0711, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:10.255040, arrival_time=2021-04-15 03:12:43.902804, cost_time=0:01:55.369240 2021-04-15 03:12:40,038 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.0711, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:03.845046, arrival_time=2021-04-15 03:12:43.883417, cost_time=0:02:01.759766 2021-04-15 03:12:43,431 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0719, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:43.431183, cost_time=0:02:05.152658 2021-04-15 03:12:45,742 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.34ms, fps=1108 images/s, loss=1.3928, top1-acc=68.24%, top5-acc=89.69%, remaining_time=0:00:06.928380, arrival_time=2021-04-15 03:12:52.670883, cost_time=0:00:02.309462 2021-04-15 03:12:47,941 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=1.3982, top1-acc=68.16%, top5-acc=89.63%, remaining_time=0:00:04.508240, arrival_time=2021-04-15 03:12:52.449516, cost_time=0:00:04.508234 2021-04-15 03:12:50,141 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.42ms, fps=1164 images/s, loss=1.4005, top1-acc=67.75%, top5-acc=89.69%, remaining_time=0:00:02.236130, arrival_time=2021-04-15 03:12:52.377561, cost_time=0:00:06.708392 2021-04-15 03:12:52,139 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=1.15ms, fps=1162 images/s, loss=1.4031, top1-acc=67.88%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:52.139026, cost_time=0:00:08.706020 2021-04-15 03:12:53,534 INFO : Epoch=0129 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:40:38.826662, arrival_time=2021-04-15 05:53:32.360745, cost_time=4:51:52.797797 2021-04-15 03:12:53,535 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 03:13:00,110 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.44ms, fps=389 images/s, loss=0.0769, top1-acc=97.89%, top5-acc=99.96%, remaining_time=0:02:02.290536, arrival_time=2021-04-15 03:15:02.400908, cost_time=0:00:06.574764 2021-04-15 03:13:06,507 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.13ms, fps=400 images/s, loss=0.0825, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:01:54.151136, arrival_time=2021-04-15 03:15:00.658345, cost_time=0:00:12.971725 2021-04-15 03:13:12,903 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0841, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:01:47.167442, arrival_time=2021-04-15 03:15:00.070454, cost_time=0:00:19.367611 2021-04-15 03:13:19,302 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.66ms, fps=400 images/s, loss=0.0829, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:01:40.490364, arrival_time=2021-04-15 03:14:59.792609, cost_time=0:00:25.766768 2021-04-15 03:13:25,695 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0809, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:01:33.907054, arrival_time=2021-04-15 03:14:59.602398, cost_time=0:00:32.159954 2021-04-15 03:13:32,089 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0791, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:01:27.389112, arrival_time=2021-04-15 03:14:59.478505, cost_time=0:00:38.554014 2021-04-15 03:13:38,481 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0778, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:01:20.902584, arrival_time=2021-04-15 03:14:59.383831, cost_time=0:00:44.945854 2021-04-15 03:13:44,881 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0772, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:01:14.451584, arrival_time=2021-04-15 03:14:59.333028, cost_time=0:00:51.345919 2021-04-15 03:13:51,275 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0760, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:01:08.004618, arrival_time=2021-04-15 03:14:59.279740, cost_time=0:00:57.739734 2021-04-15 03:13:57,666 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0758, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:01:01.565856, arrival_time=2021-04-15 03:14:59.232379, cost_time=0:01:04.131140 2021-04-15 03:14:04,061 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0756, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:55.138212, arrival_time=2021-04-15 03:14:59.199168, cost_time=0:01:10.525568 2021-04-15 03:14:10,456 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0751, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:48.716988, arrival_time=2021-04-15 03:14:59.173941, cost_time=0:01:16.921568 2021-04-15 03:14:16,858 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0744, top1-acc=98.04%, top5-acc=99.98%, remaining_time=0:00:42.302238, arrival_time=2021-04-15 03:14:59.160369, cost_time=0:01:23.322648 2021-04-15 03:14:23,249 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0749, top1-acc=98.01%, top5-acc=99.97%, remaining_time=0:00:35.885584, arrival_time=2021-04-15 03:14:59.134993, cost_time=0:01:29.714010 2021-04-15 03:14:29,647 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0754, top1-acc=98.01%, top5-acc=99.97%, remaining_time=0:00:29.474316, arrival_time=2021-04-15 03:14:59.121589, cost_time=0:01:36.111883 2021-04-15 03:14:36,053 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0758, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:23.066568, arrival_time=2021-04-15 03:14:59.119989, cost_time=0:01:42.518035 2021-04-15 03:14:42,449 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0763, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:16.657420, arrival_time=2021-04-15 03:14:59.106729, cost_time=0:01:48.913920 2021-04-15 03:14:48,844 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0768, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:10.249664, arrival_time=2021-04-15 03:14:59.093926, cost_time=0:01:55.308787 2021-04-15 03:14:55,243 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0775, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:00:03.843402, arrival_time=2021-04-15 03:14:59.086556, cost_time=0:02:01.707761 2021-04-15 03:14:58,641 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0780, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:58.641178, cost_time=0:02:05.105786 2021-04-15 03:15:00,952 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.41ms, fps=1109 images/s, loss=1.4191, top1-acc=67.50%, top5-acc=88.83%, remaining_time=0:00:06.928020, arrival_time=2021-04-15 03:15:07.880349, cost_time=0:00:02.309342 2021-04-15 03:15:03,151 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.32ms, fps=1164 images/s, loss=1.4693, top1-acc=66.62%, top5-acc=88.87%, remaining_time=0:00:04.508300, arrival_time=2021-04-15 03:15:07.659572, cost_time=0:00:04.508292 2021-04-15 03:15:05,351 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.41ms, fps=1164 images/s, loss=1.4178, top1-acc=67.23%, top5-acc=89.53%, remaining_time=0:00:02.236160, arrival_time=2021-04-15 03:15:07.587619, cost_time=0:00:06.708479 2021-04-15 03:15:07,347 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=1.19ms, fps=1163 images/s, loss=1.3911, top1-acc=67.53%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:07.347196, cost_time=0:00:08.704248 2021-04-15 03:15:08,807 INFO : Epoch=0130 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:38:22.807440, arrival_time=2021-04-15 05:53:31.614635, cost_time=4:54:08.070910 2021-04-15 03:15:08,808 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 03:15:15,405 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.56ms, fps=388 images/s, loss=0.0656, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:02:02.700294, arrival_time=2021-04-15 03:17:18.105652, cost_time=0:00:06.596789 2021-04-15 03:15:21,830 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0673, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:01:54.595008, arrival_time=2021-04-15 03:17:16.425734, cost_time=0:00:13.022150 2021-04-15 03:15:28,224 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0674, top1-acc=98.35%, top5-acc=99.97%, remaining_time=0:01:47.433374, arrival_time=2021-04-15 03:17:15.657524, cost_time=0:00:19.415672 2021-04-15 03:15:34,628 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0670, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:01:40.698780, arrival_time=2021-04-15 03:17:15.327583, cost_time=0:00:25.820203 2021-04-15 03:15:41,027 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0672, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:01:34.078166, arrival_time=2021-04-15 03:17:15.105193, cost_time=0:00:32.218546 2021-04-15 03:15:47,424 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0664, top1-acc=98.39%, top5-acc=99.97%, remaining_time=0:01:27.528920, arrival_time=2021-04-15 03:17:14.953086, cost_time=0:00:38.615680 2021-04-15 03:15:53,814 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0649, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:01:21.010692, arrival_time=2021-04-15 03:17:14.825138, cost_time=0:00:45.005968 2021-04-15 03:16:00,210 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0636, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:01:14.532088, arrival_time=2021-04-15 03:17:14.742074, cost_time=0:00:51.401420 2021-04-15 03:16:06,607 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0628, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:01:08.074154, arrival_time=2021-04-15 03:17:14.681433, cost_time=0:00:57.798797 2021-04-15 03:16:13,009 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0624, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:01:01.633056, arrival_time=2021-04-15 03:17:14.642664, cost_time=0:01:04.201124 2021-04-15 03:16:19,408 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0638, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:55.196176, arrival_time=2021-04-15 03:17:14.604424, cost_time=0:01:10.599765 2021-04-15 03:16:25,800 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=2.01ms, fps=401 images/s, loss=0.0648, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:48.761372, arrival_time=2021-04-15 03:17:14.561518, cost_time=0:01:16.991590 2021-04-15 03:16:32,193 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0656, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:42.333720, arrival_time=2021-04-15 03:17:14.526787, cost_time=0:01:23.384576 2021-04-15 03:16:38,589 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0670, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:35.912464, arrival_time=2021-04-15 03:17:14.502170, cost_time=0:01:29.781226 2021-04-15 03:16:44,988 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0675, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:29.495062, arrival_time=2021-04-15 03:17:14.483116, cost_time=0:01:36.179571 2021-04-15 03:16:51,389 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0684, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:23.080788, arrival_time=2021-04-15 03:17:14.470498, cost_time=0:01:42.581226 2021-04-15 03:16:57,784 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.0694, top1-acc=98.27%, top5-acc=99.97%, remaining_time=0:00:16.666884, arrival_time=2021-04-15 03:17:14.451215, cost_time=0:01:48.975752 2021-04-15 03:17:04,177 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0704, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:10.255024, arrival_time=2021-04-15 03:17:14.432583, cost_time=0:01:55.368960 2021-04-15 03:17:10,577 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.0718, top1-acc=98.21%, top5-acc=99.97%, remaining_time=0:00:03.845340, arrival_time=2021-04-15 03:17:14.422872, cost_time=0:02:01.769052 2021-04-15 03:17:13,968 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.74ms, fps=401 images/s, loss=0.0724, top1-acc=98.20%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:13.968101, cost_time=0:02:05.159529 2021-04-15 03:17:16,292 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.33ms, fps=1102 images/s, loss=1.4155, top1-acc=67.70%, top5-acc=89.34%, remaining_time=0:00:06.966930, arrival_time=2021-04-15 03:17:23.259322, cost_time=0:00:02.322307 2021-04-15 03:17:18,493 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.55ms, fps=1163 images/s, loss=1.3666, top1-acc=68.44%, top5-acc=89.79%, remaining_time=0:00:04.523160, arrival_time=2021-04-15 03:17:23.016408, cost_time=0:00:04.523164 2021-04-15 03:17:20,692 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.32ms, fps=1164 images/s, loss=1.3748, top1-acc=68.31%, top5-acc=89.74%, remaining_time=0:00:02.240820, arrival_time=2021-04-15 03:17:22.933380, cost_time=0:00:06.722474 2021-04-15 03:17:22,688 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=1.36ms, fps=1162 images/s, loss=1.4159, top1-acc=68.37%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:22.688632, cost_time=0:00:08.718591 2021-04-15 03:17:24,139 INFO : Epoch=0131 complete, best val top1-acc=68.98%, top5-acc=90.25% (epoch=126), remaining_time=2:36:06.830523, arrival_time=2021-04-15 05:53:30.969750, cost_time=4:56:23.402941 2021-04-15 03:17:24,140 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 03:17:30,699 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.80ms, fps=390 images/s, loss=0.0829, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:02:01.999074, arrival_time=2021-04-15 03:19:32.698772, cost_time=0:00:06.559087 2021-04-15 03:17:37,099 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0835, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:01:54.034448, arrival_time=2021-04-15 03:19:31.133552, cost_time=0:00:12.958458 2021-04-15 03:17:43,492 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0801, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:01:47.079296, arrival_time=2021-04-15 03:19:30.571482, cost_time=0:00:19.351667 2021-04-15 03:17:49,884 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0778, top1-acc=97.87%, top5-acc=99.98%, remaining_time=0:01:40.402224, arrival_time=2021-04-15 03:19:30.286971, cost_time=0:00:25.744146 2021-04-15 03:17:56,274 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0759, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:01:33.830696, arrival_time=2021-04-15 03:19:30.105010, cost_time=0:00:32.133786 2021-04-15 03:18:02,663 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0717, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:01:27.318120, arrival_time=2021-04-15 03:19:29.981357, cost_time=0:00:38.522723 2021-04-15 03:18:09,050 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0706, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:01:20.837190, arrival_time=2021-04-15 03:19:29.887288, cost_time=0:00:44.909581 2021-04-15 03:18:15,449 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0703, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:01:14.397064, arrival_time=2021-04-15 03:19:29.846038, cost_time=0:00:51.308360 2021-04-15 03:18:21,840 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0696, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:01:07.957130, arrival_time=2021-04-15 03:19:29.797113, cost_time=0:00:57.699486 2021-04-15 03:18:28,237 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0696, top1-acc=98.23%, top5-acc=99.98%, remaining_time=0:01:01.532640, arrival_time=2021-04-15 03:19:29.769611, cost_time=0:01:04.096468 2021-04-15 03:18:34,631 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0696, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:55.110778, arrival_time=2021-04-15 03:19:29.741810, cost_time=0:01:10.490510 2021-04-15 03:18:41,028 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0692, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:48.695708, arrival_time=2021-04-15 03:19:29.724361, cost_time=0:01:16.887933 2021-04-15 03:18:47,428 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0691, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:42.284880, arrival_time=2021-04-15 03:19:29.713773, cost_time=0:01:23.288361 2021-04-15 03:18:53,824 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0697, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:35.873432, arrival_time=2021-04-15 03:19:29.697576, cost_time=0:01:29.683620 2021-04-15 03:19:00,213 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0697, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:29.462356, arrival_time=2021-04-15 03:19:29.675783, cost_time=0:01:36.072907 2021-04-15 03:19:06,607 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0697, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:23.055120, arrival_time=2021-04-15 03:19:29.662866, cost_time=0:01:42.467230 2021-04-15 03:19:13,015 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0702, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:16.651362, arrival_time=2021-04-15 03:19:29.666308, cost_time=0:01:48.874354 2021-04-15 03:19:19,415 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0706, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:10.246656, arrival_time=2021-04-15 03:19:29.662030, cost_time=0:01:55.274842 2021-04-15 03:19:25,809 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0714, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:03.842190, arrival_time=2021-04-15 03:19:29.652103, cost_time=0:02:01.669379 2021-04-15 03:19:29,202 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0717, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:29.202169, cost_time=0:02:05.061652 2021-04-15 03:19:31,549 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.28ms, fps=1091 images/s, loss=1.3562, top1-acc=68.79%, top5-acc=90.20%, remaining_time=0:00:07.036680, arrival_time=2021-04-15 03:19:38.586278, cost_time=0:00:02.345562 2021-04-15 03:19:33,752 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=2.32ms, fps=1162 images/s, loss=1.3342, top1-acc=69.45%, top5-acc=90.14%, remaining_time=0:00:04.548160, arrival_time=2021-04-15 03:19:38.300351, cost_time=0:00:04.548160 2021-04-15 03:19:35,966 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.46ms, fps=1157 images/s, loss=1.3299, top1-acc=69.15%, top5-acc=90.01%, remaining_time=0:00:02.253960, arrival_time=2021-04-15 03:19:38.219907, cost_time=0:00:06.761878 2021-04-15 03:19:37,978 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=1.50ms, fps=1153 images/s, loss=1.3278, top1-acc=69.05%, top5-acc=90.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:37.978094, cost_time=0:00:08.774083 2021-04-15 03:19:40,838 INFO : Epoch=0132 complete, best val top1-acc=69.05%, top5-acc=90.06% (epoch=132), remaining_time=2:33:51.567936, arrival_time=2021-04-15 05:53:32.406717, cost_time=4:58:40.102431 2021-04-15 03:19:40,841 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 03:19:47,446 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.67ms, fps=388 images/s, loss=0.0777, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:02:02.833284, arrival_time=2021-04-15 03:21:50.279194, cost_time=0:00:06.603944 2021-04-15 03:19:53,830 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0751, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:01:54.299328, arrival_time=2021-04-15 03:21:48.129942, cost_time=0:00:12.988562 2021-04-15 03:20:00,235 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0756, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:01:47.308044, arrival_time=2021-04-15 03:21:47.543131, cost_time=0:00:19.393011 2021-04-15 03:20:06,627 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.99ms, fps=401 images/s, loss=0.0741, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:01:40.563996, arrival_time=2021-04-15 03:21:47.191596, cost_time=0:00:25.785651 2021-04-15 03:20:13,036 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.36ms, fps=399 images/s, loss=0.0726, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:01:34.008816, arrival_time=2021-04-15 03:21:47.045679, cost_time=0:00:32.194815 2021-04-15 03:20:19,439 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0727, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:01:27.486760, arrival_time=2021-04-15 03:21:46.925805, cost_time=0:00:38.597111 2021-04-15 03:20:25,836 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0718, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:01:20.990784, arrival_time=2021-04-15 03:21:46.827625, cost_time=0:00:44.994909 2021-04-15 03:20:32,238 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0701, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:01:14.524548, arrival_time=2021-04-15 03:21:46.762664, cost_time=0:00:51.396276 2021-04-15 03:20:38,630 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0702, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:01:08.061858, arrival_time=2021-04-15 03:21:46.692145, cost_time=0:00:57.788343 2021-04-15 03:20:45,024 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0692, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:01:01.615008, arrival_time=2021-04-15 03:21:46.639107, cost_time=0:01:04.182253 2021-04-15 03:20:51,420 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0685, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:55.179320, arrival_time=2021-04-15 03:21:46.599420, cost_time=0:01:10.578248 2021-04-15 03:20:57,821 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0678, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:48.753392, arrival_time=2021-04-15 03:21:46.574379, cost_time=0:01:16.979075 2021-04-15 03:21:04,213 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0674, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:42.326988, arrival_time=2021-04-15 03:21:46.540253, cost_time=0:01:23.371349 2021-04-15 03:21:10,607 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0674, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:35.906304, arrival_time=2021-04-15 03:21:46.513947, cost_time=0:01:29.765797 2021-04-15 03:21:16,999 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0669, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:29.488438, arrival_time=2021-04-15 03:21:46.488208, cost_time=0:01:36.157913 2021-04-15 03:21:23,405 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.0665, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:23.076684, arrival_time=2021-04-15 03:21:46.481623, cost_time=0:01:42.562996 2021-04-15 03:21:29,808 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0663, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:16.665428, arrival_time=2021-04-15 03:21:46.473648, cost_time=0:01:48.966275 2021-04-15 03:21:36,211 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0663, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:10.255088, arrival_time=2021-04-15 03:21:46.466849, cost_time=0:01:55.369769 2021-04-15 03:21:42,610 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0660, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:03.845340, arrival_time=2021-04-15 03:21:46.456265, cost_time=0:02:01.769073 2021-04-15 03:21:46,008 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.0660, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:46.008641, cost_time=0:02:05.166690 2021-04-15 03:21:48,343 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.39ms, fps=1098 images/s, loss=1.3056, top1-acc=69.88%, top5-acc=90.59%, remaining_time=0:00:06.997230, arrival_time=2021-04-15 03:21:55.340250, cost_time=0:00:02.332411 2021-04-15 03:21:50,546 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.33ms, fps=1162 images/s, loss=1.2983, top1-acc=70.21%, top5-acc=90.86%, remaining_time=0:00:04.536100, arrival_time=2021-04-15 03:21:55.082903, cost_time=0:00:04.536101 2021-04-15 03:21:52,752 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.38ms, fps=1161 images/s, loss=1.2674, top1-acc=70.91%, top5-acc=91.12%, remaining_time=0:00:02.247370, arrival_time=2021-04-15 03:21:55.000187, cost_time=0:00:06.742109 2021-04-15 03:21:54,752 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=1.22ms, fps=1161 images/s, loss=1.2753, top1-acc=71.10%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:54.752113, cost_time=0:00:08.741405 2021-04-15 03:21:57,537 INFO : Epoch=0133 complete, best val top1-acc=71.10%, top5-acc=90.78% (epoch=133), remaining_time=2:31:36.283274, arrival_time=2021-04-15 05:53:33.820674, cost_time=5:00:56.801094 2021-04-15 03:21:57,539 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 03:22:04,100 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.35ms, fps=390 images/s, loss=0.0513, top1-acc=98.83%, top5-acc=99.96%, remaining_time=0:02:02.023068, arrival_time=2021-04-15 03:24:06.122975, cost_time=0:00:06.560385 2021-04-15 03:22:10,499 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0523, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:01:54.050112, arrival_time=2021-04-15 03:24:04.549767, cost_time=0:00:12.960231 2021-04-15 03:22:16,916 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.0495, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:01:47.219732, arrival_time=2021-04-15 03:24:04.136341, cost_time=0:00:19.377072 2021-04-15 03:22:23,307 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0500, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:01:40.495200, arrival_time=2021-04-15 03:24:03.802613, cost_time=0:00:25.767987 2021-04-15 03:22:29,705 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0490, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:01:33.924282, arrival_time=2021-04-15 03:24:03.629561, cost_time=0:00:32.165851 2021-04-15 03:22:36,097 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0474, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:01:27.397272, arrival_time=2021-04-15 03:24:03.494536, cost_time=0:00:38.557642 2021-04-15 03:22:42,492 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0474, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:01:20.915940, arrival_time=2021-04-15 03:24:03.408651, cost_time=0:00:44.953277 2021-04-15 03:22:48,887 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0462, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:01:14.454948, arrival_time=2021-04-15 03:24:03.342572, cost_time=0:00:51.348211 2021-04-15 03:22:55,291 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0461, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:01:08.019034, arrival_time=2021-04-15 03:24:03.310454, cost_time=0:00:57.751998 2021-04-15 03:23:01,687 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0464, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:01:01.582080, arrival_time=2021-04-15 03:24:03.269508, cost_time=0:01:04.148004 2021-04-15 03:23:08,087 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0470, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:55.155412, arrival_time=2021-04-15 03:24:03.242582, cost_time=0:01:10.547665 2021-04-15 03:23:14,484 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0471, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:48.731656, arrival_time=2021-04-15 03:24:03.215847, cost_time=0:01:16.944745 2021-04-15 03:23:20,879 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0469, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:42.311280, arrival_time=2021-04-15 03:24:03.191104, cost_time=0:01:23.340392 2021-04-15 03:23:27,277 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0468, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:35.895328, arrival_time=2021-04-15 03:24:03.173078, cost_time=0:01:29.738322 2021-04-15 03:23:33,686 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0460, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:29.484804, arrival_time=2021-04-15 03:24:03.170707, cost_time=0:01:36.146141 2021-04-15 03:23:40,097 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.0455, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:23.075532, arrival_time=2021-04-15 03:24:03.173037, cost_time=0:01:42.557970 2021-04-15 03:23:46,501 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0452, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:16.664804, arrival_time=2021-04-15 03:24:03.166487, cost_time=0:01:48.962154 2021-04-15 03:23:52,900 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0449, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:10.254336, arrival_time=2021-04-15 03:24:03.154967, cost_time=0:01:55.361205 2021-04-15 03:23:59,299 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0449, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:03.845064, arrival_time=2021-04-15 03:24:03.144969, cost_time=0:02:01.760390 2021-04-15 03:24:02,694 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0451, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:02.694280, cost_time=0:02:05.154856 2021-04-15 03:24:05,030 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.31ms, fps=1097 images/s, loss=1.2748, top1-acc=71.87%, top5-acc=90.98%, remaining_time=0:00:07.003080, arrival_time=2021-04-15 03:24:12.033802, cost_time=0:00:02.334360 2021-04-15 03:24:07,232 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.2515, top1-acc=71.39%, top5-acc=91.00%, remaining_time=0:00:04.536340, arrival_time=2021-04-15 03:24:11.769035, cost_time=0:00:04.536336 2021-04-15 03:24:09,433 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.29ms, fps=1163 images/s, loss=1.2598, top1-acc=71.05%, top5-acc=91.12%, remaining_time=0:00:02.245680, arrival_time=2021-04-15 03:24:11.679091, cost_time=0:00:06.737054 2021-04-15 03:24:11,432 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=1.18ms, fps=1161 images/s, loss=1.2592, top1-acc=70.72%, top5-acc=91.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:11.431962, cost_time=0:00:08.735609 2021-04-15 03:24:12,889 INFO : Epoch=0134 complete, best val top1-acc=71.10%, top5-acc=90.78% (epoch=133), remaining_time=2:29:20.314044, arrival_time=2021-04-15 05:53:33.203063, cost_time=5:03:12.152733 2021-04-15 03:24:12,890 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 03:24:19,477 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.66ms, fps=389 images/s, loss=0.0422, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:02:02.525082, arrival_time=2021-04-15 03:26:22.002859, cost_time=0:00:06.587373 2021-04-15 03:24:25,872 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0438, top1-acc=98.98%, top5-acc=99.98%, remaining_time=0:01:54.240896, arrival_time=2021-04-15 03:26:20.113257, cost_time=0:00:12.981923 2021-04-15 03:24:32,274 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.0426, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:01:47.258410, arrival_time=2021-04-15 03:26:19.532858, cost_time=0:00:19.384038 2021-04-15 03:24:38,679 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0431, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:01:40.575384, arrival_time=2021-04-15 03:26:19.254351, cost_time=0:00:25.788558 2021-04-15 03:24:45,082 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0432, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:01:34.001370, arrival_time=2021-04-15 03:26:19.084179, cost_time=0:00:32.192264 2021-04-15 03:24:51,481 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0420, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:01:27.472344, arrival_time=2021-04-15 03:26:18.953409, cost_time=0:00:38.590736 2021-04-15 03:24:57,885 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0414, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:01:20.991414, arrival_time=2021-04-15 03:26:18.877053, cost_time=0:00:44.995237 2021-04-15 03:25:04,288 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0418, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:01:14.527912, arrival_time=2021-04-15 03:26:18.816777, cost_time=0:00:51.398525 2021-04-15 03:25:10,684 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0420, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:01:08.068112, arrival_time=2021-04-15 03:26:18.752134, cost_time=0:00:57.793706 2021-04-15 03:25:17,079 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0414, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:01:01.621632, arrival_time=2021-04-15 03:26:18.701190, cost_time=0:01:04.189243 2021-04-15 03:25:23,475 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0408, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:55.184394, arrival_time=2021-04-15 03:26:18.659488, cost_time=0:01:10.584691 2021-04-15 03:25:29,873 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0405, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:48.756128, arrival_time=2021-04-15 03:26:18.629782, cost_time=0:01:16.983323 2021-04-15 03:25:36,279 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0409, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:42.335766, arrival_time=2021-04-15 03:26:18.614766, cost_time=0:01:23.388680 2021-04-15 03:25:42,680 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0409, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:35.916160, arrival_time=2021-04-15 03:26:18.596875, cost_time=0:01:29.790395 2021-04-15 03:25:49,082 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0415, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:29.498926, arrival_time=2021-04-15 03:26:18.581445, cost_time=0:01:36.192201 2021-04-15 03:25:55,486 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0416, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:23.084064, arrival_time=2021-04-15 03:26:18.570243, cost_time=0:01:42.595775 2021-04-15 03:26:01,890 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0419, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:16.670498, arrival_time=2021-04-15 03:26:18.560485, cost_time=0:01:48.999427 2021-04-15 03:26:08,291 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0423, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:10.257904, arrival_time=2021-04-15 03:26:18.549692, cost_time=0:01:55.401374 2021-04-15 03:26:14,694 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0424, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:03.846456, arrival_time=2021-04-15 03:26:18.541321, cost_time=0:02:01.804461 2021-04-15 03:26:18,087 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.0429, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:18.087477, cost_time=0:02:05.197159 2021-04-15 03:26:20,403 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.31ms, fps=1106 images/s, loss=1.2300, top1-acc=71.87%, top5-acc=90.47%, remaining_time=0:00:06.941850, arrival_time=2021-04-15 03:26:27.345134, cost_time=0:00:02.313947 2021-04-15 03:26:22,602 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.37ms, fps=1164 images/s, loss=1.2395, top1-acc=71.15%, top5-acc=90.90%, remaining_time=0:00:04.513560, arrival_time=2021-04-15 03:26:27.116455, cost_time=0:00:04.513565 2021-04-15 03:26:24,805 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.2438, top1-acc=70.90%, top5-acc=91.05%, remaining_time=0:00:02.238550, arrival_time=2021-04-15 03:26:27.043625, cost_time=0:00:06.715640 2021-04-15 03:26:26,805 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=1.19ms, fps=1160 images/s, loss=1.2765, top1-acc=70.76%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:26.805108, cost_time=0:00:08.715818 2021-04-15 03:26:28,201 INFO : Epoch=0135 complete, best val top1-acc=71.10%, top5-acc=90.78% (epoch=133), remaining_time=2:27:04.334805, arrival_time=2021-04-15 05:53:32.535754, cost_time=5:05:27.464655 2021-04-15 03:26:28,202 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 03:26:34,768 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.94ms, fps=390 images/s, loss=0.0398, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:02:02.117370, arrival_time=2021-04-15 03:28:36.885309, cost_time=0:00:06.565452 2021-04-15 03:26:41,169 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.0427, top1-acc=98.98%, top5-acc=99.98%, remaining_time=0:01:54.106608, arrival_time=2021-04-15 03:28:35.275694, cost_time=0:00:12.966661 2021-04-15 03:26:47,566 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0419, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:01:47.147024, arrival_time=2021-04-15 03:28:34.713307, cost_time=0:00:19.363913 2021-04-15 03:26:53,965 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0413, top1-acc=99.04%, top5-acc=99.99%, remaining_time=0:01:40.477104, arrival_time=2021-04-15 03:28:34.442923, cost_time=0:00:25.763378 2021-04-15 03:27:00,366 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0405, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:01:33.917274, arrival_time=2021-04-15 03:28:34.283305, cost_time=0:00:32.163458 2021-04-15 03:27:06,768 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0404, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:01:27.416448, arrival_time=2021-04-15 03:28:34.184952, cost_time=0:00:38.566067 2021-04-15 03:27:13,164 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0404, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:01:20.931060, arrival_time=2021-04-15 03:28:34.095208, cost_time=0:00:44.961698 2021-04-15 03:27:19,556 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0407, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:01:14.462836, arrival_time=2021-04-15 03:28:34.018840, cost_time=0:00:51.353657 2021-04-15 03:27:25,955 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0401, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:01:08.019882, arrival_time=2021-04-15 03:28:33.975053, cost_time=0:00:57.752718 2021-04-15 03:27:32,354 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0401, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:01:01.586304, arrival_time=2021-04-15 03:28:33.941062, cost_time=0:01:04.152405 2021-04-15 03:27:38,754 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0409, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:55.158766, arrival_time=2021-04-15 03:28:33.913052, cost_time=0:01:10.551932 2021-04-15 03:27:45,153 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0411, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:48.735684, arrival_time=2021-04-15 03:28:33.889182, cost_time=0:01:16.951071 2021-04-15 03:27:51,550 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0413, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:42.315042, arrival_time=2021-04-15 03:28:33.865191, cost_time=0:01:23.347779 2021-04-15 03:27:57,952 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0415, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:35.900144, arrival_time=2021-04-15 03:28:33.852899, cost_time=0:01:29.750402 2021-04-15 03:28:04,338 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0414, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:29.481860, arrival_time=2021-04-15 03:28:33.820697, cost_time=0:01:36.136482 2021-04-15 03:28:10,752 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.70ms, fps=399 images/s, loss=0.0412, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:23.073588, arrival_time=2021-04-15 03:28:33.825508, cost_time=0:01:42.549318 2021-04-15 03:28:17,164 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.64ms, fps=399 images/s, loss=0.0411, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:16.664830, arrival_time=2021-04-15 03:28:33.829661, cost_time=0:01:48.962383 2021-04-15 03:28:23,561 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0409, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:10.254128, arrival_time=2021-04-15 03:28:33.815565, cost_time=0:01:55.358983 2021-04-15 03:28:29,961 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0409, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:03.845022, arrival_time=2021-04-15 03:28:33.806396, cost_time=0:02:01.759025 2021-04-15 03:28:33,356 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0413, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:33.356544, cost_time=0:02:05.154091 2021-04-15 03:28:35,672 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.32ms, fps=1106 images/s, loss=1.2439, top1-acc=71.45%, top5-acc=90.82%, remaining_time=0:00:06.941160, arrival_time=2021-04-15 03:28:42.613402, cost_time=0:00:02.313720 2021-04-15 03:28:37,871 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.29ms, fps=1164 images/s, loss=1.2669, top1-acc=71.11%, top5-acc=90.39%, remaining_time=0:00:04.513220, arrival_time=2021-04-15 03:28:42.384964, cost_time=0:00:04.513213 2021-04-15 03:28:40,076 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.2607, top1-acc=71.20%, top5-acc=90.39%, remaining_time=0:00:02.239330, arrival_time=2021-04-15 03:28:42.315847, cost_time=0:00:06.717990 2021-04-15 03:28:42,072 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=1.19ms, fps=1163 images/s, loss=1.2328, top1-acc=71.57%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:42.072339, cost_time=0:00:08.713854 2021-04-15 03:28:44,863 INFO : Epoch=0136 complete, best val top1-acc=71.57%, top5-acc=90.59% (epoch=136), remaining_time=2:24:49.001216, arrival_time=2021-04-15 05:53:33.865017, cost_time=5:07:44.127516 2021-04-15 03:28:44,865 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 03:28:51,427 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.69ms, fps=390 images/s, loss=0.0287, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:02:02.053572, arrival_time=2021-04-15 03:30:53.480868, cost_time=0:00:06.562015 2021-04-15 03:28:57,834 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0321, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:54.125264, arrival_time=2021-04-15 03:30:51.959242, cost_time=0:00:12.968779 2021-04-15 03:29:04,225 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0329, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:47.127104, arrival_time=2021-04-15 03:30:51.352606, cost_time=0:00:19.360316 2021-04-15 03:29:10,621 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0331, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:01:40.451052, arrival_time=2021-04-15 03:30:51.072813, cost_time=0:00:25.756665 2021-04-15 03:29:17,013 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0323, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:01:33.874058, arrival_time=2021-04-15 03:30:50.887935, cost_time=0:00:32.148656 2021-04-15 03:29:23,412 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0320, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:01:27.374288, arrival_time=2021-04-15 03:30:50.786894, cost_time=0:00:38.547503 2021-04-15 03:29:29,805 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0323, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:01:20.892756, arrival_time=2021-04-15 03:30:50.698261, cost_time=0:00:44.940394 2021-04-15 03:29:36,214 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.54ms, fps=399 images/s, loss=0.0323, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:01:14.455760, arrival_time=2021-04-15 03:30:50.669788, cost_time=0:00:51.348831 2021-04-15 03:29:42,608 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0321, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:01:08.008222, arrival_time=2021-04-15 03:30:50.616275, cost_time=0:00:57.742862 2021-04-15 03:29:49,001 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0319, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:01:01.570752, arrival_time=2021-04-15 03:30:50.572090, cost_time=0:01:04.136151 2021-04-15 03:29:55,398 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0318, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:55.144146, arrival_time=2021-04-15 03:30:50.542598, cost_time=0:01:10.533161 2021-04-15 03:30:01,796 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0320, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:48.723372, arrival_time=2021-04-15 03:30:50.520083, cost_time=0:01:16.931601 2021-04-15 03:30:08,183 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0320, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:42.299994, arrival_time=2021-04-15 03:30:50.483249, cost_time=0:01:23.318144 2021-04-15 03:30:14,587 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0321, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:35.888776, arrival_time=2021-04-15 03:30:50.475961, cost_time=0:01:29.721989 2021-04-15 03:30:20,987 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0324, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:29.477582, arrival_time=2021-04-15 03:30:50.465324, cost_time=0:01:36.122543 2021-04-15 03:30:27,386 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.0328, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:23.067324, arrival_time=2021-04-15 03:30:50.453993, cost_time=0:01:42.521368 2021-04-15 03:30:33,788 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0328, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.658902, arrival_time=2021-04-15 03:30:50.447759, cost_time=0:01:48.923650 2021-04-15 03:30:40,182 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0330, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:10.250448, arrival_time=2021-04-15 03:30:50.433146, cost_time=0:01:55.317502 2021-04-15 03:30:46,581 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0334, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:03.843672, arrival_time=2021-04-15 03:30:50.425065, cost_time=0:02:01.716287 2021-04-15 03:30:49,980 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.78ms, fps=400 images/s, loss=0.0336, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:49.980052, cost_time=0:02:05.114856 2021-04-15 03:30:52,361 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.37ms, fps=1076 images/s, loss=1.2266, top1-acc=71.25%, top5-acc=91.68%, remaining_time=0:00:07.137630, arrival_time=2021-04-15 03:30:59.498925, cost_time=0:00:02.379214 2021-04-15 03:30:54,567 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.41ms, fps=1160 images/s, loss=1.2419, top1-acc=71.21%, top5-acc=91.35%, remaining_time=0:00:04.585760, arrival_time=2021-04-15 03:30:59.153605, cost_time=0:00:04.585754 2021-04-15 03:30:56,765 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.40ms, fps=1165 images/s, loss=1.2192, top1-acc=71.67%, top5-acc=91.58%, remaining_time=0:00:02.261240, arrival_time=2021-04-15 03:30:59.027031, cost_time=0:00:06.783721 2021-04-15 03:30:58,764 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=1.42ms, fps=1161 images/s, loss=1.2060, top1-acc=71.75%, top5-acc=91.68%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:58.764635, cost_time=0:00:08.782584 2021-04-15 03:31:01,526 INFO : Epoch=0137 complete, best val top1-acc=71.75%, top5-acc=91.68% (epoch=137), remaining_time=2:22:33.647907, arrival_time=2021-04-15 05:53:35.174044, cost_time=5:10:00.789837 2021-04-15 03:31:01,527 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 03:31:08,095 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.98ms, fps=390 images/s, loss=0.0328, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:02:02.151780, arrival_time=2021-04-15 03:33:10.246783, cost_time=0:00:06.567304 2021-04-15 03:31:14,487 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0334, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:01:54.042720, arrival_time=2021-04-15 03:33:08.529773, cost_time=0:00:12.959392 2021-04-15 03:31:20,878 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0338, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:01:47.072822, arrival_time=2021-04-15 03:33:07.950903, cost_time=0:00:19.350498 2021-04-15 03:31:27,261 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0330, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:01:40.360104, arrival_time=2021-04-15 03:33:07.621085, cost_time=0:00:25.733346 2021-04-15 03:31:33,660 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0320, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:01:33.826900, arrival_time=2021-04-15 03:33:07.487007, cost_time=0:00:32.132515 2021-04-15 03:31:40,048 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0318, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:01:27.314992, arrival_time=2021-04-15 03:33:07.363859, cost_time=0:00:38.521294 2021-04-15 03:31:46,439 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0315, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:01:20.841348, arrival_time=2021-04-15 03:33:07.280748, cost_time=0:00:44.911842 2021-04-15 03:31:52,834 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.0315, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:01:14.394976, arrival_time=2021-04-15 03:33:07.229474, cost_time=0:00:51.306840 2021-04-15 03:31:59,224 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0316, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:01:07.954692, arrival_time=2021-04-15 03:33:07.179623, cost_time=0:00:57.697356 2021-04-15 03:32:05,627 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0316, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:01:01.535904, arrival_time=2021-04-15 03:33:07.163554, cost_time=0:01:04.099872 2021-04-15 03:32:12,029 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=0.0324, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:55.119464, arrival_time=2021-04-15 03:33:07.148803, cost_time=0:01:10.501682 2021-04-15 03:32:18,422 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0330, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:48.700040, arrival_time=2021-04-15 03:33:07.122450, cost_time=0:01:16.894833 2021-04-15 03:32:24,818 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.69ms, fps=400 images/s, loss=0.0330, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:42.286266, arrival_time=2021-04-15 03:33:07.105139, cost_time=0:01:23.291175 2021-04-15 03:32:31,213 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0334, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:35.874440, arrival_time=2021-04-15 03:33:07.088074, cost_time=0:01:29.686048 2021-04-15 03:32:37,610 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0339, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:29.465438, arrival_time=2021-04-15 03:33:07.075975, cost_time=0:01:36.082972 2021-04-15 03:32:43,998 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0342, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:23.056020, arrival_time=2021-04-15 03:33:07.054845, cost_time=0:01:42.471255 2021-04-15 03:32:50,392 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0347, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:16.649932, arrival_time=2021-04-15 03:33:07.042764, cost_time=0:01:48.865004 2021-04-15 03:32:56,801 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=2.07ms, fps=400 images/s, loss=0.0350, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:10.246512, arrival_time=2021-04-15 03:33:07.047522, cost_time=0:01:55.273317 2021-04-15 03:33:03,202 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0350, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:03.842358, arrival_time=2021-04-15 03:33:07.044659, cost_time=0:02:01.674646 2021-04-15 03:33:06,601 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0355, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:06.601660, cost_time=0:02:05.074007 2021-04-15 03:33:08,921 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.70ms, fps=1105 images/s, loss=1.2312, top1-acc=70.90%, top5-acc=90.62%, remaining_time=0:00:06.952170, arrival_time=2021-04-15 03:33:15.873203, cost_time=0:00:02.317390 2021-04-15 03:33:11,122 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.2090, top1-acc=71.82%, top5-acc=90.59%, remaining_time=0:00:04.518680, arrival_time=2021-04-15 03:33:15.640988, cost_time=0:00:04.518672 2021-04-15 03:33:13,323 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=1.2055, top1-acc=71.71%, top5-acc=91.02%, remaining_time=0:00:02.239950, arrival_time=2021-04-15 03:33:15.563447, cost_time=0:00:06.719861 2021-04-15 03:33:15,321 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=1.55ms, fps=1162 images/s, loss=1.2137, top1-acc=71.70%, top5-acc=91.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:15.321100, cost_time=0:00:08.717486 2021-04-15 03:33:16,675 INFO : Epoch=0138 complete, best val top1-acc=71.75%, top5-acc=91.68% (epoch=137), remaining_time=2:20:17.595788, arrival_time=2021-04-15 05:53:34.271147, cost_time=5:12:15.939081 2021-04-15 03:33:16,677 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 03:33:23,255 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.60ms, fps=389 images/s, loss=0.0307, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:02:02.343918, arrival_time=2021-04-15 03:35:25.598834, cost_time=0:00:06.577628 2021-04-15 03:33:29,657 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.0335, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:54.221008, arrival_time=2021-04-15 03:35:23.877983, cost_time=0:00:12.979669 2021-04-15 03:33:36,060 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.99ms, fps=400 images/s, loss=0.0326, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:01:47.250774, arrival_time=2021-04-15 03:35:23.310751, cost_time=0:00:19.382657 2021-04-15 03:33:42,457 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.0348, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:01:40.541688, arrival_time=2021-04-15 03:35:22.998873, cost_time=0:00:25.779915 2021-04-15 03:33:48,851 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0346, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:33.948372, arrival_time=2021-04-15 03:35:22.799661, cost_time=0:00:32.174081 2021-04-15 03:33:55,242 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0348, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:27.413320, arrival_time=2021-04-15 03:35:22.655320, cost_time=0:00:38.564720 2021-04-15 03:34:01,640 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0346, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:01:20.933580, arrival_time=2021-04-15 03:35:22.573858, cost_time=0:00:44.963073 2021-04-15 03:34:08,039 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0338, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:01:14.475132, arrival_time=2021-04-15 03:35:22.514456, cost_time=0:00:51.362132 2021-04-15 03:34:14,437 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.0331, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:01:08.028150, arrival_time=2021-04-15 03:35:22.465349, cost_time=0:00:57.759775 2021-04-15 03:34:20,837 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0330, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:01:01.593600, arrival_time=2021-04-15 03:35:22.430847, cost_time=0:01:04.159975 2021-04-15 03:34:27,247 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.40ms, fps=399 images/s, loss=0.0332, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:55.172870, arrival_time=2021-04-15 03:35:22.420148, cost_time=0:01:10.569999 2021-04-15 03:34:33,640 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0342, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:48.743664, arrival_time=2021-04-15 03:35:22.384546, cost_time=0:01:16.963698 2021-04-15 03:34:40,039 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0347, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:42.322104, arrival_time=2021-04-15 03:35:22.361034, cost_time=0:01:23.361655 2021-04-15 03:34:46,438 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0347, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:35.904400, arrival_time=2021-04-15 03:35:22.342640, cost_time=0:01:29.761053 2021-04-15 03:34:52,838 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0348, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:29.489542, arrival_time=2021-04-15 03:35:22.328329, cost_time=0:01:36.161595 2021-04-15 03:34:59,237 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0348, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:23.076144, arrival_time=2021-04-15 03:35:22.314080, cost_time=0:01:42.560689 2021-04-15 03:35:05,630 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0350, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:16.663374, arrival_time=2021-04-15 03:35:22.293386, cost_time=0:01:48.952767 2021-04-15 03:35:12,025 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0349, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:10.253152, arrival_time=2021-04-15 03:35:22.278313, cost_time=0:01:55.347972 2021-04-15 03:35:18,421 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.25ms, fps=400 images/s, loss=0.0354, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:03.844542, arrival_time=2021-04-15 03:35:22.265651, cost_time=0:02:01.743923 2021-04-15 03:35:21,818 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.0358, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:21.818501, cost_time=0:02:05.141305 2021-04-15 03:35:24,136 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=2.55ms, fps=1105 images/s, loss=1.2628, top1-acc=70.70%, top5-acc=91.02%, remaining_time=0:00:06.948570, arrival_time=2021-04-15 03:35:31.085193, cost_time=0:00:02.316186 2021-04-15 03:35:26,333 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.32ms, fps=1165 images/s, loss=1.2487, top1-acc=71.31%, top5-acc=91.00%, remaining_time=0:00:04.513360, arrival_time=2021-04-15 03:35:30.847130, cost_time=0:00:04.513370 2021-04-15 03:35:28,534 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=1.2331, top1-acc=71.67%, top5-acc=91.02%, remaining_time=0:00:02.237850, arrival_time=2021-04-15 03:35:30.771809, cost_time=0:00:06.713556 2021-04-15 03:35:30,528 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.23ms, fps=1163 images/s, loss=1.2251, top1-acc=71.56%, top5-acc=91.10%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:30.528439, cost_time=0:00:08.708054 2021-04-15 03:35:31,983 INFO : Epoch=0139 complete, best val top1-acc=71.75%, top5-acc=91.68% (epoch=137), remaining_time=2:18:01.626692, arrival_time=2021-04-15 05:53:33.610616, cost_time=5:14:31.247640 2021-04-15 03:35:31,985 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 03:35:38,550 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.53ms, fps=390 images/s, loss=0.0412, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:02:02.102118, arrival_time=2021-04-15 03:37:40.652079, cost_time=0:00:06.564631 2021-04-15 03:35:44,951 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0413, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:54.099920, arrival_time=2021-04-15 03:37:39.051146, cost_time=0:00:12.965894 2021-04-15 03:35:51,347 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0392, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:47.137230, arrival_time=2021-04-15 03:37:38.484610, cost_time=0:00:19.362148 2021-04-15 03:35:57,749 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0374, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:01:40.479444, arrival_time=2021-04-15 03:37:38.228742, cost_time=0:00:25.763941 2021-04-15 03:36:04,142 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0361, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:01:33.900192, arrival_time=2021-04-15 03:37:38.043050, cost_time=0:00:32.157616 2021-04-15 03:36:10,551 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.0341, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:01:27.415768, arrival_time=2021-04-15 03:37:37.966804, cost_time=0:00:38.565757 2021-04-15 03:36:16,968 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.86ms, fps=399 images/s, loss=0.0331, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:01:20.968860, arrival_time=2021-04-15 03:37:37.936890, cost_time=0:00:44.982679 2021-04-15 03:36:23,367 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0327, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:01:14.503784, arrival_time=2021-04-15 03:37:37.871067, cost_time=0:00:51.381918 2021-04-15 03:36:29,770 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0325, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:01:08.057830, arrival_time=2021-04-15 03:37:37.827996, cost_time=0:00:57.784925 2021-04-15 03:36:36,175 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0320, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:01:01.622112, arrival_time=2021-04-15 03:37:37.797133, cost_time=0:01:04.189698 2021-04-15 03:36:42,577 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0314, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:55.190156, arrival_time=2021-04-15 03:37:37.767489, cost_time=0:01:10.592088 2021-04-15 03:36:48,979 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0312, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:48.762740, arrival_time=2021-04-15 03:37:37.741744, cost_time=0:01:16.993762 2021-04-15 03:36:55,384 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0308, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:42.341376, arrival_time=2021-04-15 03:37:37.726264, cost_time=0:01:23.399645 2021-04-15 03:37:01,784 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0310, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:35.919744, arrival_time=2021-04-15 03:37:37.704475, cost_time=0:01:29.799407 2021-04-15 03:37:08,184 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0314, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:29.501134, arrival_time=2021-04-15 03:37:37.685796, cost_time=0:01:36.199413 2021-04-15 03:37:14,584 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0313, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:23.084856, arrival_time=2021-04-15 03:37:37.669514, cost_time=0:01:42.599419 2021-04-15 03:37:20,986 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.86ms, fps=400 images/s, loss=0.0315, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:16.670784, arrival_time=2021-04-15 03:37:37.657370, cost_time=0:01:49.001348 2021-04-15 03:37:27,390 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0316, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:10.258224, arrival_time=2021-04-15 03:37:37.648498, cost_time=0:01:55.405032 2021-04-15 03:37:33,790 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0317, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:03.846468, arrival_time=2021-04-15 03:37:37.636550, cost_time=0:02:01.804766 2021-04-15 03:37:37,183 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.0318, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:37.183493, cost_time=0:02:05.198255 2021-04-15 03:37:39,509 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.32ms, fps=1102 images/s, loss=1.1837, top1-acc=72.11%, top5-acc=91.29%, remaining_time=0:00:06.971340, arrival_time=2021-04-15 03:37:46.480558, cost_time=0:00:02.323778 2021-04-15 03:37:41,709 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.69ms, fps=1164 images/s, loss=1.1662, top1-acc=72.50%, top5-acc=91.46%, remaining_time=0:00:04.523980, arrival_time=2021-04-15 03:37:46.233357, cost_time=0:00:04.523985 2021-04-15 03:37:43,912 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.47ms, fps=1162 images/s, loss=1.1691, top1-acc=72.36%, top5-acc=91.58%, remaining_time=0:00:02.242410, arrival_time=2021-04-15 03:37:46.155023, cost_time=0:00:06.727224 2021-04-15 03:37:45,910 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=1.36ms, fps=1161 images/s, loss=1.1740, top1-acc=72.49%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:45.910768, cost_time=0:00:08.725409 2021-04-15 03:37:48,731 INFO : Epoch=0140 complete, best val top1-acc=72.49%, top5-acc=91.44% (epoch=140), remaining_time=2:15:46.283640, arrival_time=2021-04-15 05:53:35.015165, cost_time=5:16:47.995224 2021-04-15 03:37:48,732 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 03:37:55,329 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.66ms, fps=388 images/s, loss=0.0282, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:02:02.701968, arrival_time=2021-04-15 03:39:58.031794, cost_time=0:00:06.596876 2021-04-15 03:38:01,725 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.72ms, fps=400 images/s, loss=0.0278, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:54.334880, arrival_time=2021-04-15 03:39:56.060466, cost_time=0:00:12.992596 2021-04-15 03:38:08,124 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0266, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:47.302234, arrival_time=2021-04-15 03:39:55.427059, cost_time=0:00:19.391964 2021-04-15 03:38:14,535 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.60ms, fps=399 images/s, loss=0.0264, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:01:40.629360, arrival_time=2021-04-15 03:39:55.164693, cost_time=0:00:25.802382 2021-04-15 03:38:20,942 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=2.18ms, fps=400 images/s, loss=0.0252, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:34.050718, arrival_time=2021-04-15 03:39:54.992920, cost_time=0:00:32.209169 2021-04-15 03:38:27,348 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0259, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:01:27.527288, arrival_time=2021-04-15 03:39:54.875236, cost_time=0:00:38.614991 2021-04-15 03:38:33,746 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0252, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:21.023544, arrival_time=2021-04-15 03:39:54.769566, cost_time=0:00:45.013075 2021-04-15 03:38:40,146 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0250, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:01:14.549140, arrival_time=2021-04-15 03:39:54.695427, cost_time=0:00:51.413228 2021-04-15 03:38:46,541 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0251, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:08.085602, arrival_time=2021-04-15 03:39:54.627032, cost_time=0:00:57.808551 2021-04-15 03:38:52,946 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0252, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:01.645344, arrival_time=2021-04-15 03:39:54.592064, cost_time=0:01:04.213852 2021-04-15 03:38:59,351 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.92ms, fps=400 images/s, loss=0.0257, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:55.210624, arrival_time=2021-04-15 03:39:54.561792, cost_time=0:01:10.618185 2021-04-15 03:39:05,753 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0257, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:48.779612, arrival_time=2021-04-15 03:39:54.532984, cost_time=0:01:17.020415 2021-04-15 03:39:12,160 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0255, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:42.355632, arrival_time=2021-04-15 03:39:54.516411, cost_time=0:01:23.427821 2021-04-15 03:39:18,564 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0257, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:35.932456, arrival_time=2021-04-15 03:39:54.496641, cost_time=0:01:29.831104 2021-04-15 03:39:24,967 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=2.08ms, fps=400 images/s, loss=0.0254, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.511898, arrival_time=2021-04-15 03:39:54.479260, cost_time=0:01:36.234377 2021-04-15 03:39:31,377 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.52ms, fps=399 images/s, loss=0.0254, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:23.094936, arrival_time=2021-04-15 03:39:54.472233, cost_time=0:01:42.644218 2021-04-15 03:39:37,786 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0252, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:16.678714, arrival_time=2021-04-15 03:39:54.464713, cost_time=0:01:49.053048 2021-04-15 03:39:44,192 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0252, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.263024, arrival_time=2021-04-15 03:39:54.454965, cost_time=0:01:55.458989 2021-04-15 03:39:50,596 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.0253, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.848322, arrival_time=2021-04-15 03:39:54.444780, cost_time=0:02:01.863593 2021-04-15 03:39:53,990 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0256, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:53.990094, cost_time=0:02:05.257152 2021-04-15 03:39:56,308 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.31ms, fps=1105 images/s, loss=1.1162, top1-acc=74.65%, top5-acc=92.11%, remaining_time=0:00:06.949260, arrival_time=2021-04-15 03:40:03.257751, cost_time=0:00:02.316422 2021-04-15 03:39:58,512 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.87ms, fps=1162 images/s, loss=1.1684, top1-acc=72.79%, top5-acc=91.43%, remaining_time=0:00:04.520620, arrival_time=2021-04-15 03:40:03.033253, cost_time=0:00:04.520616 2021-04-15 03:40:00,714 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=1.1769, top1-acc=72.64%, top5-acc=91.26%, remaining_time=0:00:02.240670, arrival_time=2021-04-15 03:40:02.954675, cost_time=0:00:06.722004 2021-04-15 03:40:02,710 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=1.1832, top1-acc=72.59%, top5-acc=91.51%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:02.710169, cost_time=0:00:08.718191 2021-04-15 03:40:05,524 INFO : Epoch=0141 complete, best val top1-acc=72.59%, top5-acc=91.51% (epoch=141), remaining_time=2:13:30.939701, arrival_time=2021-04-15 05:53:36.464080, cost_time=5:19:04.788083 2021-04-15 03:40:05,525 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 03:40:12,114 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.22ms, fps=389 images/s, loss=0.0193, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:02:02.542194, arrival_time=2021-04-15 03:42:14.656306, cost_time=0:00:06.588293 2021-04-15 03:40:18,511 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0221, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:54.269936, arrival_time=2021-04-15 03:42:12.780942, cost_time=0:00:12.985224 2021-04-15 03:40:24,910 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0228, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:47.264220, arrival_time=2021-04-15 03:42:12.175124, cost_time=0:00:19.385114 2021-04-15 03:40:31,313 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0223, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:40.569768, arrival_time=2021-04-15 03:42:11.882688, cost_time=0:00:25.787131 2021-04-15 03:40:37,704 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0210, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:33.961220, arrival_time=2021-04-15 03:42:11.665512, cost_time=0:00:32.178496 2021-04-15 03:40:44,104 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0201, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:27.445144, arrival_time=2021-04-15 03:42:11.549627, cost_time=0:00:38.578769 2021-04-15 03:40:50,508 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.71ms, fps=400 images/s, loss=0.0201, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:01:20.967978, arrival_time=2021-04-15 03:42:11.476180, cost_time=0:00:44.982214 2021-04-15 03:40:56,919 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=2.01ms, fps=399 images/s, loss=0.0202, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:14.521300, arrival_time=2021-04-15 03:42:11.441135, cost_time=0:00:51.394008 2021-04-15 03:41:03,321 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0201, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:08.070338, arrival_time=2021-04-15 03:42:11.391743, cost_time=0:00:57.795614 2021-04-15 03:41:09,728 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0206, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:01.634688, arrival_time=2021-04-15 03:42:11.363164, cost_time=0:01:04.202767 2021-04-15 03:41:16,139 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.55ms, fps=399 images/s, loss=0.0207, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:55.207012, arrival_time=2021-04-15 03:42:11.346522, cost_time=0:01:10.613673 2021-04-15 03:41:22,559 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.93ms, fps=399 images/s, loss=0.0210, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:48.787744, arrival_time=2021-04-15 03:42:11.346883, cost_time=0:01:17.033316 2021-04-15 03:41:28,953 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0211, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:42.355368, arrival_time=2021-04-15 03:42:11.308376, cost_time=0:01:23.427222 2021-04-15 03:41:35,373 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.46ms, fps=399 images/s, loss=0.0212, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:35.939064, arrival_time=2021-04-15 03:42:11.312490, cost_time=0:01:29.847634 2021-04-15 03:41:41,774 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0213, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:29.516314, arrival_time=2021-04-15 03:42:11.291001, cost_time=0:01:36.248789 2021-04-15 03:41:48,176 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0213, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:23.096304, arrival_time=2021-04-15 03:42:11.272297, cost_time=0:01:42.650285 2021-04-15 03:41:54,583 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0214, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:16.679468, arrival_time=2021-04-15 03:42:11.263246, cost_time=0:01:49.057989 2021-04-15 03:42:00,984 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0213, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.262960, arrival_time=2021-04-15 03:42:11.247054, cost_time=0:01:55.458380 2021-04-15 03:42:07,385 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0215, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:03.848202, arrival_time=2021-04-15 03:42:11.233620, cost_time=0:02:01.859719 2021-04-15 03:42:10,782 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0220, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:10.782239, cost_time=0:02:05.256539 2021-04-15 03:42:13,099 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.65ms, fps=1106 images/s, loss=1.1548, top1-acc=73.44%, top5-acc=91.37%, remaining_time=0:00:06.945360, arrival_time=2021-04-15 03:42:20.044630, cost_time=0:00:02.315115 2021-04-15 03:42:15,300 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.40ms, fps=1163 images/s, loss=1.1528, top1-acc=72.73%, top5-acc=91.52%, remaining_time=0:00:04.516040, arrival_time=2021-04-15 03:42:19.816216, cost_time=0:00:04.516031 2021-04-15 03:42:17,506 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.50ms, fps=1161 images/s, loss=1.1456, top1-acc=72.77%, top5-acc=91.63%, remaining_time=0:00:02.240660, arrival_time=2021-04-15 03:42:19.746892, cost_time=0:00:06.721991 2021-04-15 03:42:19,501 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=1.37ms, fps=1163 images/s, loss=1.1437, top1-acc=73.16%, top5-acc=91.73%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:19.501639, cost_time=0:00:08.717529 2021-04-15 03:42:22,291 INFO : Epoch=0142 complete, best val top1-acc=73.16%, top5-acc=91.73% (epoch=142), remaining_time=2:11:15.564858, arrival_time=2021-04-15 05:53:37.856468, cost_time=5:21:21.555296 2021-04-15 03:42:22,293 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 03:42:28,852 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.35ms, fps=390 images/s, loss=0.0179, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:02:01.993680, arrival_time=2021-04-15 03:44:30.845818, cost_time=0:00:06.558796 2021-04-15 03:42:35,252 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0194, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:54.041312, arrival_time=2021-04-15 03:44:29.293805, cost_time=0:00:12.959238 2021-04-15 03:42:41,648 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0209, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:47.101042, arrival_time=2021-04-15 03:44:28.749899, cost_time=0:00:19.355613 2021-04-15 03:42:48,049 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0205, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:40.449492, arrival_time=2021-04-15 03:44:28.498924, cost_time=0:00:25.756281 2021-04-15 03:42:54,449 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0211, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:01:33.895666, arrival_time=2021-04-15 03:44:28.344962, cost_time=0:00:32.156052 2021-04-15 03:43:00,845 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0210, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:27.385304, arrival_time=2021-04-15 03:44:28.230789, cost_time=0:00:38.552336 2021-04-15 03:43:07,245 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.0214, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:20.913798, arrival_time=2021-04-15 03:44:28.159058, cost_time=0:00:44.952111 2021-04-15 03:43:13,670 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=2.04ms, fps=398 images/s, loss=0.0219, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:14.497520, arrival_time=2021-04-15 03:44:28.168343, cost_time=0:00:51.377584 2021-04-15 03:43:20,075 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0218, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:01:08.055074, arrival_time=2021-04-15 03:44:28.130957, cost_time=0:00:57.782640 2021-04-15 03:43:26,485 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.51ms, fps=399 images/s, loss=0.0220, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:01:01.624128, arrival_time=2021-04-15 03:44:28.109196, cost_time=0:01:04.191824 2021-04-15 03:43:32,891 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.14ms, fps=400 images/s, loss=0.0222, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:55.194972, arrival_time=2021-04-15 03:44:28.086443, cost_time=0:01:10.598222 2021-04-15 03:43:39,294 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0222, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:48.767148, arrival_time=2021-04-15 03:44:28.061198, cost_time=0:01:17.000814 2021-04-15 03:43:45,689 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.0226, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:42.339462, arrival_time=2021-04-15 03:44:28.028522, cost_time=0:01:23.395907 2021-04-15 03:43:52,093 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0229, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:35.920192, arrival_time=2021-04-15 03:44:28.013893, cost_time=0:01:29.800465 2021-04-15 03:43:58,491 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0228, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.500858, arrival_time=2021-04-15 03:44:27.992397, cost_time=0:01:36.198385 2021-04-15 03:44:04,882 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0228, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:23.082624, arrival_time=2021-04-15 03:44:27.965219, cost_time=0:01:42.589442 2021-04-15 03:44:11,288 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.79ms, fps=400 images/s, loss=0.0231, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:16.669770, arrival_time=2021-04-15 03:44:27.957732, cost_time=0:01:48.994713 2021-04-15 03:44:17,689 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0232, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:10.257440, arrival_time=2021-04-15 03:44:27.946833, cost_time=0:01:55.396154 2021-04-15 03:44:24,090 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.23ms, fps=400 images/s, loss=0.0230, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:03.846222, arrival_time=2021-04-15 03:44:27.936471, cost_time=0:02:01.797004 2021-04-15 03:44:27,489 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0231, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:27.489807, cost_time=0:02:05.196655 2021-04-15 03:44:29,810 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=2.20ms, fps=1104 images/s, loss=1.1054, top1-acc=73.28%, top5-acc=92.11%, remaining_time=0:00:06.955710, arrival_time=2021-04-15 03:44:36.766044, cost_time=0:00:02.318569 2021-04-15 03:44:32,012 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.34ms, fps=1163 images/s, loss=1.0871, top1-acc=74.06%, top5-acc=92.36%, remaining_time=0:00:04.520920, arrival_time=2021-04-15 03:44:36.533525, cost_time=0:00:04.520917 2021-04-15 03:44:34,212 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.39ms, fps=1164 images/s, loss=1.0817, top1-acc=73.92%, top5-acc=92.41%, remaining_time=0:00:02.240210, arrival_time=2021-04-15 03:44:36.452515, cost_time=0:00:06.720627 2021-04-15 03:44:36,215 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=1.65ms, fps=1158 images/s, loss=1.0796, top1-acc=73.50%, top5-acc=92.20%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:36.215629, cost_time=0:00:08.723927 2021-04-15 03:44:38,941 INFO : Epoch=0143 complete, best val top1-acc=73.50%, top5-acc=92.20% (epoch=143), remaining_time=2:09:00.123822, arrival_time=2021-04-15 05:53:39.065475, cost_time=5:23:38.205344 2021-04-15 03:44:38,943 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 03:44:45,500 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.40ms, fps=390 images/s, loss=0.0180, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:02:01.967268, arrival_time=2021-04-15 03:46:47.467995, cost_time=0:00:06.557376 2021-04-15 03:44:51,898 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0167, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:54.004528, arrival_time=2021-04-15 03:46:45.902922, cost_time=0:00:12.955057 2021-04-15 03:44:58,294 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0166, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:01:47.074980, arrival_time=2021-04-15 03:46:45.369101, cost_time=0:00:19.350912 2021-04-15 03:45:04,687 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0160, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:40.403004, arrival_time=2021-04-15 03:46:45.090656, cost_time=0:00:25.744355 2021-04-15 03:45:11,078 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0158, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:33.834638, arrival_time=2021-04-15 03:46:44.913013, cost_time=0:00:32.135148 2021-04-15 03:45:17,471 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0158, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:27.330224, arrival_time=2021-04-15 03:46:44.801451, cost_time=0:00:38.528013 2021-04-15 03:45:23,859 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.62ms, fps=401 images/s, loss=0.0153, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:20.849790, arrival_time=2021-04-15 03:46:44.709540, cost_time=0:00:44.916535 2021-04-15 03:45:30,262 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0152, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:14.413304, arrival_time=2021-04-15 03:46:44.676166, cost_time=0:00:51.319555 2021-04-15 03:45:36,670 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.88ms, fps=400 images/s, loss=0.0153, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:01:07.989460, arrival_time=2021-04-15 03:46:44.659711, cost_time=0:00:57.726910 2021-04-15 03:45:43,070 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0149, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:01.562112, arrival_time=2021-04-15 03:46:44.632560, cost_time=0:01:04.127163 2021-04-15 03:45:49,466 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0153, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:55.136062, arrival_time=2021-04-15 03:46:44.602138, cost_time=0:01:10.522852 2021-04-15 03:45:55,860 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0152, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:48.714100, arrival_time=2021-04-15 03:46:44.574441, cost_time=0:01:16.917050 2021-04-15 03:46:02,261 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0151, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:42.299862, arrival_time=2021-04-15 03:46:44.560991, cost_time=0:01:23.317902 2021-04-15 03:46:08,655 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0152, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:35.884856, arrival_time=2021-04-15 03:46:44.540302, cost_time=0:01:29.712123 2021-04-15 03:46:15,106 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=2.70ms, fps=397 images/s, loss=0.0154, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:29.490048, arrival_time=2021-04-15 03:46:44.596680, cost_time=0:01:36.163143 2021-04-15 03:46:21,512 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0154, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.078052, arrival_time=2021-04-15 03:46:44.590545, cost_time=0:01:42.569178 2021-04-15 03:46:27,906 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0155, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.664856, arrival_time=2021-04-15 03:46:44.570773, cost_time=0:01:48.962604 2021-04-15 03:46:34,307 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0154, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.254592, arrival_time=2021-04-15 03:46:44.561993, cost_time=0:01:55.364190 2021-04-15 03:46:40,702 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0156, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.845016, arrival_time=2021-04-15 03:46:44.547153, cost_time=0:02:01.758839 2021-04-15 03:46:44,098 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0156, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:44.098386, cost_time=0:02:05.155177 2021-04-15 03:46:46,416 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.37ms, fps=1105 images/s, loss=1.0555, top1-acc=74.65%, top5-acc=92.27%, remaining_time=0:00:06.949590, arrival_time=2021-04-15 03:46:53.366347, cost_time=0:00:02.316527 2021-04-15 03:46:48,620 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.50ms, fps=1162 images/s, loss=1.0799, top1-acc=74.61%, top5-acc=92.44%, remaining_time=0:00:04.520400, arrival_time=2021-04-15 03:46:53.141027, cost_time=0:00:04.520401 2021-04-15 03:46:50,822 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.48ms, fps=1163 images/s, loss=1.0673, top1-acc=74.45%, top5-acc=92.60%, remaining_time=0:00:02.240900, arrival_time=2021-04-15 03:46:53.063833, cost_time=0:00:06.722708 2021-04-15 03:46:52,826 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=1.24ms, fps=1158 images/s, loss=1.0592, top1-acc=74.10%, top5-acc=92.33%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:52.826140, cost_time=0:00:08.725784 2021-04-15 03:46:55,563 INFO : Epoch=0144 complete, best val top1-acc=74.10%, top5-acc=92.33% (epoch=144), remaining_time=2:06:44.654960, arrival_time=2021-04-15 05:53:40.218350, cost_time=5:25:54.827082 2021-04-15 03:46:55,564 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 03:47:02,129 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.36ms, fps=390 images/s, loss=0.0141, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:02:02.095422, arrival_time=2021-04-15 03:49:04.224725, cost_time=0:00:06.564274 2021-04-15 03:47:08,516 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.62ms, fps=401 images/s, loss=0.0147, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:53.971088, arrival_time=2021-04-15 03:49:02.487341, cost_time=0:00:12.951253 2021-04-15 03:47:14,912 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0140, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:01:47.054396, arrival_time=2021-04-15 03:49:01.966502, cost_time=0:00:19.347182 2021-04-15 03:47:21,302 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0142, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:40.377576, arrival_time=2021-04-15 03:49:01.680403, cost_time=0:00:25.737833 2021-04-15 03:47:27,695 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.04ms, fps=401 images/s, loss=0.0141, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:33.820768, arrival_time=2021-04-15 03:49:01.516216, cost_time=0:00:32.130419 2021-04-15 03:47:34,112 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=2.24ms, fps=399 images/s, loss=0.0140, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:27.373608, arrival_time=2021-04-15 03:49:01.485787, cost_time=0:00:38.547178 2021-04-15 03:47:40,511 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=2.24ms, fps=400 images/s, loss=0.0139, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:20.904222, arrival_time=2021-04-15 03:49:01.416033, cost_time=0:00:44.946799 2021-04-15 03:47:46,910 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0141, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:14.451468, arrival_time=2021-04-15 03:49:01.362273, cost_time=0:00:51.345802 2021-04-15 03:47:53,309 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0140, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:08.009812, arrival_time=2021-04-15 03:49:01.318974, cost_time=0:00:57.744165 2021-04-15 03:47:59,699 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0140, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:01.569312, arrival_time=2021-04-15 03:49:01.268906, cost_time=0:01:04.134682 2021-04-15 03:48:06,092 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0140, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:55.139932, arrival_time=2021-04-15 03:49:01.232707, cost_time=0:01:10.527778 2021-04-15 03:48:12,485 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0138, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:48.716456, arrival_time=2021-04-15 03:49:01.202039, cost_time=0:01:16.920680 2021-04-15 03:48:18,879 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:42.298410, arrival_time=2021-04-15 03:49:01.178322, cost_time=0:01:23.315007 2021-04-15 03:48:25,275 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.95ms, fps=400 images/s, loss=0.0139, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.884072, arrival_time=2021-04-15 03:49:01.159260, cost_time=0:01:29.710193 2021-04-15 03:48:31,674 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:29.473672, arrival_time=2021-04-15 03:49:01.148350, cost_time=0:01:36.109761 2021-04-15 03:48:38,066 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.062824, arrival_time=2021-04-15 03:49:01.129142, cost_time=0:01:42.501407 2021-04-15 03:48:44,462 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.654950, arrival_time=2021-04-15 03:49:01.117570, cost_time=0:01:48.897709 2021-04-15 03:48:50,857 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.248272, arrival_time=2021-04-15 03:49:01.106171, cost_time=0:01:55.292992 2021-04-15 03:48:57,265 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.843186, arrival_time=2021-04-15 03:49:01.109089, cost_time=0:02:01.700929 2021-04-15 03:49:00,658 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0138, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:00.658612, cost_time=0:02:05.093689 2021-04-15 03:49:02,972 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.32ms, fps=1107 images/s, loss=1.0928, top1-acc=74.65%, top5-acc=92.50%, remaining_time=0:00:06.937110, arrival_time=2021-04-15 03:49:09.910059, cost_time=0:00:02.312369 2021-04-15 03:49:05,173 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.34ms, fps=1163 images/s, loss=1.0849, top1-acc=74.69%, top5-acc=92.38%, remaining_time=0:00:04.513320, arrival_time=2021-04-15 03:49:09.687224, cost_time=0:00:04.513324 2021-04-15 03:49:07,387 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.79ms, fps=1157 images/s, loss=1.0802, top1-acc=74.36%, top5-acc=92.16%, remaining_time=0:00:02.242160, arrival_time=2021-04-15 03:49:09.629243, cost_time=0:00:06.726481 2021-04-15 03:49:09,396 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=1.41ms, fps=1155 images/s, loss=1.0764, top1-acc=74.36%, top5-acc=92.46%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:09.396332, cost_time=0:00:08.735696 2021-04-15 03:49:12,173 INFO : Epoch=0145 complete, best val top1-acc=74.36%, top5-acc=92.46% (epoch=145), remaining_time=2:04:29.165825, arrival_time=2021-04-15 05:53:41.339304, cost_time=5:28:11.437173 2021-04-15 03:49:12,174 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 03:49:18,739 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.80ms, fps=390 images/s, loss=0.0100, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.102304, arrival_time=2021-04-15 03:51:20.841939, cost_time=0:00:06.564636 2021-04-15 03:49:25,130 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:54.004176, arrival_time=2021-04-15 03:51:19.134229, cost_time=0:00:12.955022 2021-04-15 03:49:31,520 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0108, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:47.047922, arrival_time=2021-04-15 03:51:18.568816, cost_time=0:00:19.346000 2021-04-15 03:49:37,909 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0105, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:40.363380, arrival_time=2021-04-15 03:51:18.272614, cost_time=0:00:25.734193 2021-04-15 03:49:44,289 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0107, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:33.774778, arrival_time=2021-04-15 03:51:18.064329, cost_time=0:00:32.114649 2021-04-15 03:49:50,677 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0108, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:27.273376, arrival_time=2021-04-15 03:51:17.951242, cost_time=0:00:38.502966 2021-04-15 03:49:57,066 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0108, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:20.805060, arrival_time=2021-04-15 03:51:17.871690, cost_time=0:00:44.891728 2021-04-15 03:50:03,453 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0106, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:14.353332, arrival_time=2021-04-15 03:51:17.806485, cost_time=0:00:51.278162 2021-04-15 03:50:09,840 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0106, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:07.917380, arrival_time=2021-04-15 03:51:17.758028, cost_time=0:00:57.665741 2021-04-15 03:50:16,225 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0107, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:01.488576, arrival_time=2021-04-15 03:51:17.714073, cost_time=0:01:04.050601 2021-04-15 03:50:22,611 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0107, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:55.068294, arrival_time=2021-04-15 03:51:17.679370, cost_time=0:01:10.436170 2021-04-15 03:50:28,998 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0107, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:48.655048, arrival_time=2021-04-15 03:51:17.653889, cost_time=0:01:16.823752 2021-04-15 03:50:35,392 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0110, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:42.248712, arrival_time=2021-04-15 03:51:17.640749, cost_time=0:01:23.217132 2021-04-15 03:50:41,782 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0109, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.842856, arrival_time=2021-04-15 03:51:17.624855, cost_time=0:01:29.607081 2021-04-15 03:50:48,166 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0109, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.437378, arrival_time=2021-04-15 03:51:17.603770, cost_time=0:01:35.991486 2021-04-15 03:50:54,552 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0108, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:23.034960, arrival_time=2021-04-15 03:51:17.587480, cost_time=0:01:42.377608 2021-04-15 03:51:00,934 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0107, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.633838, arrival_time=2021-04-15 03:51:17.568422, cost_time=0:01:48.759688 2021-04-15 03:51:07,327 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0107, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.235792, arrival_time=2021-04-15 03:51:17.563358, cost_time=0:01:55.152588 2021-04-15 03:51:13,707 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0110, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.837858, arrival_time=2021-04-15 03:51:17.544938, cost_time=0:02:01.532153 2021-04-15 03:51:17,099 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0110, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:17.098949, cost_time=0:02:04.924004 2021-04-15 03:51:19,415 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.79ms, fps=1106 images/s, loss=1.0641, top1-acc=74.06%, top5-acc=93.09%, remaining_time=0:00:06.943350, arrival_time=2021-04-15 03:51:26.358832, cost_time=0:00:02.314453 2021-04-15 03:51:21,616 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.27ms, fps=1163 images/s, loss=1.0571, top1-acc=74.36%, top5-acc=93.05%, remaining_time=0:00:04.515360, arrival_time=2021-04-15 03:51:26.131734, cost_time=0:00:04.515351 2021-04-15 03:51:23,815 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.38ms, fps=1164 images/s, loss=1.0641, top1-acc=74.44%, top5-acc=92.72%, remaining_time=0:00:02.238220, arrival_time=2021-04-15 03:51:26.053898, cost_time=0:00:06.714654 2021-04-15 03:51:25,812 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=1.17ms, fps=1162 images/s, loss=1.0583, top1-acc=74.84%, top5-acc=92.75%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:25.812176, cost_time=0:00:08.711191 2021-04-15 03:51:28,599 INFO : Epoch=0146 complete, best val top1-acc=74.84%, top5-acc=92.75% (epoch=146), remaining_time=2:02:13.593282, arrival_time=2021-04-15 05:53:42.192857, cost_time=5:30:27.863259 2021-04-15 03:51:28,601 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 03:51:35,175 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.33ms, fps=389 images/s, loss=0.0097, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:02:02.281794, arrival_time=2021-04-15 03:53:37.457467, cost_time=0:00:06.574292 2021-04-15 03:51:41,563 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.59ms, fps=401 images/s, loss=0.0106, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:54.064368, arrival_time=2021-04-15 03:53:35.627609, cost_time=0:00:12.961864 2021-04-15 03:51:47,950 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0102, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:47.064688, arrival_time=2021-04-15 03:53:35.015126, cost_time=0:00:19.349051 2021-04-15 03:51:54,337 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0107, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:40.368216, arrival_time=2021-04-15 03:53:34.705149, cost_time=0:00:25.735435 2021-04-15 03:52:00,720 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0105, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:33.786896, arrival_time=2021-04-15 03:53:34.507076, cost_time=0:00:32.118808 2021-04-15 03:52:07,111 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0104, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:27.290104, arrival_time=2021-04-15 03:53:34.401828, cost_time=0:00:38.510349 2021-04-15 03:52:13,500 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0101, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:20.817660, arrival_time=2021-04-15 03:53:34.317729, cost_time=0:00:44.898687 2021-04-15 03:52:19,891 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0098, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.370036, arrival_time=2021-04-15 03:53:34.261096, cost_time=0:00:51.289681 2021-04-15 03:52:26,280 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0095, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.933280, arrival_time=2021-04-15 03:53:34.213963, cost_time=0:00:57.679212 2021-04-15 03:52:32,669 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0092, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.504896, arrival_time=2021-04-15 03:53:34.173929, cost_time=0:01:04.067642 2021-04-15 03:52:39,060 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0092, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.086096, arrival_time=2021-04-15 03:53:34.146458, cost_time=0:01:10.458987 2021-04-15 03:52:45,452 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0091, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.672300, arrival_time=2021-04-15 03:53:34.124674, cost_time=0:01:16.850988 2021-04-15 03:52:51,845 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0092, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.262506, arrival_time=2021-04-15 03:53:34.108226, cost_time=0:01:23.244342 2021-04-15 03:52:58,236 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0095, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.853944, arrival_time=2021-04-15 03:53:34.090207, cost_time=0:01:29.634812 2021-04-15 03:53:04,626 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=2.19ms, fps=401 images/s, loss=0.0096, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.447636, arrival_time=2021-04-15 03:53:34.073939, cost_time=0:01:36.024912 2021-04-15 03:53:11,018 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0096, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.043924, arrival_time=2021-04-15 03:53:34.062719, cost_time=0:01:42.417408 2021-04-15 03:53:17,405 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0098, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.640598, arrival_time=2021-04-15 03:53:34.045887, cost_time=0:01:48.803912 2021-04-15 03:53:23,792 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0099, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.239216, arrival_time=2021-04-15 03:53:34.031748, cost_time=0:01:55.191160 2021-04-15 03:53:30,185 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0100, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.839484, arrival_time=2021-04-15 03:53:34.024500, cost_time=0:02:01.583635 2021-04-15 03:53:33,576 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0099, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:33.576026, cost_time=0:02:04.974652 2021-04-15 03:53:35,915 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.12ms, fps=1095 images/s, loss=0.9939, top1-acc=75.31%, top5-acc=93.40%, remaining_time=0:00:07.013220, arrival_time=2021-04-15 03:53:42.928816, cost_time=0:00:02.337741 2021-04-15 03:53:38,117 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.45ms, fps=1163 images/s, loss=1.0450, top1-acc=74.57%, top5-acc=92.93%, remaining_time=0:00:04.539560, arrival_time=2021-04-15 03:53:42.656894, cost_time=0:00:04.539558 2021-04-15 03:53:40,315 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.65ms, fps=1165 images/s, loss=1.0261, top1-acc=75.04%, top5-acc=92.93%, remaining_time=0:00:02.246050, arrival_time=2021-04-15 03:53:42.561964, cost_time=0:00:06.738139 2021-04-15 03:53:42,314 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=1.35ms, fps=1161 images/s, loss=1.0398, top1-acc=75.17%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:42.314124, cost_time=0:00:08.736386 2021-04-15 03:53:45,015 INFO : Epoch=0147 complete, best val top1-acc=75.17%, top5-acc=92.97% (epoch=147), remaining_time=1:59:58.005525, arrival_time=2021-04-15 05:53:43.021253, cost_time=5:32:44.279429 2021-04-15 03:53:45,017 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 03:53:51,579 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.36ms, fps=390 images/s, loss=0.0085, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:02.061384, arrival_time=2021-04-15 03:55:53.641212, cost_time=0:00:06.562438 2021-04-15 03:53:57,971 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0086, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:53.997664, arrival_time=2021-04-15 03:55:51.969330, cost_time=0:00:12.954289 2021-04-15 03:54:04,358 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0097, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:47.019038, arrival_time=2021-04-15 03:55:51.377076, cost_time=0:00:19.340777 2021-04-15 03:54:10,745 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0090, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.341072, arrival_time=2021-04-15 03:55:51.086898, cost_time=0:00:25.728476 2021-04-15 03:54:17,142 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0092, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:33.804562, arrival_time=2021-04-15 03:55:50.946669, cost_time=0:00:32.124837 2021-04-15 03:54:23,534 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0088, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:27.305744, arrival_time=2021-04-15 03:55:50.840269, cost_time=0:00:38.517262 2021-04-15 03:54:29,925 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:20.834418, arrival_time=2021-04-15 03:55:50.759712, cost_time=0:00:44.908028 2021-04-15 03:54:36,314 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0087, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.380360, arrival_time=2021-04-15 03:55:50.694547, cost_time=0:00:51.296836 2021-04-15 03:54:42,705 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.943456, arrival_time=2021-04-15 03:55:50.648573, cost_time=0:00:57.687860 2021-04-15 03:54:49,100 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:01.520064, arrival_time=2021-04-15 03:55:50.620693, cost_time=0:01:04.083366 2021-04-15 03:54:55,487 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:55.095212, arrival_time=2021-04-15 03:55:50.583043, cost_time=0:01:10.470569 2021-04-15 03:55:01,881 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.680356, arrival_time=2021-04-15 03:55:50.561553, cost_time=0:01:16.863779 2021-04-15 03:55:08,273 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0084, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.268446, arrival_time=2021-04-15 03:55:50.541765, cost_time=0:01:23.256036 2021-04-15 03:55:14,663 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0084, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.858480, arrival_time=2021-04-15 03:55:50.521928, cost_time=0:01:29.646171 2021-04-15 03:55:21,063 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0084, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.454122, arrival_time=2021-04-15 03:55:50.517393, cost_time=0:01:36.046010 2021-04-15 03:55:27,461 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.049972, arrival_time=2021-04-15 03:55:50.511540, cost_time=0:01:42.444301 2021-04-15 03:55:33,863 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.647124, arrival_time=2021-04-15 03:55:50.510893, cost_time=0:01:48.846507 2021-04-15 03:55:40,259 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.243728, arrival_time=2021-04-15 03:55:50.502940, cost_time=0:01:55.241857 2021-04-15 03:55:46,649 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.841008, arrival_time=2021-04-15 03:55:50.490238, cost_time=0:02:01.631966 2021-04-15 03:55:50,045 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:50.044995, cost_time=0:02:05.027740 2021-04-15 03:55:52,358 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.30ms, fps=1108 images/s, loss=1.0064, top1-acc=74.92%, top5-acc=93.05%, remaining_time=0:00:06.933600, arrival_time=2021-04-15 03:55:59.291572, cost_time=0:00:02.311203 2021-04-15 03:55:54,559 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.9981, top1-acc=75.72%, top5-acc=93.28%, remaining_time=0:00:04.512280, arrival_time=2021-04-15 03:55:59.071315, cost_time=0:00:04.512270 2021-04-15 03:55:56,760 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.33ms, fps=1163 images/s, loss=1.0272, top1-acc=75.33%, top5-acc=93.07%, remaining_time=0:00:02.237770, arrival_time=2021-04-15 03:55:58.997841, cost_time=0:00:06.713298 2021-04-15 03:55:58,757 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=0.9875, top1-acc=75.89%, top5-acc=93.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:58.757616, cost_time=0:00:08.710881 2021-04-15 03:56:02,120 INFO : Epoch=0148 complete, best val top1-acc=75.89%, top5-acc=93.24% (epoch=148), remaining_time=1:57:42.648528, arrival_time=2021-04-15 05:53:44.769086, cost_time=5:35:01.384244 2021-04-15 03:56:02,121 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 03:56:08,715 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.31ms, fps=388 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.633892, arrival_time=2021-04-15 03:58:11.349033, cost_time=0:00:06.593216 2021-04-15 03:56:15,101 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.88ms, fps=401 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:54.221712, arrival_time=2021-04-15 03:58:09.323371, cost_time=0:00:12.979740 2021-04-15 03:56:21,487 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0079, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:47.154826, arrival_time=2021-04-15 03:58:08.642001, cost_time=0:00:19.365334 2021-04-15 03:56:27,874 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:40.433424, arrival_time=2021-04-15 03:58:08.307494, cost_time=0:00:25.752157 2021-04-15 03:56:34,268 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.868948, arrival_time=2021-04-15 03:58:08.137662, cost_time=0:00:32.146880 2021-04-15 03:56:40,655 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0081, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:27.343960, arrival_time=2021-04-15 03:58:07.999897, cost_time=0:00:38.534108 2021-04-15 03:56:47,049 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.70ms, fps=400 images/s, loss=0.0079, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:20.870580, arrival_time=2021-04-15 03:58:07.920508, cost_time=0:00:44.928099 2021-04-15 03:56:53,446 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.420032, arrival_time=2021-04-15 03:58:07.866136, cost_time=0:00:51.324145 2021-04-15 03:56:59,838 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.977164, arrival_time=2021-04-15 03:58:07.815478, cost_time=0:00:57.716481 2021-04-15 03:57:06,232 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:01.546080, arrival_time=2021-04-15 03:58:07.778448, cost_time=0:01:04.110539 2021-04-15 03:57:12,624 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:55.120410, arrival_time=2021-04-15 03:58:07.745048, cost_time=0:01:10.502815 2021-04-15 03:57:19,014 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0081, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:48.698672, arrival_time=2021-04-15 03:58:07.713129, cost_time=0:01:16.892634 2021-04-15 03:57:25,416 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.288048, arrival_time=2021-04-15 03:58:07.704593, cost_time=0:01:23.294616 2021-04-15 03:57:31,809 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.875056, arrival_time=2021-04-15 03:58:07.684580, cost_time=0:01:29.687686 2021-04-15 03:57:38,194 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.462310, arrival_time=2021-04-15 03:58:07.656833, cost_time=0:01:36.072695 2021-04-15 03:57:44,580 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0081, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.053248, arrival_time=2021-04-15 03:58:07.633977, cost_time=0:01:42.458903 2021-04-15 03:57:50,972 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.647748, arrival_time=2021-04-15 03:58:07.620161, cost_time=0:01:48.850577 2021-04-15 03:57:57,370 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.244352, arrival_time=2021-04-15 03:58:07.615256, cost_time=0:01:55.249003 2021-04-15 03:58:03,766 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.841422, arrival_time=2021-04-15 03:58:07.608230, cost_time=0:02:01.644967 2021-04-15 03:58:07,159 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.0081, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:07.159724, cost_time=0:02:05.037906 2021-04-15 03:58:09,476 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.31ms, fps=1106 images/s, loss=0.9672, top1-acc=76.48%, top5-acc=93.52%, remaining_time=0:00:06.944070, arrival_time=2021-04-15 03:58:16.420310, cost_time=0:00:02.314694 2021-04-15 03:58:11,678 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.29ms, fps=1163 images/s, loss=0.9846, top1-acc=76.05%, top5-acc=93.16%, remaining_time=0:00:04.516600, arrival_time=2021-04-15 03:58:16.194724, cost_time=0:00:04.516593 2021-04-15 03:58:13,877 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.9887, top1-acc=76.02%, top5-acc=93.05%, remaining_time=0:00:02.238670, arrival_time=2021-04-15 03:58:16.116213, cost_time=0:00:06.716007 2021-04-15 03:58:15,874 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=1.09ms, fps=1162 images/s, loss=0.9975, top1-acc=76.09%, top5-acc=93.19%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:15.874816, cost_time=0:00:08.713309 2021-04-15 03:58:18,597 INFO : Epoch=0149 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:55:27.053223, arrival_time=2021-04-15 05:53:45.650944, cost_time=5:37:17.861394 2021-04-15 03:58:18,599 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 03:58:25,169 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.51ms, fps=390 images/s, loss=0.0096, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:02:02.197164, arrival_time=2021-04-15 04:00:27.366737, cost_time=0:00:06.569745 2021-04-15 03:58:31,555 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0096, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:54.010512, arrival_time=2021-04-15 04:00:25.566074, cost_time=0:00:12.955731 2021-04-15 03:58:37,945 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0094, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:47.043938, arrival_time=2021-04-15 04:00:24.989060, cost_time=0:00:19.345282 2021-04-15 03:58:44,329 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0089, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:40.343100, arrival_time=2021-04-15 04:00:24.672019, cost_time=0:00:25.728994 2021-04-15 03:58:50,722 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0088, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:33.796970, arrival_time=2021-04-15 04:00:24.518955, cost_time=0:00:32.122234 2021-04-15 03:58:57,116 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.28ms, fps=400 images/s, loss=0.0087, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:27.304928, arrival_time=2021-04-15 04:00:24.421539, cost_time=0:00:38.516870 2021-04-15 03:59:03,505 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0087, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:20.830638, arrival_time=2021-04-15 04:00:24.336295, cost_time=0:00:44.905919 2021-04-15 03:59:09,895 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.378156, arrival_time=2021-04-15 04:00:24.273252, cost_time=0:00:51.295289 2021-04-15 03:59:16,289 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0084, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.945894, arrival_time=2021-04-15 04:00:24.235612, cost_time=0:00:57.689943 2021-04-15 03:59:22,675 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0083, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:01.513056, arrival_time=2021-04-15 04:00:24.188902, cost_time=0:01:04.076104 2021-04-15 03:59:29,065 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0083, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:55.091600, arrival_time=2021-04-15 04:00:24.157349, cost_time=0:01:10.466006 2021-04-15 03:59:35,462 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.679824, arrival_time=2021-04-15 04:00:24.142461, cost_time=0:01:16.862896 2021-04-15 03:59:41,855 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=2.07ms, fps=401 images/s, loss=0.0083, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.268050, arrival_time=2021-04-15 04:00:24.123085, cost_time=0:01:23.255208 2021-04-15 03:59:48,248 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0083, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.859376, arrival_time=2021-04-15 04:00:24.107570, cost_time=0:01:29.648440 2021-04-15 03:59:54,639 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0083, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.452144, arrival_time=2021-04-15 04:00:24.091456, cost_time=0:01:36.039568 2021-04-15 04:00:01,033 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.047668, arrival_time=2021-04-15 04:00:24.081463, cost_time=0:01:42.434048 2021-04-15 04:00:07,424 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0083, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.643848, arrival_time=2021-04-15 04:00:24.068702, cost_time=0:01:48.825105 2021-04-15 04:00:13,817 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0084, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.241536, arrival_time=2021-04-15 04:00:24.058653, cost_time=0:01:55.217285 2021-04-15 04:00:20,215 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.29ms, fps=400 images/s, loss=0.0084, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.840492, arrival_time=2021-04-15 04:00:24.055826, cost_time=0:02:01.615576 2021-04-15 04:00:23,600 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.20ms, fps=402 images/s, loss=0.0084, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:23.600028, cost_time=0:02:05.000288 2021-04-15 04:00:25,915 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.41ms, fps=1106 images/s, loss=0.9499, top1-acc=76.72%, top5-acc=93.44%, remaining_time=0:00:06.941730, arrival_time=2021-04-15 04:00:32.857568, cost_time=0:00:02.313907 2021-04-15 04:00:28,116 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.51ms, fps=1163 images/s, loss=1.0115, top1-acc=75.61%, top5-acc=92.93%, remaining_time=0:00:04.514840, arrival_time=2021-04-15 04:00:32.631612, cost_time=0:00:04.514844 2021-04-15 04:00:30,317 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.41ms, fps=1164 images/s, loss=1.0313, top1-acc=75.39%, top5-acc=92.94%, remaining_time=0:00:02.238480, arrival_time=2021-04-15 04:00:32.555846, cost_time=0:00:06.715427 2021-04-15 04:00:32,314 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=1.34ms, fps=1162 images/s, loss=1.0092, top1-acc=75.66%, top5-acc=93.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:32.314322, cost_time=0:00:08.712425 2021-04-15 04:00:33,643 INFO : Epoch=0150 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:53:10.969000, arrival_time=2021-04-15 05:53:44.612288, cost_time=5:39:32.907003 2021-04-15 04:00:33,644 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 04:00:40,235 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.43ms, fps=388 images/s, loss=0.0081, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:02.584788, arrival_time=2021-04-15 04:02:42.819929, cost_time=0:00:06.590578 2021-04-15 04:00:46,623 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0089, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:54.218544, arrival_time=2021-04-15 04:02:40.842496, cost_time=0:00:12.979371 2021-04-15 04:00:53,012 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:47.167774, arrival_time=2021-04-15 04:02:40.180143, cost_time=0:00:19.367674 2021-04-15 04:00:59,407 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0082, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.476636, arrival_time=2021-04-15 04:02:39.884459, cost_time=0:00:25.763251 2021-04-15 04:01:05,797 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0082, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.885154, arrival_time=2021-04-15 04:02:39.682195, cost_time=0:00:32.152460 2021-04-15 04:01:12,189 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:27.368304, arrival_time=2021-04-15 04:02:39.557723, cost_time=0:00:38.544838 2021-04-15 04:01:18,574 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:20.874486, arrival_time=2021-04-15 04:02:39.449340, cost_time=0:00:44.930276 2021-04-15 04:01:24,962 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0080, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:14.410520, arrival_time=2021-04-15 04:02:39.372802, cost_time=0:00:51.317631 2021-04-15 04:01:31,358 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.974408, arrival_time=2021-04-15 04:02:39.333118, cost_time=0:00:57.714124 2021-04-15 04:01:37,752 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.543200, arrival_time=2021-04-15 04:02:39.295261, cost_time=0:01:04.107476 2021-04-15 04:01:44,148 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.120926, arrival_time=2021-04-15 04:02:39.268966, cost_time=0:01:10.503462 2021-04-15 04:01:50,540 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.700496, arrival_time=2021-04-15 04:02:39.240624, cost_time=0:01:16.895543 2021-04-15 04:01:56,937 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0077, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.286860, arrival_time=2021-04-15 04:02:39.223884, cost_time=0:01:23.292357 2021-04-15 04:02:03,329 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.874048, arrival_time=2021-04-15 04:02:39.203785, cost_time=0:01:29.685145 2021-04-15 04:02:09,728 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.465760, arrival_time=2021-04-15 04:02:39.194399, cost_time=0:01:36.084057 2021-04-15 04:02:16,125 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.058144, arrival_time=2021-04-15 04:02:39.183442, cost_time=0:01:42.480720 2021-04-15 04:02:22,520 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.651648, arrival_time=2021-04-15 04:02:39.172329, cost_time=0:01:48.876108 2021-04-15 04:02:28,920 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.246752, arrival_time=2021-04-15 04:02:39.167431, cost_time=0:01:55.276006 2021-04-15 04:02:35,316 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.24ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.842268, arrival_time=2021-04-15 04:02:39.158660, cost_time=0:02:01.671803 2021-04-15 04:02:38,705 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:38.705921, cost_time=0:02:05.061340 2021-04-15 04:02:41,021 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.27ms, fps=1107 images/s, loss=0.9766, top1-acc=76.33%, top5-acc=93.16%, remaining_time=0:00:06.940050, arrival_time=2021-04-15 04:02:47.961185, cost_time=0:00:02.313352 2021-04-15 04:02:43,217 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.27ms, fps=1166 images/s, loss=0.9979, top1-acc=75.45%, top5-acc=92.68%, remaining_time=0:00:04.509200, arrival_time=2021-04-15 04:02:47.726171, cost_time=0:00:04.509195 2021-04-15 04:02:45,416 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.9850, top1-acc=75.66%, top5-acc=93.03%, remaining_time=0:00:02.236110, arrival_time=2021-04-15 04:02:47.652199, cost_time=0:00:06.708319 2021-04-15 04:02:47,415 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=1.20ms, fps=1161 images/s, loss=1.0009, top1-acc=75.63%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:47.415093, cost_time=0:00:08.707349 2021-04-15 04:02:48,740 INFO : Epoch=0151 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:50:54.915204, arrival_time=2021-04-15 05:53:43.655445, cost_time=5:41:48.003955 2021-04-15 04:02:48,741 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 04:02:55,306 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.39ms, fps=390 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.096352, arrival_time=2021-04-15 04:04:57.402458, cost_time=0:00:06.564317 2021-04-15 04:03:01,699 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:54.023536, arrival_time=2021-04-15 04:04:55.722540, cost_time=0:00:12.957216 2021-04-15 04:03:08,097 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:47.098386, arrival_time=2021-04-15 04:04:55.195319, cost_time=0:00:19.355142 2021-04-15 04:03:14,482 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0072, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.389588, arrival_time=2021-04-15 04:04:54.872389, cost_time=0:00:25.740920 2021-04-15 04:03:20,880 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:33.845004, arrival_time=2021-04-15 04:04:54.725398, cost_time=0:00:32.138687 2021-04-15 04:03:27,275 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:27.343688, arrival_time=2021-04-15 04:04:54.619373, cost_time=0:00:38.533985 2021-04-15 04:03:33,673 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:20.877006, arrival_time=2021-04-15 04:04:54.550367, cost_time=0:00:44.931666 2021-04-15 04:03:40,069 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0072, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.424904, arrival_time=2021-04-15 04:04:54.494218, cost_time=0:00:51.327539 2021-04-15 04:03:46,466 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0073, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.987022, arrival_time=2021-04-15 04:04:54.453548, cost_time=0:00:57.724825 2021-04-15 04:03:52,860 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0072, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.553664, arrival_time=2021-04-15 04:04:54.413761, cost_time=0:01:04.118403 2021-04-15 04:03:59,249 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0072, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.124366, arrival_time=2021-04-15 04:04:54.373916, cost_time=0:01:10.507861 2021-04-15 04:04:05,642 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0074, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.703536, arrival_time=2021-04-15 04:04:54.345539, cost_time=0:01:16.900309 2021-04-15 04:04:12,033 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0073, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.286464, arrival_time=2021-04-15 04:04:54.319702, cost_time=0:01:23.291457 2021-04-15 04:04:18,426 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.873712, arrival_time=2021-04-15 04:04:54.299670, cost_time=0:01:29.684246 2021-04-15 04:04:24,823 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.464932, arrival_time=2021-04-15 04:04:54.287926, cost_time=0:01:36.081298 2021-04-15 04:04:31,219 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.057424, arrival_time=2021-04-15 04:04:54.276538, cost_time=0:01:42.477414 2021-04-15 04:04:37,607 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.650140, arrival_time=2021-04-15 04:04:54.258078, cost_time=0:01:48.866244 2021-04-15 04:04:44,006 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.245760, arrival_time=2021-04-15 04:04:54.252414, cost_time=0:01:55.264863 2021-04-15 04:04:50,398 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.841788, arrival_time=2021-04-15 04:04:54.240200, cost_time=0:02:01.656701 2021-04-15 04:04:53,789 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:53.789725, cost_time=0:02:05.048048 2021-04-15 04:04:56,106 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.30ms, fps=1106 images/s, loss=0.9869, top1-acc=75.70%, top5-acc=93.79%, remaining_time=0:00:06.944580, arrival_time=2021-04-15 04:05:03.050834, cost_time=0:00:02.314862 2021-04-15 04:04:58,305 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.9829, top1-acc=76.11%, top5-acc=93.52%, remaining_time=0:00:04.513680, arrival_time=2021-04-15 04:05:02.818729, cost_time=0:00:04.513670 2021-04-15 04:05:00,504 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=0.9878, top1-acc=75.69%, top5-acc=93.18%, remaining_time=0:00:02.237540, arrival_time=2021-04-15 04:05:02.741561, cost_time=0:00:06.712633 2021-04-15 04:05:02,497 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=1.10ms, fps=1164 images/s, loss=0.9690, top1-acc=75.80%, top5-acc=93.22%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:02.497009, cost_time=0:00:08.705647 2021-04-15 04:05:03,893 INFO : Epoch=0152 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:48:38.891856, arrival_time=2021-04-15 05:53:42.785696, cost_time=5:44:03.157554 2021-04-15 04:05:03,895 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 04:05:10,495 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.33ms, fps=388 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.757396, arrival_time=2021-04-15 04:07:13.252374, cost_time=0:00:06.599860 2021-04-15 04:05:16,885 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:54.314112, arrival_time=2021-04-15 04:07:11.199557, cost_time=0:00:12.990238 2021-04-15 04:05:23,271 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:47.216744, arrival_time=2021-04-15 04:07:10.488415, cost_time=0:00:19.376508 2021-04-15 04:05:29,663 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.498008, arrival_time=2021-04-15 04:07:10.161854, cost_time=0:00:25.768723 2021-04-15 04:05:36,059 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:33.921362, arrival_time=2021-04-15 04:07:09.981303, cost_time=0:00:32.164826 2021-04-15 04:05:42,445 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:27.381496, arrival_time=2021-04-15 04:07:09.827243, cost_time=0:00:38.550633 2021-04-15 04:05:48,833 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:20.889480, arrival_time=2021-04-15 04:07:09.723223, cost_time=0:00:44.938633 2021-04-15 04:05:55,220 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0067, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:14.420960, arrival_time=2021-04-15 04:07:09.640941, cost_time=0:00:51.324777 2021-04-15 04:06:01,615 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0067, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.981616, arrival_time=2021-04-15 04:07:09.597020, cost_time=0:00:57.720275 2021-04-15 04:06:08,005 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.545600, arrival_time=2021-04-15 04:07:09.550664, cost_time=0:01:04.109954 2021-04-15 04:06:14,398 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.120840, arrival_time=2021-04-15 04:07:09.519366, cost_time=0:01:10.503407 2021-04-15 04:06:20,789 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:48.699584, arrival_time=2021-04-15 04:07:09.488772, cost_time=0:01:16.894069 2021-04-15 04:06:27,179 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.282768, arrival_time=2021-04-15 04:07:09.462214, cost_time=0:01:23.284237 2021-04-15 04:06:33,566 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.70ms, fps=401 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.868672, arrival_time=2021-04-15 04:07:09.435522, cost_time=0:01:29.671733 2021-04-15 04:06:39,963 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.460884, arrival_time=2021-04-15 04:07:09.424135, cost_time=0:01:36.068122 2021-04-15 04:06:46,356 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.053716, arrival_time=2021-04-15 04:07:09.409781, cost_time=0:01:42.460946 2021-04-15 04:06:52,746 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0070, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.647800, arrival_time=2021-04-15 04:07:09.394064, cost_time=0:01:48.850948 2021-04-15 04:06:59,135 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0070, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.243552, arrival_time=2021-04-15 04:07:09.378612, cost_time=0:01:55.239935 2021-04-15 04:07:05,523 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0071, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.840900, arrival_time=2021-04-15 04:07:09.364663, cost_time=0:02:01.628567 2021-04-15 04:07:08,917 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0072, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:08.917384, cost_time=0:02:05.022274 2021-04-15 04:07:11,239 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=2.05ms, fps=1103 images/s, loss=0.9709, top1-acc=75.70%, top5-acc=93.67%, remaining_time=0:00:06.960030, arrival_time=2021-04-15 04:07:18.199389, cost_time=0:00:02.320014 2021-04-15 04:07:13,438 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.28ms, fps=1164 images/s, loss=1.0029, top1-acc=75.68%, top5-acc=93.30%, remaining_time=0:00:04.519300, arrival_time=2021-04-15 04:07:17.957862, cost_time=0:00:04.519295 2021-04-15 04:07:15,637 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.29ms, fps=1164 images/s, loss=1.0055, top1-acc=75.62%, top5-acc=93.02%, remaining_time=0:00:02.239430, arrival_time=2021-04-15 04:07:17.876996, cost_time=0:00:06.718298 2021-04-15 04:07:17,630 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=1.17ms, fps=1164 images/s, loss=0.9687, top1-acc=75.99%, top5-acc=93.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:17.630236, cost_time=0:00:08.710997 2021-04-15 04:07:19,072 INFO : Epoch=0153 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:46:22.887499, arrival_time=2021-04-15 05:53:41.959795, cost_time=5:46:18.335962 2021-04-15 04:07:19,073 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 04:07:25,684 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.33ms, fps=387 images/s, loss=0.0104, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:02:02.958834, arrival_time=2021-04-15 04:09:28.643583, cost_time=0:00:06.610686 2021-04-15 04:07:32,076 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=2.08ms, fps=401 images/s, loss=0.0095, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:54.423408, arrival_time=2021-04-15 04:09:26.500013, cost_time=0:00:13.002659 2021-04-15 04:07:38,465 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0094, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:47.301072, arrival_time=2021-04-15 04:09:25.766720, cost_time=0:00:19.391751 2021-04-15 04:07:44,858 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0087, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.558536, arrival_time=2021-04-15 04:09:25.416697, cost_time=0:00:25.784228 2021-04-15 04:07:51,255 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:33.971440, arrival_time=2021-04-15 04:09:25.227275, cost_time=0:00:32.181975 2021-04-15 04:07:57,650 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:27.440520, arrival_time=2021-04-15 04:09:25.091036, cost_time=0:00:38.576672 2021-04-15 04:08:04,036 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:20.932320, arrival_time=2021-04-15 04:09:24.968535, cost_time=0:00:44.962370 2021-04-15 04:08:10,424 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:14.457732, arrival_time=2021-04-15 04:09:24.881827, cost_time=0:00:51.350167 2021-04-15 04:08:16,816 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0082, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:08.007798, arrival_time=2021-04-15 04:09:24.824130, cost_time=0:00:57.742478 2021-04-15 04:08:23,197 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.558752, arrival_time=2021-04-15 04:09:24.756305, cost_time=0:01:04.123717 2021-04-15 04:08:29,587 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0081, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:55.129096, arrival_time=2021-04-15 04:09:24.716844, cost_time=0:01:10.513922 2021-04-15 04:08:35,981 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.708248, arrival_time=2021-04-15 04:09:24.689827, cost_time=0:01:16.907737 2021-04-15 04:08:42,373 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.290556, arrival_time=2021-04-15 04:09:24.664003, cost_time=0:01:23.299520 2021-04-15 04:08:48,761 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.875224, arrival_time=2021-04-15 04:09:24.637115, cost_time=0:01:29.688044 2021-04-15 04:08:55,147 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0079, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.462586, arrival_time=2021-04-15 04:09:24.610145, cost_time=0:01:36.073717 2021-04-15 04:09:01,536 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.054004, arrival_time=2021-04-15 04:09:24.590138, cost_time=0:01:42.462287 2021-04-15 04:09:07,928 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.648372, arrival_time=2021-04-15 04:09:24.577012, cost_time=0:01:48.854793 2021-04-15 04:09:14,322 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.76ms, fps=400 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.244288, arrival_time=2021-04-15 04:09:24.566495, cost_time=0:01:55.248262 2021-04-15 04:09:20,715 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0077, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.841314, arrival_time=2021-04-15 04:09:24.556829, cost_time=0:02:01.641675 2021-04-15 04:09:24,107 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.24ms, fps=401 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:24.107664, cost_time=0:02:05.033827 2021-04-15 04:09:26,430 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.31ms, fps=1103 images/s, loss=1.0206, top1-acc=75.66%, top5-acc=92.58%, remaining_time=0:00:06.963570, arrival_time=2021-04-15 04:09:33.394124, cost_time=0:00:02.321187 2021-04-15 04:09:28,626 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.9853, top1-acc=76.46%, top5-acc=93.05%, remaining_time=0:00:04.517520, arrival_time=2021-04-15 04:09:33.144405, cost_time=0:00:04.517525 2021-04-15 04:09:30,823 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.27ms, fps=1166 images/s, loss=0.9728, top1-acc=76.37%, top5-acc=93.20%, remaining_time=0:00:02.238070, arrival_time=2021-04-15 04:09:33.061649, cost_time=0:00:06.714222 2021-04-15 04:09:32,820 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=1.17ms, fps=1162 images/s, loss=0.9728, top1-acc=76.08%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:32.820324, cost_time=0:00:08.710987 2021-04-15 04:09:34,396 INFO : Epoch=0154 complete, best val top1-acc=76.09%, top5-acc=93.19% (epoch=149), remaining_time=1:44:06.937540, arrival_time=2021-04-15 05:53:41.334296, cost_time=5:48:33.660432 2021-04-15 04:09:34,398 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 04:09:41,013 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.58ms, fps=387 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:03.040860, arrival_time=2021-04-15 04:11:44.054388, cost_time=0:00:06.615096 2021-04-15 04:09:47,404 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:54.454208, arrival_time=2021-04-15 04:11:41.858844, cost_time=0:00:13.006157 2021-04-15 04:09:53,790 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:47.300906, arrival_time=2021-04-15 04:11:41.090989, cost_time=0:00:19.391738 2021-04-15 04:10:00,181 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:40.553388, arrival_time=2021-04-15 04:11:40.734769, cost_time=0:00:25.782904 2021-04-15 04:10:06,572 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:33.948956, arrival_time=2021-04-15 04:11:40.521589, cost_time=0:00:32.174285 2021-04-15 04:10:12,963 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:27.413456, arrival_time=2021-04-15 04:11:40.376566, cost_time=0:00:38.564763 2021-04-15 04:10:19,355 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.922492, arrival_time=2021-04-15 04:11:40.277783, cost_time=0:00:44.956939 2021-04-15 04:10:25,747 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.456572, arrival_time=2021-04-15 04:11:40.204334, cost_time=0:00:51.349325 2021-04-15 04:10:32,133 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.999212, arrival_time=2021-04-15 04:11:40.132725, cost_time=0:00:57.735166 2021-04-15 04:10:38,526 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.562592, arrival_time=2021-04-15 04:11:40.088677, cost_time=0:01:04.127742 2021-04-15 04:10:44,922 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.136664, arrival_time=2021-04-15 04:11:40.058682, cost_time=0:01:10.523670 2021-04-15 04:10:51,316 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.714708, arrival_time=2021-04-15 04:11:40.031217, cost_time=0:01:16.917973 2021-04-15 04:10:57,708 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.296034, arrival_time=2021-04-15 04:11:40.004733, cost_time=0:01:23.310353 2021-04-15 04:11:04,095 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.878640, arrival_time=2021-04-15 04:11:39.973655, cost_time=0:01:29.696658 2021-04-15 04:11:10,486 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.466956, arrival_time=2021-04-15 04:11:39.953204, cost_time=0:01:36.087902 2021-04-15 04:11:16,879 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.058216, arrival_time=2021-04-15 04:11:39.937536, cost_time=0:01:42.480971 2021-04-15 04:11:23,272 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.651336, arrival_time=2021-04-15 04:11:39.923820, cost_time=0:01:48.874126 2021-04-15 04:11:29,669 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.246272, arrival_time=2021-04-15 04:11:39.915252, cost_time=0:01:55.270562 2021-04-15 04:11:36,057 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.841866, arrival_time=2021-04-15 04:11:39.899407, cost_time=0:02:01.659173 2021-04-15 04:11:39,450 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:39.450831, cost_time=0:02:05.052437 2021-04-15 04:11:41,783 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.35ms, fps=1099 images/s, loss=0.9548, top1-acc=77.03%, top5-acc=92.89%, remaining_time=0:00:06.990360, arrival_time=2021-04-15 04:11:48.773507, cost_time=0:00:02.330124 2021-04-15 04:11:43,982 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.9613, top1-acc=76.68%, top5-acc=93.03%, remaining_time=0:00:04.529200, arrival_time=2021-04-15 04:11:48.511423, cost_time=0:00:04.529207 2021-04-15 04:11:46,182 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.9619, top1-acc=76.59%, top5-acc=93.15%, remaining_time=0:00:02.243280, arrival_time=2021-04-15 04:11:48.426137, cost_time=0:00:06.729837 2021-04-15 04:11:48,178 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=1.16ms, fps=1163 images/s, loss=1.0012, top1-acc=76.24%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:48.178207, cost_time=0:00:08.725221 2021-04-15 04:11:50,887 INFO : Epoch=0155 complete, best val top1-acc=76.24%, top5-acc=93.21% (epoch=155), remaining_time=1:41:51.334080, arrival_time=2021-04-15 05:53:42.221141, cost_time=5:50:50.150757 2021-04-15 04:11:50,888 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 04:11:57,470 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.44ms, fps=389 images/s, loss=0.0065, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.407716, arrival_time=2021-04-15 04:13:59.877757, cost_time=0:00:06.581060 2021-04-15 04:12:03,859 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:54.140400, arrival_time=2021-04-15 04:13:57.999806, cost_time=0:00:12.970492 2021-04-15 04:12:10,249 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:47.131586, arrival_time=2021-04-15 04:13:57.381488, cost_time=0:00:19.361133 2021-04-15 04:12:16,640 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.430772, arrival_time=2021-04-15 04:13:57.071229, cost_time=0:00:25.751475 2021-04-15 04:12:23,030 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.854786, arrival_time=2021-04-15 04:13:56.885600, cost_time=0:00:32.142043 2021-04-15 04:12:29,423 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.344912, arrival_time=2021-04-15 04:13:56.768171, cost_time=0:00:38.534492 2021-04-15 04:12:35,811 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.861760, arrival_time=2021-04-15 04:13:56.673702, cost_time=0:00:44.923182 2021-04-15 04:12:42,205 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.409244, arrival_time=2021-04-15 04:13:56.614827, cost_time=0:00:51.316732 2021-04-15 04:12:48,596 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.966246, arrival_time=2021-04-15 04:13:56.562243, cost_time=0:00:57.707223 2021-04-15 04:12:54,986 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.534176, arrival_time=2021-04-15 04:13:56.521040, cost_time=0:01:04.098102 2021-04-15 04:13:01,380 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.112068, arrival_time=2021-04-15 04:13:56.493020, cost_time=0:01:10.492189 2021-04-15 04:13:07,774 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.57ms, fps=400 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.694264, arrival_time=2021-04-15 04:13:56.468696, cost_time=0:01:16.885666 2021-04-15 04:13:14,172 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.53ms, fps=400 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.282240, arrival_time=2021-04-15 04:13:56.454292, cost_time=0:01:23.283221 2021-04-15 04:13:20,564 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.870072, arrival_time=2021-04-15 04:13:56.434068, cost_time=0:01:29.675217 2021-04-15 04:13:26,954 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.59ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.460286, arrival_time=2021-04-15 04:13:56.415183, cost_time=0:01:36.066132 2021-04-15 04:13:33,345 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.052672, arrival_time=2021-04-15 04:13:56.397774, cost_time=0:01:42.456336 2021-04-15 04:13:39,746 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.648788, arrival_time=2021-04-15 04:13:56.395024, cost_time=0:01:48.857469 2021-04-15 04:13:46,141 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.244656, arrival_time=2021-04-15 04:13:56.385963, cost_time=0:01:55.252399 2021-04-15 04:13:52,535 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.27ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.841476, arrival_time=2021-04-15 04:13:56.376976, cost_time=0:02:01.646734 2021-04-15 04:13:55,924 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:55.924409, cost_time=0:02:05.035636 2021-04-15 04:13:58,263 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.30ms, fps=1095 images/s, loss=1.0349, top1-acc=75.20%, top5-acc=92.34%, remaining_time=0:00:07.011390, arrival_time=2021-04-15 04:14:05.274746, cost_time=0:00:02.337130 2021-04-15 04:14:00,469 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.25ms, fps=1160 images/s, loss=0.9877, top1-acc=76.35%, top5-acc=92.89%, remaining_time=0:00:04.543600, arrival_time=2021-04-15 04:14:05.013415, cost_time=0:00:04.543596 2021-04-15 04:14:02,666 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.9868, top1-acc=76.13%, top5-acc=92.99%, remaining_time=0:00:02.246760, arrival_time=2021-04-15 04:14:04.913262, cost_time=0:00:06.740279 2021-04-15 04:14:04,661 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=1.18ms, fps=1163 images/s, loss=0.9945, top1-acc=76.16%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:04.661825, cost_time=0:00:08.735636 2021-04-15 04:14:06,030 INFO : Epoch=0156 complete, best val top1-acc=76.24%, top5-acc=93.21% (epoch=155), remaining_time=1:39:35.339348, arrival_time=2021-04-15 05:53:41.369702, cost_time=5:53:05.294018 2021-04-15 04:14:06,032 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 04:14:12,591 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.48ms, fps=390 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:01.989216, arrival_time=2021-04-15 04:16:14.580706, cost_time=0:00:06.558562 2021-04-15 04:14:18,984 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:53.972320, arrival_time=2021-04-15 04:16:12.956649, cost_time=0:00:12.951391 2021-04-15 04:14:25,379 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.60ms, fps=400 images/s, loss=0.0076, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:47.050744, arrival_time=2021-04-15 04:16:12.430079, cost_time=0:00:19.346522 2021-04-15 04:14:31,767 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=2.26ms, fps=401 images/s, loss=0.0075, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.362912, arrival_time=2021-04-15 04:16:12.129875, cost_time=0:00:25.734071 2021-04-15 04:14:38,155 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0075, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.798722, arrival_time=2021-04-15 04:16:11.954419, cost_time=0:00:32.122868 2021-04-15 04:14:44,542 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.288744, arrival_time=2021-04-15 04:16:11.831282, cost_time=0:00:38.509735 2021-04-15 04:14:50,930 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:20.815014, arrival_time=2021-04-15 04:16:11.745020, cost_time=0:00:44.897196 2021-04-15 04:14:57,320 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:14.367368, arrival_time=2021-04-15 04:16:11.688096, cost_time=0:00:51.287833 2021-04-15 04:15:03,713 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0073, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.934446, arrival_time=2021-04-15 04:16:11.647461, cost_time=0:00:57.680199 2021-04-15 04:15:10,105 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0073, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.510176, arrival_time=2021-04-15 04:16:11.616109, cost_time=0:01:04.073125 2021-04-15 04:15:16,495 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.088848, arrival_time=2021-04-15 04:16:11.584144, cost_time=0:01:10.462487 2021-04-15 04:15:22,886 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.673896, arrival_time=2021-04-15 04:16:11.560188, cost_time=0:01:16.853476 2021-04-15 04:15:29,279 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.263430, arrival_time=2021-04-15 04:16:11.542505, cost_time=0:01:23.246173 2021-04-15 04:15:35,680 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0073, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.859152, arrival_time=2021-04-15 04:16:11.539920, cost_time=0:01:29.647949 2021-04-15 04:15:42,071 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.451730, arrival_time=2021-04-15 04:16:11.522746, cost_time=0:01:36.038205 2021-04-15 04:15:48,467 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.047848, arrival_time=2021-04-15 04:16:11.515460, cost_time=0:01:42.434804 2021-04-15 04:15:54,864 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0073, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.644888, arrival_time=2021-04-15 04:16:11.509617, cost_time=0:01:48.831920 2021-04-15 04:16:01,258 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.242240, arrival_time=2021-04-15 04:16:11.500319, cost_time=0:01:55.225272 2021-04-15 04:16:07,647 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.840456, arrival_time=2021-04-15 04:16:11.487772, cost_time=0:02:01.614427 2021-04-15 04:16:11,039 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:11.039336, cost_time=0:02:05.006529 2021-04-15 04:16:13,363 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.42ms, fps=1102 images/s, loss=0.9821, top1-acc=76.64%, top5-acc=93.28%, remaining_time=0:00:06.966900, arrival_time=2021-04-15 04:16:20.330351, cost_time=0:00:02.322302 2021-04-15 04:16:15,562 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.9767, top1-acc=76.82%, top5-acc=93.26%, remaining_time=0:00:04.521400, arrival_time=2021-04-15 04:16:20.083950, cost_time=0:00:04.521407 2021-04-15 04:16:17,761 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.9860, top1-acc=76.58%, top5-acc=93.11%, remaining_time=0:00:02.240230, arrival_time=2021-04-15 04:16:20.002053, cost_time=0:00:06.720676 2021-04-15 04:16:19,761 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=1.18ms, fps=1160 images/s, loss=0.9811, top1-acc=76.55%, top5-acc=93.33%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:19.761831, cost_time=0:00:08.720714 2021-04-15 04:16:22,488 INFO : Epoch=0157 complete, best val top1-acc=76.55%, top5-acc=93.33% (epoch=157), remaining_time=1:37:19.715491, arrival_time=2021-04-15 05:53:42.203647, cost_time=5:55:21.751854 2021-04-15 04:16:22,489 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 04:16:29,024 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.37ms, fps=392 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:02:01.547652, arrival_time=2021-04-15 04:18:30.571925, cost_time=0:00:06.534818 2021-04-15 04:16:35,411 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:53.716240, arrival_time=2021-04-15 04:18:29.127991, cost_time=0:00:12.922291 2021-04-15 04:16:41,802 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0070, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:46.864990, arrival_time=2021-04-15 04:18:28.667459, cost_time=0:00:19.312948 2021-04-15 04:16:48,183 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0069, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.206288, arrival_time=2021-04-15 04:18:28.389680, cost_time=0:00:25.693926 2021-04-15 04:16:54,578 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.699880, arrival_time=2021-04-15 04:18:28.278343, cost_time=0:00:32.089009 2021-04-15 04:17:00,973 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:27.230400, arrival_time=2021-04-15 04:18:28.203852, cost_time=0:00:38.483997 2021-04-15 04:17:07,370 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:20.785152, arrival_time=2021-04-15 04:18:28.155249, cost_time=0:00:44.880647 2021-04-15 04:17:13,765 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:14.350548, arrival_time=2021-04-15 04:18:28.116364, cost_time=0:00:51.276270 2021-04-15 04:17:20,161 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.925118, arrival_time=2021-04-15 04:18:28.086892, cost_time=0:00:57.672310 2021-04-15 04:17:26,545 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.493760, arrival_time=2021-04-15 04:18:28.039246, cost_time=0:01:04.056032 2021-04-15 04:17:32,935 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.075776, arrival_time=2021-04-15 04:18:28.011031, cost_time=0:01:10.445806 2021-04-15 04:17:39,327 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.664320, arrival_time=2021-04-15 04:18:27.992160, cost_time=0:01:16.838389 2021-04-15 04:17:45,717 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.93ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.254124, arrival_time=2021-04-15 04:18:27.971530, cost_time=0:01:23.227867 2021-04-15 04:17:52,109 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.848120, arrival_time=2021-04-15 04:18:27.957884, cost_time=0:01:29.620309 2021-04-15 04:17:58,507 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.445382, arrival_time=2021-04-15 04:18:27.952407, cost_time=0:01:36.017560 2021-04-15 04:18:04,899 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.042232, arrival_time=2021-04-15 04:18:27.941682, cost_time=0:01:42.409999 2021-04-15 04:18:11,291 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.640312, arrival_time=2021-04-15 04:18:27.931788, cost_time=0:01:48.802024 2021-04-15 04:18:17,680 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.239200, arrival_time=2021-04-15 04:18:27.919616, cost_time=0:01:55.190970 2021-04-15 04:18:24,073 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.21ms, fps=400 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.839502, arrival_time=2021-04-15 04:18:27.913308, cost_time=0:02:01.584284 2021-04-15 04:18:27,466 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:27.466329, cost_time=0:02:04.976865 2021-04-15 04:18:29,777 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.29ms, fps=1109 images/s, loss=0.9701, top1-acc=76.45%, top5-acc=93.40%, remaining_time=0:00:06.928200, arrival_time=2021-04-15 04:18:36.705718, cost_time=0:00:02.309395 2021-04-15 04:18:31,987 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.9706, top1-acc=76.54%, top5-acc=93.38%, remaining_time=0:00:04.519120, arrival_time=2021-04-15 04:18:36.506365, cost_time=0:00:04.519112 2021-04-15 04:18:34,190 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=2.31ms, fps=1162 images/s, loss=0.9863, top1-acc=76.16%, top5-acc=93.28%, remaining_time=0:00:02.240670, arrival_time=2021-04-15 04:18:36.430916, cost_time=0:00:06.722012 2021-04-15 04:18:36,186 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.9645, top1-acc=76.57%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:36.186503, cost_time=0:00:08.718299 2021-04-15 04:18:38,936 INFO : Epoch=0158 complete, best val top1-acc=76.57%, top5-acc=93.43% (epoch=158), remaining_time=1:35:04.078590, arrival_time=2021-04-15 05:53:43.015296, cost_time=5:57:38.200400 2021-04-15 04:18:38,938 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 04:18:45,508 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.39ms, fps=390 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.200512, arrival_time=2021-04-15 04:20:47.708669, cost_time=0:00:06.569916 2021-04-15 04:18:51,908 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:54.133184, arrival_time=2021-04-15 04:20:46.041100, cost_time=0:00:12.969678 2021-04-15 04:18:58,293 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.101042, arrival_time=2021-04-15 04:20:45.394771, cost_time=0:00:19.355611 2021-04-15 04:19:04,675 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.374924, arrival_time=2021-04-15 04:20:45.050288, cost_time=0:00:25.737162 2021-04-15 04:19:11,061 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.799452, arrival_time=2021-04-15 04:20:44.860698, cost_time=0:00:32.123119 2021-04-15 04:19:17,443 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.278272, arrival_time=2021-04-15 04:20:44.721547, cost_time=0:00:38.505145 2021-04-15 04:19:23,824 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.794728, arrival_time=2021-04-15 04:20:44.618830, cost_time=0:00:44.885984 2021-04-15 04:19:30,213 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.349388, arrival_time=2021-04-15 04:20:44.563040, cost_time=0:00:51.275451 2021-04-15 04:19:36,604 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.918016, arrival_time=2021-04-15 04:20:44.522406, cost_time=0:00:57.666261 2021-04-15 04:19:42,994 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.494336, arrival_time=2021-04-15 04:20:44.489098, cost_time=0:01:04.056639 2021-04-15 04:19:49,388 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.079044, arrival_time=2021-04-15 04:20:44.467141, cost_time=0:01:10.449978 2021-04-15 04:19:55,780 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.666904, arrival_time=2021-04-15 04:20:44.447475, cost_time=0:01:16.842452 2021-04-15 04:20:02,174 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.63ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.258546, arrival_time=2021-04-15 04:20:44.433238, cost_time=0:01:23.236478 2021-04-15 04:20:08,559 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.848624, arrival_time=2021-04-15 04:20:44.408254, cost_time=0:01:29.621520 2021-04-15 04:20:14,957 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.445842, arrival_time=2021-04-15 04:20:44.403038, cost_time=0:01:36.019088 2021-04-15 04:20:21,343 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.041116, arrival_time=2021-04-15 04:20:44.384181, cost_time=0:01:42.404950 2021-04-15 04:20:27,728 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.638492, arrival_time=2021-04-15 04:20:44.366684, cost_time=0:01:48.790073 2021-04-15 04:20:34,119 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.60ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.238320, arrival_time=2021-04-15 04:20:44.357583, cost_time=0:01:55.181051 2021-04-15 04:20:40,506 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.838992, arrival_time=2021-04-15 04:20:44.345247, cost_time=0:02:01.568140 2021-04-15 04:20:43,895 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:43.895645, cost_time=0:02:04.957532 2021-04-15 04:20:46,213 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.46ms, fps=1105 images/s, loss=0.9147, top1-acc=78.24%, top5-acc=94.02%, remaining_time=0:00:06.947850, arrival_time=2021-04-15 04:20:53.161245, cost_time=0:00:02.315951 2021-04-15 04:20:48,412 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.9886, top1-acc=76.09%, top5-acc=93.26%, remaining_time=0:00:04.514960, arrival_time=2021-04-15 04:20:52.927355, cost_time=0:00:04.514961 2021-04-15 04:20:50,612 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.9711, top1-acc=76.20%, top5-acc=93.42%, remaining_time=0:00:02.238210, arrival_time=2021-04-15 04:20:52.850274, cost_time=0:00:06.714629 2021-04-15 04:20:52,604 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=1.16ms, fps=1164 images/s, loss=0.9652, top1-acc=76.49%, top5-acc=93.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:52.604955, cost_time=0:00:08.707547 2021-04-15 04:20:54,053 INFO : Epoch=0159 complete, best val top1-acc=76.57%, top5-acc=93.43% (epoch=158), remaining_time=1:32:48.088189, arrival_time=2021-04-15 05:53:42.142039, cost_time=5:59:53.317559 2021-04-15 04:20:54,055 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 04:21:00,620 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.50ms, fps=390 images/s, loss=0.0076, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:02.114580, arrival_time=2021-04-15 04:23:02.735036, cost_time=0:00:06.565302 2021-04-15 04:21:07,007 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0077, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:53.981120, arrival_time=2021-04-15 04:23:00.988733, cost_time=0:00:12.952397 2021-04-15 04:21:13,395 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:47.016714, arrival_time=2021-04-15 04:23:00.412242, cost_time=0:00:19.340384 2021-04-15 04:21:19,778 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.320480, arrival_time=2021-04-15 04:23:00.098836, cost_time=0:00:25.723218 2021-04-15 04:21:26,158 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.742512, arrival_time=2021-04-15 04:22:59.901254, cost_time=0:00:32.103609 2021-04-15 04:21:32,551 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:27.258824, arrival_time=2021-04-15 04:22:59.810489, cost_time=0:00:38.496527 2021-04-15 04:21:38,949 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.62ms, fps=400 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:20.809974, arrival_time=2021-04-15 04:22:59.759615, cost_time=0:00:44.894416 2021-04-15 04:21:45,342 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:14.366788, arrival_time=2021-04-15 04:22:59.709360, cost_time=0:00:51.287423 2021-04-15 04:21:51,726 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.924270, arrival_time=2021-04-15 04:22:59.650906, cost_time=0:00:57.671506 2021-04-15 04:21:58,110 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.493472, arrival_time=2021-04-15 04:22:59.604315, cost_time=0:01:04.055703 2021-04-15 04:22:04,511 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.083860, arrival_time=2021-04-15 04:22:59.595059, cost_time=0:01:10.456067 2021-04-15 04:22:10,905 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:48.671616, arrival_time=2021-04-15 04:22:59.576815, cost_time=0:01:16.849881 2021-04-15 04:22:17,303 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.264486, arrival_time=2021-04-15 04:22:59.567807, cost_time=0:01:23.248173 2021-04-15 04:22:23,690 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.854336, arrival_time=2021-04-15 04:22:59.545269, cost_time=0:01:29.635794 2021-04-15 04:22:30,081 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.448142, arrival_time=2021-04-15 04:22:59.529840, cost_time=0:01:36.026561 2021-04-15 04:22:36,475 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.044536, arrival_time=2021-04-15 04:22:59.519860, cost_time=0:01:42.420190 2021-04-15 04:22:42,862 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.641066, arrival_time=2021-04-15 04:22:59.503214, cost_time=0:01:48.806928 2021-04-15 04:22:49,251 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.239680, arrival_time=2021-04-15 04:22:59.491185, cost_time=0:01:55.196358 2021-04-15 04:22:55,642 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0070, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.839592, arrival_time=2021-04-15 04:22:59.481835, cost_time=0:02:01.587108 2021-04-15 04:22:59,032 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:59.032767, cost_time=0:02:04.977627 2021-04-15 04:23:01,351 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.30ms, fps=1105 images/s, loss=0.9940, top1-acc=75.47%, top5-acc=93.24%, remaining_time=0:00:06.950760, arrival_time=2021-04-15 04:23:08.302350, cost_time=0:00:02.316921 2021-04-15 04:23:03,549 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.9774, top1-acc=76.09%, top5-acc=93.44%, remaining_time=0:00:04.514480, arrival_time=2021-04-15 04:23:08.063622, cost_time=0:00:04.514490 2021-04-15 04:23:05,749 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.9703, top1-acc=76.32%, top5-acc=93.50%, remaining_time=0:00:02.238300, arrival_time=2021-04-15 04:23:07.987862, cost_time=0:00:06.714903 2021-04-15 04:23:07,745 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=1.25ms, fps=1162 images/s, loss=0.9562, top1-acc=76.65%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:07.745955, cost_time=0:00:08.711325 2021-04-15 04:23:10,430 INFO : Epoch=0160 complete, best val top1-acc=76.65%, top5-acc=93.43% (epoch=160), remaining_time=1:30:32.423400, arrival_time=2021-04-15 05:53:42.853392, cost_time=6:02:09.693643 2021-04-15 04:23:10,431 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 04:23:16,999 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.47ms, fps=390 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.158476, arrival_time=2021-04-15 04:25:19.158263, cost_time=0:00:06.567660 2021-04-15 04:23:23,382 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.90ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:53.965280, arrival_time=2021-04-15 04:25:17.347915, cost_time=0:00:12.950609 2021-04-15 04:23:29,769 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:47.002438, arrival_time=2021-04-15 04:25:16.772188, cost_time=0:00:19.337804 2021-04-15 04:23:36,161 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:40.343412, arrival_time=2021-04-15 04:25:16.504525, cost_time=0:00:25.729092 2021-04-15 04:23:42,547 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:33.778720, arrival_time=2021-04-15 04:25:16.326669, cost_time=0:00:32.115999 2021-04-15 04:23:48,935 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:27.273648, arrival_time=2021-04-15 04:25:16.208691, cost_time=0:00:38.503105 2021-04-15 04:23:55,323 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.804808, arrival_time=2021-04-15 04:25:16.128297, cost_time=0:00:44.891551 2021-04-15 04:24:01,715 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.360640, arrival_time=2021-04-15 04:25:16.075915, cost_time=0:00:51.283215 2021-04-15 04:24:08,104 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.64ms, fps=401 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.925754, arrival_time=2021-04-15 04:25:16.030460, cost_time=0:00:57.672771 2021-04-15 04:24:14,494 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.500096, arrival_time=2021-04-15 04:25:15.994672, cost_time=0:01:04.062640 2021-04-15 04:24:20,885 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.081882, arrival_time=2021-04-15 04:25:15.967383, cost_time=0:01:10.453566 2021-04-15 04:24:27,270 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.664320, arrival_time=2021-04-15 04:25:15.934706, cost_time=0:01:16.838453 2021-04-15 04:24:33,661 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.254850, arrival_time=2021-04-15 04:25:15.916094, cost_time=0:01:23.229224 2021-04-15 04:24:40,053 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.848792, arrival_time=2021-04-15 04:25:15.902699, cost_time=0:01:29.621961 2021-04-15 04:24:46,436 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.441472, arrival_time=2021-04-15 04:25:15.878208, cost_time=0:01:36.004801 2021-04-15 04:24:52,827 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.038920, arrival_time=2021-04-15 04:25:15.866118, cost_time=0:01:42.395264 2021-04-15 04:24:59,214 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.637348, arrival_time=2021-04-15 04:25:15.851917, cost_time=0:01:48.782632 2021-04-15 04:25:05,607 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.237776, arrival_time=2021-04-15 04:25:15.844740, cost_time=0:01:55.174955 2021-04-15 04:25:12,001 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839028, arrival_time=2021-04-15 04:25:15.840291, cost_time=0:02:01.569256 2021-04-15 04:25:15,393 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:15.393844, cost_time=0:02:04.961911 2021-04-15 04:25:17,719 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.37ms, fps=1102 images/s, loss=0.9782, top1-acc=76.41%, top5-acc=93.55%, remaining_time=0:00:06.970470, arrival_time=2021-04-15 04:25:24.689637, cost_time=0:00:02.323490 2021-04-15 04:25:19,918 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.9677, top1-acc=76.25%, top5-acc=93.50%, remaining_time=0:00:04.523260, arrival_time=2021-04-15 04:25:24.442187, cost_time=0:00:04.523260 2021-04-15 04:25:22,115 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.9485, top1-acc=76.52%, top5-acc=93.67%, remaining_time=0:00:02.240060, arrival_time=2021-04-15 04:25:24.355898, cost_time=0:00:06.720171 2021-04-15 04:25:24,109 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=1.14ms, fps=1164 images/s, loss=0.9460, top1-acc=76.52%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:24.109384, cost_time=0:00:08.713749 2021-04-15 04:25:25,826 INFO : Epoch=0161 complete, best val top1-acc=76.65%, top5-acc=93.43% (epoch=160), remaining_time=1:28:16.512468, arrival_time=2021-04-15 05:53:42.338747, cost_time=6:04:25.089964 2021-04-15 04:25:25,828 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 04:25:32,377 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.39ms, fps=391 images/s, loss=0.0074, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:01.816980, arrival_time=2021-04-15 04:27:34.194627, cost_time=0:00:06.549299 2021-04-15 04:25:38,771 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:53.897344, arrival_time=2021-04-15 04:27:32.668577, cost_time=0:00:12.942887 2021-04-15 04:25:45,157 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:46.952970, arrival_time=2021-04-15 04:27:32.110045, cost_time=0:00:19.328846 2021-04-15 04:25:51,544 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.293960, arrival_time=2021-04-15 04:27:31.838666, cost_time=0:00:25.716384 2021-04-15 04:25:57,930 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0067, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:33.739008, arrival_time=2021-04-15 04:27:31.669617, cost_time=0:00:32.102376 2021-04-15 04:26:04,318 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.245224, arrival_time=2021-04-15 04:27:31.563995, cost_time=0:00:38.490545 2021-04-15 04:26:10,707 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0071, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:20.782506, arrival_time=2021-04-15 04:27:31.489883, cost_time=0:00:44.879146 2021-04-15 04:26:17,098 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.59ms, fps=401 images/s, loss=0.0071, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:14.341152, arrival_time=2021-04-15 04:27:31.439227, cost_time=0:00:51.269754 2021-04-15 04:26:23,494 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.918122, arrival_time=2021-04-15 04:27:31.412664, cost_time=0:00:57.666295 2021-04-15 04:26:29,885 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0070, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:01.494912, arrival_time=2021-04-15 04:27:31.380344, cost_time=0:01:04.057203 2021-04-15 04:26:36,271 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.073540, arrival_time=2021-04-15 04:27:31.344663, cost_time=0:01:10.442892 2021-04-15 04:26:42,664 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.662572, arrival_time=2021-04-15 04:27:31.326593, cost_time=0:01:16.835602 2021-04-15 04:26:49,052 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.252408, arrival_time=2021-04-15 04:27:31.305121, cost_time=0:01:23.224474 2021-04-15 04:26:55,444 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.846496, arrival_time=2021-04-15 04:27:31.290988, cost_time=0:01:29.616253 2021-04-15 04:27:01,836 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.442576, arrival_time=2021-04-15 04:27:31.279255, cost_time=0:01:36.008445 2021-04-15 04:27:08,231 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.040684, arrival_time=2021-04-15 04:27:31.272001, cost_time=0:01:42.403087 2021-04-15 04:27:14,623 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.639220, arrival_time=2021-04-15 04:27:31.262382, cost_time=0:01:48.794859 2021-04-15 04:27:21,013 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.238656, arrival_time=2021-04-15 04:27:31.251835, cost_time=0:01:55.184924 2021-04-15 04:27:27,415 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.839580, arrival_time=2021-04-15 04:27:31.254607, cost_time=0:02:01.586785 2021-04-15 04:27:30,811 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:30.811157, cost_time=0:02:04.982934 2021-04-15 04:27:33,124 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.54ms, fps=1107 images/s, loss=0.9796, top1-acc=74.92%, top5-acc=92.97%, remaining_time=0:00:06.934530, arrival_time=2021-04-15 04:27:40.059350, cost_time=0:00:02.311512 2021-04-15 04:27:35,324 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.9625, top1-acc=75.74%, top5-acc=93.36%, remaining_time=0:00:04.511000, arrival_time=2021-04-15 04:27:39.835289, cost_time=0:00:04.510992 2021-04-15 04:27:37,528 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.85ms, fps=1162 images/s, loss=0.9516, top1-acc=76.12%, top5-acc=93.54%, remaining_time=0:00:02.238410, arrival_time=2021-04-15 04:27:39.766938, cost_time=0:00:06.715219 2021-04-15 04:27:39,523 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.9463, top1-acc=76.53%, top5-acc=93.45%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:39.523909, cost_time=0:00:08.710640 2021-04-15 04:27:40,943 INFO : Epoch=0162 complete, best val top1-acc=76.65%, top5-acc=93.43% (epoch=160), remaining_time=1:26:00.542310, arrival_time=2021-04-15 05:53:41.485248, cost_time=6:06:40.206628 2021-04-15 04:27:40,944 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 04:27:47,499 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.39ms, fps=391 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.933230, arrival_time=2021-04-15 04:29:49.433094, cost_time=0:00:06.555550 2021-04-15 04:27:53,896 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:53.975664, arrival_time=2021-04-15 04:29:47.871951, cost_time=0:00:12.951784 2021-04-15 04:28:00,288 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:47.040286, arrival_time=2021-04-15 04:29:47.329230, cost_time=0:00:19.344619 2021-04-15 04:28:06,680 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.370868, arrival_time=2021-04-15 04:29:47.051312, cost_time=0:00:25.736124 2021-04-15 04:28:13,072 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.812884, arrival_time=2021-04-15 04:29:46.884902, cost_time=0:00:32.127699 2021-04-15 04:28:19,467 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.64ms, fps=400 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.318936, arrival_time=2021-04-15 04:29:46.786340, cost_time=0:00:38.523087 2021-04-15 04:28:25,854 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.87ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.837190, arrival_time=2021-04-15 04:29:46.691129, cost_time=0:00:44.909536 2021-04-15 04:28:32,246 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.387900, arrival_time=2021-04-15 04:29:46.634249, cost_time=0:00:51.302030 2021-04-15 04:28:38,642 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.956070, arrival_time=2021-04-15 04:29:46.598960, cost_time=0:00:57.698560 2021-04-15 04:28:45,031 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.523520, arrival_time=2021-04-15 04:29:46.554831, cost_time=0:01:04.086997 2021-04-15 04:28:51,423 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.102092, arrival_time=2021-04-15 04:29:46.525800, cost_time=0:01:10.479396 2021-04-15 04:28:57,816 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.685524, arrival_time=2021-04-15 04:29:46.501672, cost_time=0:01:16.871830 2021-04-15 04:29:04,207 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.272142, arrival_time=2021-04-15 04:29:46.479866, cost_time=0:01:23.263331 2021-04-15 04:29:10,602 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.863296, arrival_time=2021-04-15 04:29:46.465892, cost_time=0:01:29.658224 2021-04-15 04:29:16,992 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.454674, arrival_time=2021-04-15 04:29:46.446843, cost_time=0:01:36.047853 2021-04-15 04:29:23,381 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.048244, arrival_time=2021-04-15 04:29:46.429264, cost_time=0:01:42.436698 2021-04-15 04:29:29,776 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.644940, arrival_time=2021-04-15 04:29:46.421477, cost_time=0:01:48.832225 2021-04-15 04:29:36,168 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.86ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.242144, arrival_time=2021-04-15 04:29:46.410708, cost_time=0:01:55.224142 2021-04-15 04:29:42,556 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.840396, arrival_time=2021-04-15 04:29:46.397203, cost_time=0:02:01.612475 2021-04-15 04:29:45,948 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.18ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:45.948926, cost_time=0:02:05.004610 2021-04-15 04:29:48,264 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.38ms, fps=1106 images/s, loss=0.9838, top1-acc=76.68%, top5-acc=93.71%, remaining_time=0:00:06.942450, arrival_time=2021-04-15 04:29:55.207310, cost_time=0:00:02.314146 2021-04-15 04:29:50,465 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.9595, top1-acc=76.82%, top5-acc=93.67%, remaining_time=0:00:04.514600, arrival_time=2021-04-15 04:29:54.979911, cost_time=0:00:04.514604 2021-04-15 04:29:52,663 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.9594, top1-acc=76.63%, top5-acc=93.40%, remaining_time=0:00:02.237580, arrival_time=2021-04-15 04:29:54.901030, cost_time=0:00:06.712745 2021-04-15 04:29:54,660 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=1.30ms, fps=1162 images/s, loss=0.9609, top1-acc=76.77%, top5-acc=93.58%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:54.660220, cost_time=0:00:08.709549 2021-04-15 04:29:57,411 INFO : Epoch=0163 complete, best val top1-acc=76.77%, top5-acc=93.58% (epoch=163), remaining_time=1:23:44.889377, arrival_time=2021-04-15 05:53:42.300508, cost_time=6:08:56.674794 2021-04-15 04:29:57,413 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 04:30:03,960 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.34ms, fps=391 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.770294, arrival_time=2021-04-15 04:32:05.730518, cost_time=0:00:06.546790 2021-04-15 04:30:10,347 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.59ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.820960, arrival_time=2021-04-15 04:32:04.168598, cost_time=0:00:12.934198 2021-04-15 04:30:16,739 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.27ms, fps=401 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.936702, arrival_time=2021-04-15 04:32:03.675938, cost_time=0:00:19.325911 2021-04-15 04:30:23,130 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.296300, arrival_time=2021-04-15 04:32:03.426704, cost_time=0:00:25.716997 2021-04-15 04:30:29,522 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.759010, arrival_time=2021-04-15 04:32:03.281618, cost_time=0:00:32.109274 2021-04-15 04:30:35,907 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=2.19ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.252296, arrival_time=2021-04-15 04:32:03.159300, cost_time=0:00:38.493679 2021-04-15 04:30:42,299 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.795988, arrival_time=2021-04-15 04:32:03.095937, cost_time=0:00:44.886627 2021-04-15 04:30:48,693 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.355652, arrival_time=2021-04-15 04:32:03.048854, cost_time=0:00:51.279789 2021-04-15 04:30:55,088 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.928192, arrival_time=2021-04-15 04:32:03.016419, cost_time=0:00:57.674904 2021-04-15 04:31:01,478 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.502784, arrival_time=2021-04-15 04:32:02.981492, cost_time=0:01:04.065389 2021-04-15 04:31:07,871 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.085064, arrival_time=2021-04-15 04:32:02.956078, cost_time=0:01:10.457691 2021-04-15 04:31:14,262 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.671008, arrival_time=2021-04-15 04:32:02.933380, cost_time=0:01:16.848902 2021-04-15 04:31:20,651 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.259338, arrival_time=2021-04-15 04:32:02.910762, cost_time=0:01:23.238084 2021-04-15 04:31:27,041 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.851368, arrival_time=2021-04-15 04:32:02.893117, cost_time=0:01:29.628375 2021-04-15 04:31:33,432 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.445888, arrival_time=2021-04-15 04:32:02.878423, cost_time=0:01:36.019199 2021-04-15 04:31:39,824 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.042556, arrival_time=2021-04-15 04:32:02.867281, cost_time=0:01:42.411407 2021-04-15 04:31:46,213 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.640000, arrival_time=2021-04-15 04:32:02.853377, cost_time=0:01:48.800052 2021-04-15 04:31:52,602 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.239072, arrival_time=2021-04-15 04:32:02.841967, cost_time=0:01:55.189569 2021-04-15 04:31:58,992 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839346, arrival_time=2021-04-15 04:32:02.832045, cost_time=0:02:01.579295 2021-04-15 04:32:02,383 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:02.383886, cost_time=0:02:04.970552 2021-04-15 04:32:04,718 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.29ms, fps=1098 images/s, loss=0.9570, top1-acc=75.90%, top5-acc=93.67%, remaining_time=0:00:06.997560, arrival_time=2021-04-15 04:32:11.715835, cost_time=0:00:02.332517 2021-04-15 04:32:06,919 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.28ms, fps=1163 images/s, loss=0.9638, top1-acc=76.00%, top5-acc=93.67%, remaining_time=0:00:04.533500, arrival_time=2021-04-15 04:32:11.452751, cost_time=0:00:04.533501 2021-04-15 04:32:09,120 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.9540, top1-acc=76.78%, top5-acc=93.48%, remaining_time=0:00:02.244790, arrival_time=2021-04-15 04:32:11.364901, cost_time=0:00:06.734366 2021-04-15 04:32:11,117 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.9726, top1-acc=76.82%, top5-acc=93.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:11.117688, cost_time=0:00:08.731973 2021-04-15 04:32:13,891 INFO : Epoch=0164 complete, best val top1-acc=76.82%, top5-acc=93.47% (epoch=164), remaining_time=1:21:29.229264, arrival_time=2021-04-15 05:53:43.121102, cost_time=6:11:13.155535 2021-04-15 04:32:13,893 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 04:32:20,466 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.53ms, fps=389 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.250732, arrival_time=2021-04-15 04:34:22.716696, cost_time=0:00:06.572621 2021-04-15 04:32:26,853 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=2.27ms, fps=401 images/s, loss=0.0072, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:54.050640, arrival_time=2021-04-15 04:34:20.904190, cost_time=0:00:12.960308 2021-04-15 04:32:33,244 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:47.076142, arrival_time=2021-04-15 04:34:20.320466, cost_time=0:00:19.351101 2021-04-15 04:32:39,634 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.388964, arrival_time=2021-04-15 04:34:20.022957, cost_time=0:00:25.740760 2021-04-15 04:32:46,020 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.812008, arrival_time=2021-04-15 04:34:19.832568, cost_time=0:00:32.127393 2021-04-15 04:32:52,409 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.303840, arrival_time=2021-04-15 04:34:19.713416, cost_time=0:00:38.516422 2021-04-15 04:32:58,798 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.829126, arrival_time=2021-04-15 04:34:19.627359, cost_time=0:00:44.905085 2021-04-15 04:33:05,189 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.58ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.379548, arrival_time=2021-04-15 04:34:19.569023, cost_time=0:00:51.296234 2021-04-15 04:33:11,573 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.934446, arrival_time=2021-04-15 04:34:19.507776, cost_time=0:00:57.680176 2021-04-15 04:33:17,966 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.509888, arrival_time=2021-04-15 04:34:19.475863, cost_time=0:01:04.072810 2021-04-15 04:33:24,350 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0070, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.085064, arrival_time=2021-04-15 04:34:19.435854, cost_time=0:01:10.457643 2021-04-15 04:33:30,741 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.670856, arrival_time=2021-04-15 04:34:19.412732, cost_time=0:01:16.848725 2021-04-15 04:33:37,128 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.257820, arrival_time=2021-04-15 04:34:19.386083, cost_time=0:01:23.235114 2021-04-15 04:33:43,516 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.849352, arrival_time=2021-04-15 04:34:19.366001, cost_time=0:01:29.623397 2021-04-15 04:33:49,910 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.445198, arrival_time=2021-04-15 04:34:19.355253, cost_time=0:01:36.016892 2021-04-15 04:33:56,298 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.041152, arrival_time=2021-04-15 04:34:19.339417, cost_time=0:01:42.405112 2021-04-15 04:34:02,682 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.638336, arrival_time=2021-04-15 04:34:19.320645, cost_time=0:01:48.789159 2021-04-15 04:34:09,072 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.238128, arrival_time=2021-04-15 04:34:19.310167, cost_time=0:01:55.178893 2021-04-15 04:34:15,461 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.839004, arrival_time=2021-04-15 04:34:19.300646, cost_time=0:02:01.568392 2021-04-15 04:34:18,853 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:18.853257, cost_time=0:02:04.960114 2021-04-15 04:34:21,164 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.28ms, fps=1108 images/s, loss=0.9697, top1-acc=76.76%, top5-acc=93.91%, remaining_time=0:00:06.928770, arrival_time=2021-04-15 04:34:28.093361, cost_time=0:00:02.309592 2021-04-15 04:34:23,361 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.9613, top1-acc=76.97%, top5-acc=93.65%, remaining_time=0:00:04.506960, arrival_time=2021-04-15 04:34:27.868887, cost_time=0:00:04.506959 2021-04-15 04:34:25,563 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.9521, top1-acc=76.91%, top5-acc=93.63%, remaining_time=0:00:02.236050, arrival_time=2021-04-15 04:34:27.799150, cost_time=0:00:06.708136 2021-04-15 04:34:27,558 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=0.9519, top1-acc=76.55%, top5-acc=93.59%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:27.558721, cost_time=0:00:08.703779 2021-04-15 04:34:28,989 INFO : Epoch=0165 complete, best val top1-acc=76.82%, top5-acc=93.47% (epoch=164), remaining_time=1:19:13.265930, arrival_time=2021-04-15 05:53:42.255815, cost_time=6:13:28.253601 2021-04-15 04:34:28,991 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 04:34:35,536 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.42ms, fps=391 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.734768, arrival_time=2021-04-15 04:36:37.270918, cost_time=0:00:06.544884 2021-04-15 04:34:41,929 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.858272, arrival_time=2021-04-15 04:36:35.787979, cost_time=0:00:12.938433 2021-04-15 04:34:48,334 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.032982, arrival_time=2021-04-15 04:36:35.367667, cost_time=0:00:19.343316 2021-04-15 04:34:54,727 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.371804, arrival_time=2021-04-15 04:36:35.099452, cost_time=0:00:25.736373 2021-04-15 04:35:01,121 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.820330, arrival_time=2021-04-15 04:36:34.941869, cost_time=0:00:32.130272 2021-04-15 04:35:07,506 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.300168, arrival_time=2021-04-15 04:36:34.806134, cost_time=0:00:38.514793 2021-04-15 04:35:13,897 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.830512, arrival_time=2021-04-15 04:36:34.727622, cost_time=0:00:44.905826 2021-04-15 04:35:20,282 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.371892, arrival_time=2021-04-15 04:36:34.654000, cost_time=0:00:51.290921 2021-04-15 04:35:26,670 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.933492, arrival_time=2021-04-15 04:36:34.604100, cost_time=0:00:57.679424 2021-04-15 04:35:33,065 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.07ms, fps=400 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.511232, arrival_time=2021-04-15 04:36:34.576665, cost_time=0:01:04.074167 2021-04-15 04:35:39,459 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.093750, arrival_time=2021-04-15 04:36:34.553700, cost_time=0:01:10.468760 2021-04-15 04:35:45,842 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.672680, arrival_time=2021-04-15 04:36:34.515423, cost_time=0:01:16.851562 2021-04-15 04:35:52,226 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.257820, arrival_time=2021-04-15 04:36:34.484047, cost_time=0:01:23.235045 2021-04-15 04:35:58,615 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.849520, arrival_time=2021-04-15 04:36:34.464519, cost_time=0:01:29.623818 2021-04-15 04:36:05,000 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.442806, arrival_time=2021-04-15 04:36:34.443233, cost_time=0:01:36.009156 2021-04-15 04:36:11,382 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.038020, arrival_time=2021-04-15 04:36:34.420475, cost_time=0:01:42.391261 2021-04-15 04:36:17,772 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.637114, arrival_time=2021-04-15 04:36:34.409485, cost_time=0:01:48.781190 2021-04-15 04:36:24,161 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.237376, arrival_time=2021-04-15 04:36:34.399065, cost_time=0:01:55.170512 2021-04-15 04:36:30,549 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.838698, arrival_time=2021-04-15 04:36:34.388610, cost_time=0:02:01.558731 2021-04-15 04:36:33,944 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:33.944183, cost_time=0:02:04.953010 2021-04-15 04:36:36,265 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.38ms, fps=1104 images/s, loss=0.9720, top1-acc=75.90%, top5-acc=93.32%, remaining_time=0:00:06.956970, arrival_time=2021-04-15 04:36:43.222011, cost_time=0:00:02.318993 2021-04-15 04:36:38,463 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.9697, top1-acc=76.19%, top5-acc=93.20%, remaining_time=0:00:04.517640, arrival_time=2021-04-15 04:36:42.981235, cost_time=0:00:04.517635 2021-04-15 04:36:40,663 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.99ms, fps=1164 images/s, loss=0.9330, top1-acc=76.90%, top5-acc=93.57%, remaining_time=0:00:02.239240, arrival_time=2021-04-15 04:36:42.902901, cost_time=0:00:06.717706 2021-04-15 04:36:42,658 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=1.28ms, fps=1163 images/s, loss=0.9393, top1-acc=76.76%, top5-acc=93.54%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:42.658630, cost_time=0:00:08.712702 2021-04-15 04:36:44,035 INFO : Epoch=0166 complete, best val top1-acc=76.82%, top5-acc=93.47% (epoch=164), remaining_time=1:16:57.302272, arrival_time=2021-04-15 05:53:41.337866, cost_time=6:15:43.299301 2021-04-15 04:36:44,037 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 04:36:50,617 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.60ms, fps=389 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.390418, arrival_time=2021-04-15 04:38:53.007787, cost_time=0:00:06.580132 2021-04-15 04:36:57,008 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:54.144448, arrival_time=2021-04-15 04:38:51.152651, cost_time=0:00:12.970966 2021-04-15 04:37:03,397 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.128432, arrival_time=2021-04-15 04:38:50.526249, cost_time=0:00:19.360569 2021-04-15 04:37:09,785 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.68ms, fps=401 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.418292, arrival_time=2021-04-15 04:38:50.203727, cost_time=0:00:25.748280 2021-04-15 04:37:16,177 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.850114, arrival_time=2021-04-15 04:38:50.027825, cost_time=0:00:32.140464 2021-04-15 04:37:22,566 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.332400, arrival_time=2021-04-15 04:38:49.898521, cost_time=0:00:38.528976 2021-04-15 04:37:28,949 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.842986, arrival_time=2021-04-15 04:38:49.792899, cost_time=0:00:44.912764 2021-04-15 04:37:35,338 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.385928, arrival_time=2021-04-15 04:38:49.723839, cost_time=0:00:51.300674 2021-04-15 04:37:41,726 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.945470, arrival_time=2021-04-15 04:38:49.672210, cost_time=0:00:57.689579 2021-04-15 04:37:48,117 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.516608, arrival_time=2021-04-15 04:38:49.633577, cost_time=0:01:04.079815 2021-04-15 04:37:54,502 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.090912, arrival_time=2021-04-15 04:38:49.593153, cost_time=0:01:10.465089 2021-04-15 04:38:00,887 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.672148, arrival_time=2021-04-15 04:38:49.560030, cost_time=0:01:16.850730 2021-04-15 04:38:07,272 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.257754, arrival_time=2021-04-15 04:38:49.529983, cost_time=0:01:23.234986 2021-04-15 04:38:13,659 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.848960, arrival_time=2021-04-15 04:38:49.508561, cost_time=0:01:29.622437 2021-04-15 04:38:20,047 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.443036, arrival_time=2021-04-15 04:38:49.490018, cost_time=0:01:36.009830 2021-04-15 04:38:26,432 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.038920, arrival_time=2021-04-15 04:38:49.471295, cost_time=0:01:42.395226 2021-04-15 04:38:32,823 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.637894, arrival_time=2021-04-15 04:38:49.461200, cost_time=0:01:48.786154 2021-04-15 04:38:39,208 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.237408, arrival_time=2021-04-15 04:38:49.445518, cost_time=0:01:55.170872 2021-04-15 04:38:45,598 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.838770, arrival_time=2021-04-15 04:38:49.437017, cost_time=0:02:01.561086 2021-04-15 04:38:48,989 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:48.989018, cost_time=0:02:04.951871 2021-04-15 04:38:51,300 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.38ms, fps=1108 images/s, loss=0.9749, top1-acc=76.29%, top5-acc=93.67%, remaining_time=0:00:06.929040, arrival_time=2021-04-15 04:38:58.229535, cost_time=0:00:02.309684 2021-04-15 04:38:53,498 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.29ms, fps=1165 images/s, loss=0.9608, top1-acc=77.07%, top5-acc=93.09%, remaining_time=0:00:04.507360, arrival_time=2021-04-15 04:38:58.005511, cost_time=0:00:04.507357 2021-04-15 04:38:55,695 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.9580, top1-acc=76.95%, top5-acc=93.29%, remaining_time=0:00:02.234950, arrival_time=2021-04-15 04:38:57.930589, cost_time=0:00:06.704856 2021-04-15 04:38:57,689 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=1.09ms, fps=1164 images/s, loss=0.9533, top1-acc=77.13%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:57.689569, cost_time=0:00:08.698807 2021-04-15 04:39:00,327 INFO : Epoch=0167 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:14:41.595789, arrival_time=2021-04-15 05:53:41.922944, cost_time=6:17:59.590851 2021-04-15 04:39:00,328 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 04:39:06,905 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.39ms, fps=389 images/s, loss=0.0057, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.318250, arrival_time=2021-04-15 04:41:09.223509, cost_time=0:00:06.576253 2021-04-15 04:39:13,299 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.54ms, fps=400 images/s, loss=0.0059, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:54.138816, arrival_time=2021-04-15 04:41:07.438164, cost_time=0:00:12.970326 2021-04-15 04:39:19,683 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:47.093074, arrival_time=2021-04-15 04:41:06.776343, cost_time=0:00:19.354178 2021-04-15 04:39:26,063 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.364940, arrival_time=2021-04-15 04:41:06.428564, cost_time=0:00:25.734602 2021-04-15 04:39:32,446 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.784122, arrival_time=2021-04-15 04:41:06.230969, cost_time=0:00:32.117837 2021-04-15 04:39:38,833 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.276368, arrival_time=2021-04-15 04:41:06.109665, cost_time=0:00:38.504277 2021-04-15 04:39:45,221 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.806698, arrival_time=2021-04-15 04:41:06.028340, cost_time=0:00:44.892631 2021-04-15 04:39:51,611 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.359712, arrival_time=2021-04-15 04:41:05.971415, cost_time=0:00:51.282563 2021-04-15 04:39:57,994 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.917274, arrival_time=2021-04-15 04:41:05.911917, cost_time=0:00:57.665633 2021-04-15 04:40:04,380 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.489248, arrival_time=2021-04-15 04:41:05.869564, cost_time=0:01:04.051302 2021-04-15 04:40:10,770 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.072422, arrival_time=2021-04-15 04:41:05.842945, cost_time=0:01:10.441512 2021-04-15 04:40:17,153 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.655808, arrival_time=2021-04-15 04:41:05.809728, cost_time=0:01:16.824914 2021-04-15 04:40:23,537 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.58ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.244224, arrival_time=2021-04-15 04:41:05.781685, cost_time=0:01:23.208370 2021-04-15 04:40:29,921 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.837088, arrival_time=2021-04-15 04:41:05.758885, cost_time=0:01:29.592781 2021-04-15 04:40:36,311 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.434756, arrival_time=2021-04-15 04:41:05.746610, cost_time=0:01:35.982845 2021-04-15 04:40:42,698 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.033124, arrival_time=2021-04-15 04:41:05.731591, cost_time=0:01:42.369464 2021-04-15 04:40:49,082 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.632902, arrival_time=2021-04-15 04:41:05.715503, cost_time=0:01:48.753587 2021-04-15 04:40:55,468 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.234624, arrival_time=2021-04-15 04:41:05.703293, cost_time=0:01:55.139580 2021-04-15 04:41:01,856 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.837708, arrival_time=2021-04-15 04:41:05.694205, cost_time=0:02:01.527455 2021-04-15 04:41:05,245 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:05.245931, cost_time=0:02:04.916922 2021-04-15 04:41:07,574 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.00ms, fps=1100 images/s, loss=0.9122, top1-acc=77.07%, top5-acc=93.44%, remaining_time=0:00:06.979290, arrival_time=2021-04-15 04:41:14.553528, cost_time=0:00:02.326432 2021-04-15 04:41:09,774 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9449, top1-acc=76.52%, top5-acc=93.52%, remaining_time=0:00:04.527060, arrival_time=2021-04-15 04:41:14.301901, cost_time=0:00:04.527055 2021-04-15 04:41:11,973 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.30ms, fps=1165 images/s, loss=0.9491, top1-acc=76.67%, top5-acc=93.50%, remaining_time=0:00:02.241820, arrival_time=2021-04-15 04:41:14.215081, cost_time=0:00:06.725475 2021-04-15 04:41:13,968 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=1.17ms, fps=1163 images/s, loss=0.9627, top1-acc=76.53%, top5-acc=93.43%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:13.968342, cost_time=0:00:08.720583 2021-04-15 04:41:15,365 INFO : Epoch=0168 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:12:25.643584, arrival_time=2021-04-15 05:53:41.008727, cost_time=6:20:14.628858 2021-04-15 04:41:15,366 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 04:41:21,913 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.39ms, fps=391 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:01.768992, arrival_time=2021-04-15 04:43:23.682123, cost_time=0:00:06.546715 2021-04-15 04:41:28,297 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0068, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:53.789280, arrival_time=2021-04-15 04:43:22.086323, cost_time=0:00:12.930607 2021-04-15 04:41:34,686 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:46.902672, arrival_time=2021-04-15 04:43:21.588953, cost_time=0:00:19.319771 2021-04-15 04:41:41,068 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.237800, arrival_time=2021-04-15 04:43:21.306225, cost_time=0:00:25.702004 2021-04-15 04:41:47,454 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.697106, arrival_time=2021-04-15 04:43:21.151557, cost_time=0:00:32.088028 2021-04-15 04:41:53,841 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.209048, arrival_time=2021-04-15 04:43:21.050083, cost_time=0:00:38.474596 2021-04-15 04:42:00,216 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:20.729964, arrival_time=2021-04-15 04:43:20.946584, cost_time=0:00:44.849988 2021-04-15 04:42:06,604 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0067, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:14.294868, arrival_time=2021-04-15 04:43:20.899122, cost_time=0:00:51.237821 2021-04-15 04:42:12,998 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.877418, arrival_time=2021-04-15 04:43:20.875603, cost_time=0:00:57.631764 2021-04-15 04:42:19,389 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.61ms, fps=401 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.461792, arrival_time=2021-04-15 04:43:20.850926, cost_time=0:01:04.022713 2021-04-15 04:42:25,777 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.64ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.048600, arrival_time=2021-04-15 04:43:20.826038, cost_time=0:01:10.411016 2021-04-15 04:42:32,163 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.91ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.638100, arrival_time=2021-04-15 04:43:20.801641, cost_time=0:01:16.797032 2021-04-15 04:42:38,553 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.233268, arrival_time=2021-04-15 04:43:20.786426, cost_time=0:01:23.186722 2021-04-15 04:42:44,946 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.831992, arrival_time=2021-04-15 04:43:20.778369, cost_time=0:01:29.579956 2021-04-15 04:42:51,332 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.58ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.429466, arrival_time=2021-04-15 04:43:20.761589, cost_time=0:01:35.965700 2021-04-15 04:42:57,717 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.028912, arrival_time=2021-04-15 04:43:20.746114, cost_time=0:01:42.350780 2021-04-15 04:43:04,104 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.630562, arrival_time=2021-04-15 04:43:20.735403, cost_time=0:01:48.738314 2021-04-15 04:43:10,490 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.233264, arrival_time=2021-04-15 04:43:20.723936, cost_time=0:01:55.124228 2021-04-15 04:43:16,884 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.43ms, fps=400 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.837426, arrival_time=2021-04-15 04:43:20.722264, cost_time=0:02:01.518408 2021-04-15 04:43:20,275 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:20.275358, cost_time=0:02:04.908923 2021-04-15 04:43:22,586 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.46ms, fps=1108 images/s, loss=0.8921, top1-acc=78.09%, top5-acc=94.06%, remaining_time=0:00:06.929460, arrival_time=2021-04-15 04:43:29.516412, cost_time=0:00:02.309819 2021-04-15 04:43:24,785 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.9168, top1-acc=77.36%, top5-acc=93.95%, remaining_time=0:00:04.508220, arrival_time=2021-04-15 04:43:29.293569, cost_time=0:00:04.508217 2021-04-15 04:43:26,983 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.30ms, fps=1165 images/s, loss=0.9356, top1-acc=76.86%, top5-acc=93.61%, remaining_time=0:00:02.235540, arrival_time=2021-04-15 04:43:29.219293, cost_time=0:00:06.706623 2021-04-15 04:43:28,982 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=1.16ms, fps=1161 images/s, loss=0.9720, top1-acc=76.42%, top5-acc=93.53%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:28.982483, cost_time=0:00:08.705385 2021-04-15 04:43:30,366 INFO : Epoch=0169 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:10:09.695437, arrival_time=2021-04-15 05:53:40.061604, cost_time=6:22:29.629886 2021-04-15 04:43:30,367 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 04:43:36,905 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.41ms, fps=392 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.600848, arrival_time=2021-04-15 04:45:38.506208, cost_time=0:00:06.537679 2021-04-15 04:43:43,297 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.780656, arrival_time=2021-04-15 04:45:37.077931, cost_time=0:00:12.929617 2021-04-15 04:43:49,686 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.901012, arrival_time=2021-04-15 04:45:36.587929, cost_time=0:00:19.319473 2021-04-15 04:43:56,078 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.271184, arrival_time=2021-04-15 04:45:36.349285, cost_time=0:00:25.710574 2021-04-15 04:44:02,466 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.728350, arrival_time=2021-04-15 04:45:36.194568, cost_time=0:00:32.098768 2021-04-15 04:44:08,857 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.244680, arrival_time=2021-04-15 04:45:36.102444, cost_time=0:00:38.490323 2021-04-15 04:44:15,245 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.780112, arrival_time=2021-04-15 04:45:36.025367, cost_time=0:00:44.877814 2021-04-15 04:44:21,630 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.330944, arrival_time=2021-04-15 04:45:35.961222, cost_time=0:00:51.262745 2021-04-15 04:44:28,017 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.898618, arrival_time=2021-04-15 04:45:35.915831, cost_time=0:00:57.649760 2021-04-15 04:44:34,405 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.476288, arrival_time=2021-04-15 04:45:35.881488, cost_time=0:01:04.037759 2021-04-15 04:44:40,797 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.063650, arrival_time=2021-04-15 04:45:35.861380, cost_time=0:01:10.430293 2021-04-15 04:44:47,190 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.654820, arrival_time=2021-04-15 04:45:35.845622, cost_time=0:01:16.823362 2021-04-15 04:44:53,585 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.249306, arrival_time=2021-04-15 04:45:35.835199, cost_time=0:01:23.218331 2021-04-15 04:44:59,982 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.846048, arrival_time=2021-04-15 04:45:35.828551, cost_time=0:01:29.615057 2021-04-15 04:45:06,390 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.447130, arrival_time=2021-04-15 04:45:35.837878, cost_time=0:01:36.023220 2021-04-15 04:45:12,782 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.043420, arrival_time=2021-04-15 04:45:35.826295, cost_time=0:01:42.415228 2021-04-15 04:45:19,178 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.45ms, fps=400 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.641716, arrival_time=2021-04-15 04:45:35.820390, cost_time=0:01:48.811219 2021-04-15 04:45:25,573 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.91ms, fps=400 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.240512, arrival_time=2021-04-15 04:45:35.813715, cost_time=0:01:55.205681 2021-04-15 04:45:31,962 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839826, arrival_time=2021-04-15 04:45:35.801782, cost_time=0:02:01.594512 2021-04-15 04:45:35,353 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.26ms, fps=401 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:35.352964, cost_time=0:02:04.985523 2021-04-15 04:45:37,687 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.33ms, fps=1097 images/s, loss=0.9555, top1-acc=76.48%, top5-acc=93.28%, remaining_time=0:00:06.998010, arrival_time=2021-04-15 04:45:44.685487, cost_time=0:00:02.332668 2021-04-15 04:45:39,888 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.9351, top1-acc=77.27%, top5-acc=93.73%, remaining_time=0:00:04.533500, arrival_time=2021-04-15 04:45:44.421810, cost_time=0:00:04.533505 2021-04-15 04:45:42,089 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.9361, top1-acc=76.98%, top5-acc=93.70%, remaining_time=0:00:02.244850, arrival_time=2021-04-15 04:45:44.334249, cost_time=0:00:06.734558 2021-04-15 04:45:44,084 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=1.16ms, fps=1163 images/s, loss=0.9361, top1-acc=77.00%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:44.084494, cost_time=0:00:08.729704 2021-04-15 04:45:45,590 INFO : Epoch=0170 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:07:53.797770, arrival_time=2021-04-15 05:53:39.388155, cost_time=6:24:44.854100 2021-04-15 04:45:45,591 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 04:45:52,140 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.36ms, fps=391 images/s, loss=0.0052, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.806750, arrival_time=2021-04-15 04:47:53.947339, cost_time=0:00:06.548748 2021-04-15 04:45:58,532 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=2.00ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:53.875872, arrival_time=2021-04-15 04:47:52.408062, cost_time=0:00:12.940447 2021-04-15 04:46:04,925 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:46.982020, arrival_time=2021-04-15 04:47:51.907767, cost_time=0:00:19.334097 2021-04-15 04:46:11,313 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.315020, arrival_time=2021-04-15 04:47:51.628530, cost_time=0:00:25.721782 2021-04-15 04:46:17,700 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.61ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.756382, arrival_time=2021-04-15 04:47:51.456372, cost_time=0:00:32.108344 2021-04-15 04:46:24,091 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.265216, arrival_time=2021-04-15 04:47:51.356252, cost_time=0:00:38.499390 2021-04-15 04:46:30,487 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.812620, arrival_time=2021-04-15 04:47:51.300173, cost_time=0:00:44.895907 2021-04-15 04:46:36,884 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.58ms, fps=400 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.374908, arrival_time=2021-04-15 04:47:51.259676, cost_time=0:00:51.293036 2021-04-15 04:46:43,278 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.941654, arrival_time=2021-04-15 04:47:51.219618, cost_time=0:00:57.686307 2021-04-15 04:46:49,667 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.513056, arrival_time=2021-04-15 04:47:51.180816, cost_time=0:01:04.076112 2021-04-15 04:46:56,051 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.086784, arrival_time=2021-04-15 04:47:51.138252, cost_time=0:01:10.459825 2021-04-15 04:47:02,446 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.674428, arrival_time=2021-04-15 04:47:51.120406, cost_time=0:01:16.854335 2021-04-15 04:47:08,836 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.76ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.262572, arrival_time=2021-04-15 04:47:51.098804, cost_time=0:01:23.244506 2021-04-15 04:47:15,233 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.856856, arrival_time=2021-04-15 04:47:51.090639, cost_time=0:01:29.642117 2021-04-15 04:47:21,624 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.64ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.450120, arrival_time=2021-04-15 04:47:51.074846, cost_time=0:01:36.033072 2021-04-15 04:47:28,015 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.045256, arrival_time=2021-04-15 04:47:51.060315, cost_time=0:01:42.423416 2021-04-15 04:47:34,404 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.641924, arrival_time=2021-04-15 04:47:51.046180, cost_time=0:01:48.812616 2021-04-15 04:47:40,798 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.240640, arrival_time=2021-04-15 04:47:51.039540, cost_time=0:01:55.207258 2021-04-15 04:47:47,185 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.839814, arrival_time=2021-04-15 04:47:51.025558, cost_time=0:02:01.594100 2021-04-15 04:47:50,581 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:50.581132, cost_time=0:02:04.989404 2021-04-15 04:47:52,894 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.64ms, fps=1108 images/s, loss=0.9763, top1-acc=75.74%, top5-acc=93.32%, remaining_time=0:00:06.933960, arrival_time=2021-04-15 04:47:59.828351, cost_time=0:00:02.311323 2021-04-15 04:47:55,095 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.9827, top1-acc=75.66%, top5-acc=93.09%, remaining_time=0:00:04.511960, arrival_time=2021-04-15 04:47:59.607026, cost_time=0:00:04.511968 2021-04-15 04:47:57,296 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.9429, top1-acc=76.64%, top5-acc=93.54%, remaining_time=0:00:02.237890, arrival_time=2021-04-15 04:47:59.534605, cost_time=0:00:06.713660 2021-04-15 04:47:59,297 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=1.13ms, fps=1160 images/s, loss=0.9315, top1-acc=76.74%, top5-acc=93.48%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:59.297525, cost_time=0:00:08.714497 2021-04-15 04:48:00,615 INFO : Epoch=0171 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:05:37.874301, arrival_time=2021-04-15 05:53:38.490090, cost_time=6:26:59.879502 2021-04-15 04:48:00,616 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 04:48:07,171 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.65ms, fps=391 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.905144, arrival_time=2021-04-15 04:50:09.076371, cost_time=0:00:06.554036 2021-04-15 04:48:13,560 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.898400, arrival_time=2021-04-15 04:50:07.458622, cost_time=0:00:12.942993 2021-04-15 04:48:19,949 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.972890, arrival_time=2021-04-15 04:50:06.922440, cost_time=0:00:19.332449 2021-04-15 04:48:26,344 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:40.335144, arrival_time=2021-04-15 04:50:06.679342, cost_time=0:00:25.726977 2021-04-15 04:48:32,731 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.774778, arrival_time=2021-04-15 04:50:06.506517, cost_time=0:00:32.114635 2021-04-15 04:48:39,123 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.280040, arrival_time=2021-04-15 04:50:06.403020, cost_time=0:00:38.505876 2021-04-15 04:48:45,515 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.817786, arrival_time=2021-04-15 04:50:06.333648, cost_time=0:00:44.898764 2021-04-15 04:48:51,904 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.366324, arrival_time=2021-04-15 04:50:06.270654, cost_time=0:00:51.287148 2021-04-15 04:48:58,288 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.924588, arrival_time=2021-04-15 04:50:06.213505, cost_time=0:00:57.671819 2021-04-15 04:49:04,676 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.496928, arrival_time=2021-04-15 04:50:06.173361, cost_time=0:01:04.059331 2021-04-15 04:49:11,070 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.081624, arrival_time=2021-04-15 04:50:06.151931, cost_time=0:01:10.453203 2021-04-15 04:49:17,461 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.668044, arrival_time=2021-04-15 04:50:06.129579, cost_time=0:01:16.844276 2021-04-15 04:49:23,849 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.256566, arrival_time=2021-04-15 04:50:06.106279, cost_time=0:01:23.232589 2021-04-15 04:49:30,238 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.848456, arrival_time=2021-04-15 04:50:06.086807, cost_time=0:01:29.621195 2021-04-15 04:49:36,623 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.441932, arrival_time=2021-04-15 04:50:06.065371, cost_time=0:01:36.006340 2021-04-15 04:49:43,009 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.038272, arrival_time=2021-04-15 04:50:06.047615, cost_time=0:01:42.392243 2021-04-15 04:49:49,403 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.637842, arrival_time=2021-04-15 04:50:06.040896, cost_time=0:01:48.785950 2021-04-15 04:49:55,792 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.237856, arrival_time=2021-04-15 04:50:06.030755, cost_time=0:01:55.175798 2021-04-15 04:50:02,187 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839046, arrival_time=2021-04-15 04:50:06.025994, cost_time=0:02:01.569760 2021-04-15 04:50:05,578 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:05.578099, cost_time=0:02:04.961001 2021-04-15 04:50:07,900 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.32ms, fps=1103 images/s, loss=0.9274, top1-acc=76.56%, top5-acc=93.79%, remaining_time=0:00:06.962370, arrival_time=2021-04-15 04:50:14.863093, cost_time=0:00:02.320786 2021-04-15 04:50:10,098 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.27ms, fps=1165 images/s, loss=0.9187, top1-acc=77.07%, top5-acc=93.57%, remaining_time=0:00:04.518080, arrival_time=2021-04-15 04:50:14.616085, cost_time=0:00:04.518076 2021-04-15 04:50:12,295 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.9346, top1-acc=76.68%, top5-acc=93.80%, remaining_time=0:00:02.238630, arrival_time=2021-04-15 04:50:14.534441, cost_time=0:00:06.715881 2021-04-15 04:50:14,292 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=0.9464, top1-acc=76.48%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:14.291991, cost_time=0:00:08.712085 2021-04-15 04:50:15,655 INFO : Epoch=0172 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:03:21.963648, arrival_time=2021-04-15 05:53:37.619431, cost_time=6:29:14.919490 2021-04-15 04:50:15,656 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 04:50:22,235 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.50ms, fps=389 images/s, loss=0.0058, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:02.360100, arrival_time=2021-04-15 04:52:24.595741, cost_time=0:00:06.578501 2021-04-15 04:50:28,628 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:54.150256, arrival_time=2021-04-15 04:52:22.779035, cost_time=0:00:12.971628 2021-04-15 04:50:35,017 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.124448, arrival_time=2021-04-15 04:52:22.141421, cost_time=0:00:19.359829 2021-04-15 04:50:41,409 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.431864, arrival_time=2021-04-15 04:52:21.840850, cost_time=0:00:25.751754 2021-04-15 04:50:47,795 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.844420, arrival_time=2021-04-15 04:52:21.639966, cost_time=0:00:32.138477 2021-04-15 04:50:54,187 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.336072, arrival_time=2021-04-15 04:52:21.523765, cost_time=0:00:38.530631 2021-04-15 04:51:00,570 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.844246, arrival_time=2021-04-15 04:52:21.414780, cost_time=0:00:44.913478 2021-04-15 04:51:06,964 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.395788, arrival_time=2021-04-15 04:52:21.360389, cost_time=0:00:51.307466 2021-04-15 04:51:13,357 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.958614, arrival_time=2021-04-15 04:52:21.316399, cost_time=0:00:57.700698 2021-04-15 04:51:19,753 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.532544, arrival_time=2021-04-15 04:52:21.285988, cost_time=0:01:04.096393 2021-04-15 04:51:26,138 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.103296, arrival_time=2021-04-15 04:52:21.241305, cost_time=0:01:10.480954 2021-04-15 04:51:32,534 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.689172, arrival_time=2021-04-15 04:52:21.223883, cost_time=0:01:16.877657 2021-04-15 04:51:38,926 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.98ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.275244, arrival_time=2021-04-15 04:52:21.201773, cost_time=0:01:23.269385 2021-04-15 04:51:45,315 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.863240, arrival_time=2021-04-15 04:52:21.178356, cost_time=0:01:29.658056 2021-04-15 04:51:51,701 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.453524, arrival_time=2021-04-15 04:52:21.154671, cost_time=0:01:36.044079 2021-04-15 04:51:58,082 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.045832, arrival_time=2021-04-15 04:52:21.128752, cost_time=0:01:42.425866 2021-04-15 04:52:04,470 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.642106, arrival_time=2021-04-15 04:52:21.112931, cost_time=0:01:48.813775 2021-04-15 04:52:10,863 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.240528, arrival_time=2021-04-15 04:52:21.103595, cost_time=0:01:55.206009 2021-04-15 04:52:17,252 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839838, arrival_time=2021-04-15 04:52:21.091831, cost_time=0:02:01.594940 2021-04-15 04:52:20,646 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:20.646296, cost_time=0:02:04.989245 2021-04-15 04:52:22,976 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.34ms, fps=1100 images/s, loss=0.9790, top1-acc=76.33%, top5-acc=92.54%, remaining_time=0:00:06.983670, arrival_time=2021-04-15 04:52:29.959670, cost_time=0:00:02.327893 2021-04-15 04:52:25,175 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.9785, top1-acc=76.02%, top5-acc=93.09%, remaining_time=0:00:04.527180, arrival_time=2021-04-15 04:52:29.702447, cost_time=0:00:04.527173 2021-04-15 04:52:27,373 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.9518, top1-acc=76.51%, top5-acc=93.70%, remaining_time=0:00:02.241900, arrival_time=2021-04-15 04:52:29.615685, cost_time=0:00:06.725691 2021-04-15 04:52:29,368 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=1.19ms, fps=1163 images/s, loss=0.9200, top1-acc=76.76%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:29.368878, cost_time=0:00:08.720810 2021-04-15 04:52:30,738 INFO : Epoch=0173 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=1:01:06.069666, arrival_time=2021-04-15 05:53:36.807902, cost_time=6:31:30.001948 2021-04-15 04:52:30,739 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 04:52:37,308 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.49ms, fps=390 images/s, loss=0.0052, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.181726, arrival_time=2021-04-15 04:54:39.490506, cost_time=0:00:06.568908 2021-04-15 04:52:43,689 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.956656, arrival_time=2021-04-15 04:54:37.646142, cost_time=0:00:12.949614 2021-04-15 04:52:50,079 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:47.011568, arrival_time=2021-04-15 04:54:37.090792, cost_time=0:00:19.339427 2021-04-15 04:52:56,465 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0053, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:40.330308, arrival_time=2021-04-15 04:54:36.795952, cost_time=0:00:25.725708 2021-04-15 04:53:02,862 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.796824, arrival_time=2021-04-15 04:54:36.658846, cost_time=0:00:32.122217 2021-04-15 04:53:09,252 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:27.295680, arrival_time=2021-04-15 04:54:36.548243, cost_time=0:00:38.512775 2021-04-15 04:53:15,641 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.823330, arrival_time=2021-04-15 04:54:36.464977, cost_time=0:00:44.901865 2021-04-15 04:53:22,035 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:14.378852, arrival_time=2021-04-15 04:54:36.414383, cost_time=0:00:51.295751 2021-04-15 04:53:28,428 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.944516, arrival_time=2021-04-15 04:54:36.373135, cost_time=0:00:57.688728 2021-04-15 04:53:34,813 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:01.511040, arrival_time=2021-04-15 04:54:36.324853, cost_time=0:01:04.074020 2021-04-15 04:53:41,192 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.081194, arrival_time=2021-04-15 04:54:36.273703, cost_time=0:01:10.452714 2021-04-15 04:53:47,583 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.667360, arrival_time=2021-04-15 04:54:36.250323, cost_time=0:01:16.843180 2021-04-15 04:53:53,982 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.261450, arrival_time=2021-04-15 04:54:36.243589, cost_time=0:01:23.242259 2021-04-15 04:54:00,374 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.64ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.853832, arrival_time=2021-04-15 04:54:36.228340, cost_time=0:01:29.634611 2021-04-15 04:54:06,757 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.445520, arrival_time=2021-04-15 04:54:36.203303, cost_time=0:01:36.017990 2021-04-15 04:54:13,145 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.041188, arrival_time=2021-04-15 04:54:36.186422, cost_time=0:01:42.405323 2021-04-15 04:54:19,531 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.638674, arrival_time=2021-04-15 04:54:36.169744, cost_time=0:01:48.791296 2021-04-15 04:54:25,918 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.238112, arrival_time=2021-04-15 04:54:36.156702, cost_time=0:01:55.178805 2021-04-15 04:54:32,309 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839028, arrival_time=2021-04-15 04:54:36.148110, cost_time=0:02:01.569294 2021-04-15 04:54:35,698 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:35.698899, cost_time=0:02:04.959025 2021-04-15 04:54:38,013 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.35ms, fps=1107 images/s, loss=0.9497, top1-acc=76.17%, top5-acc=93.32%, remaining_time=0:00:06.938700, arrival_time=2021-04-15 04:54:44.952574, cost_time=0:00:02.312903 2021-04-15 04:54:40,212 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.9564, top1-acc=76.25%, top5-acc=93.63%, remaining_time=0:00:04.511540, arrival_time=2021-04-15 04:54:44.724050, cost_time=0:00:04.511543 2021-04-15 04:54:42,408 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.9456, top1-acc=76.61%, top5-acc=93.67%, remaining_time=0:00:02.235910, arrival_time=2021-04-15 04:54:44.644596, cost_time=0:00:06.707731 2021-04-15 04:54:44,402 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=1.09ms, fps=1164 images/s, loss=0.9385, top1-acc=76.97%, top5-acc=93.66%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:44.402340, cost_time=0:00:08.701421 2021-04-15 04:54:45,835 INFO : Epoch=0174 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:58:50.187258, arrival_time=2021-04-15 05:53:36.022931, cost_time=6:33:45.099339 2021-04-15 04:54:45,837 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 04:54:52,382 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.33ms, fps=391 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.746858, arrival_time=2021-04-15 04:56:54.129614, cost_time=0:00:06.545527 2021-04-15 04:54:58,773 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.842080, arrival_time=2021-04-15 04:56:52.615882, cost_time=0:00:12.936600 2021-04-15 04:55:05,160 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.923754, arrival_time=2021-04-15 04:56:52.084456, cost_time=0:00:19.323574 2021-04-15 04:55:11,544 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.257612, arrival_time=2021-04-15 04:56:51.801900, cost_time=0:00:25.707087 2021-04-15 04:55:17,925 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.697982, arrival_time=2021-04-15 04:56:51.623455, cost_time=0:00:32.088347 2021-04-15 04:55:24,312 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.210136, arrival_time=2021-04-15 04:56:51.522282, cost_time=0:00:38.475034 2021-04-15 04:55:30,697 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.748738, arrival_time=2021-04-15 04:56:51.446255, cost_time=0:00:44.860393 2021-04-15 04:55:37,084 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.308324, arrival_time=2021-04-15 04:56:51.392699, cost_time=0:00:51.247142 2021-04-15 04:55:43,472 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.882188, arrival_time=2021-04-15 04:56:51.355071, cost_time=0:00:57.635788 2021-04-15 04:55:49,861 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.463136, arrival_time=2021-04-15 04:56:51.324316, cost_time=0:01:04.024070 2021-04-15 04:55:56,247 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.047912, arrival_time=2021-04-15 04:56:51.295096, cost_time=0:01:10.410074 2021-04-15 04:56:02,630 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.635820, arrival_time=2021-04-15 04:56:51.266313, cost_time=0:01:16.793385 2021-04-15 04:56:09,019 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.231156, arrival_time=2021-04-15 04:56:51.250938, cost_time=0:01:23.182574 2021-04-15 04:56:15,406 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.827568, arrival_time=2021-04-15 04:56:51.233551, cost_time=0:01:29.568865 2021-04-15 04:56:21,791 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.426062, arrival_time=2021-04-15 04:56:51.217740, cost_time=0:01:35.954566 2021-04-15 04:56:28,186 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.65ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.028480, arrival_time=2021-04-15 04:56:51.214462, cost_time=0:01:42.348835 2021-04-15 04:56:34,575 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.630588, arrival_time=2021-04-15 04:56:51.206302, cost_time=0:01:48.738446 2021-04-15 04:56:40,961 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.233312, arrival_time=2021-04-15 04:56:51.195136, cost_time=0:01:55.124714 2021-04-15 04:56:47,348 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.837198, arrival_time=2021-04-15 04:56:51.185521, cost_time=0:02:01.511194 2021-04-15 04:56:50,732 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.20ms, fps=402 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:50.732629, cost_time=0:02:04.895530 2021-04-15 04:56:53,044 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.28ms, fps=1108 images/s, loss=0.9573, top1-acc=77.15%, top5-acc=93.63%, remaining_time=0:00:06.932190, arrival_time=2021-04-15 04:56:59.977134, cost_time=0:00:02.310727 2021-04-15 04:56:55,243 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.9127, top1-acc=77.64%, top5-acc=94.06%, remaining_time=0:00:04.509460, arrival_time=2021-04-15 04:56:59.753136, cost_time=0:00:04.509458 2021-04-15 04:56:57,445 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.26ms, fps=1163 images/s, loss=0.9205, top1-acc=77.59%, top5-acc=93.89%, remaining_time=0:00:02.237200, arrival_time=2021-04-15 04:56:59.683019, cost_time=0:00:06.711602 2021-04-15 04:56:59,441 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=1.08ms, fps=1163 images/s, loss=0.9537, top1-acc=77.01%, top5-acc=93.55%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:59.441196, cost_time=0:00:08.706997 2021-04-15 04:57:00,794 INFO : Epoch=0175 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:56:34.294000, arrival_time=2021-04-15 05:53:35.088280, cost_time=6:36:00.057992 2021-04-15 04:57:00,795 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 04:57:07,346 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.52ms, fps=391 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:01.836882, arrival_time=2021-04-15 04:59:09.182911, cost_time=0:00:06.550373 2021-04-15 04:57:13,735 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:53.872352, arrival_time=2021-04-15 04:59:07.608078, cost_time=0:00:12.940043 2021-04-15 04:57:20,121 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0061, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:46.938528, arrival_time=2021-04-15 04:59:07.060340, cost_time=0:00:19.326253 2021-04-15 04:57:26,511 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:40.292088, arrival_time=2021-04-15 04:59:06.803722, cost_time=0:00:25.715938 2021-04-15 04:57:32,899 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.742950, arrival_time=2021-04-15 04:59:06.642264, cost_time=0:00:32.103754 2021-04-15 04:57:39,282 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0062, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.236248, arrival_time=2021-04-15 04:59:06.518414, cost_time=0:00:38.486605 2021-04-15 04:57:45,667 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.769276, arrival_time=2021-04-15 04:59:06.436647, cost_time=0:00:44.871803 2021-04-15 04:57:52,058 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.330480, arrival_time=2021-04-15 04:59:06.388562, cost_time=0:00:51.262426 2021-04-15 04:57:58,452 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.906674, arrival_time=2021-04-15 04:59:06.358860, cost_time=0:00:57.656628 2021-04-15 04:58:04,829 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.472448, arrival_time=2021-04-15 04:59:06.301790, cost_time=0:01:04.033785 2021-04-15 04:58:11,210 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.052040, arrival_time=2021-04-15 04:59:06.262978, cost_time=0:01:10.415375 2021-04-15 04:58:17,593 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.638556, arrival_time=2021-04-15 04:59:06.232064, cost_time=0:01:16.797760 2021-04-15 04:58:23,981 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.233004, arrival_time=2021-04-15 04:59:06.214810, cost_time=0:01:23.186234 2021-04-15 04:58:30,368 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.829192, arrival_time=2021-04-15 04:59:06.197778, cost_time=0:01:29.573002 2021-04-15 04:58:36,762 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.429926, arrival_time=2021-04-15 04:59:06.192619, cost_time=0:01:35.967128 2021-04-15 04:58:43,151 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.030172, arrival_time=2021-04-15 04:59:06.182100, cost_time=0:01:42.356368 2021-04-15 04:58:49,551 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.87ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.633266, arrival_time=2021-04-15 04:59:06.184834, cost_time=0:01:48.755888 2021-04-15 04:58:55,940 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.235104, arrival_time=2021-04-15 04:59:06.175746, cost_time=0:01:55.144993 2021-04-15 04:59:02,332 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.837996, arrival_time=2021-04-15 04:59:06.170091, cost_time=0:02:01.536520 2021-04-15 04:59:05,723 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:05.723852, cost_time=0:02:04.928302 2021-04-15 04:59:08,058 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.31ms, fps=1098 images/s, loss=0.9651, top1-acc=76.68%, top5-acc=93.55%, remaining_time=0:00:06.997440, arrival_time=2021-04-15 04:59:15.055539, cost_time=0:00:02.332478 2021-04-15 04:59:10,258 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.9295, top1-acc=77.44%, top5-acc=93.75%, remaining_time=0:00:04.533340, arrival_time=2021-04-15 04:59:14.792216, cost_time=0:00:04.533341 2021-04-15 04:59:12,458 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9372, top1-acc=77.23%, top5-acc=93.68%, remaining_time=0:00:02.244150, arrival_time=2021-04-15 04:59:14.702125, cost_time=0:00:06.732443 2021-04-15 04:59:14,455 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.9328, top1-acc=76.94%, top5-acc=93.64%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:14.455559, cost_time=0:00:08.730038 2021-04-15 04:59:16,465 INFO : Epoch=0176 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:54:18.508536, arrival_time=2021-04-15 05:53:34.974176, cost_time=6:38:15.729333 2021-04-15 04:59:16,467 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 04:59:22,992 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.46ms, fps=392 images/s, loss=0.0068, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:01.360722, arrival_time=2021-04-15 05:01:24.352792, cost_time=0:00:06.524768 2021-04-15 04:59:29,382 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:53.652704, arrival_time=2021-04-15 05:01:23.035081, cost_time=0:00:12.915080 2021-04-15 04:59:35,768 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.799254, arrival_time=2021-04-15 05:01:22.567489, cost_time=0:00:19.301056 2021-04-15 04:59:42,156 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.186008, arrival_time=2021-04-15 05:01:22.342001, cost_time=0:00:25.688730 2021-04-15 04:59:48,544 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.665278, arrival_time=2021-04-15 05:01:22.209621, cost_time=0:00:32.077153 2021-04-15 04:59:54,935 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.194768, arrival_time=2021-04-15 05:01:22.130235, cost_time=0:00:38.468292 2021-04-15 05:00:01,333 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=2.05ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.758566, arrival_time=2021-04-15 05:01:22.091702, cost_time=0:00:44.865858 2021-04-15 05:00:07,729 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.330248, arrival_time=2021-04-15 05:01:22.059794, cost_time=0:00:51.262271 2021-04-15 05:00:14,124 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.907734, arrival_time=2021-04-15 05:01:22.032512, cost_time=0:00:57.657505 2021-04-15 05:00:20,519 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.489728, arrival_time=2021-04-15 05:01:22.008942, cost_time=0:01:04.051844 2021-04-15 05:00:26,912 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.075002, arrival_time=2021-04-15 05:01:21.987005, cost_time=0:01:10.444822 2021-04-15 05:00:33,293 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.656948, arrival_time=2021-04-15 05:01:21.950859, cost_time=0:01:16.826733 2021-04-15 05:00:39,684 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.248778, arrival_time=2021-04-15 05:01:21.933200, cost_time=0:01:23.217243 2021-04-15 05:00:46,077 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.844032, arrival_time=2021-04-15 05:01:21.921421, cost_time=0:01:29.610119 2021-04-15 05:00:52,467 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.439954, arrival_time=2021-04-15 05:01:21.906961, cost_time=0:01:35.999822 2021-04-15 05:00:58,859 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.038308, arrival_time=2021-04-15 05:01:21.897962, cost_time=0:01:42.392479 2021-04-15 05:01:05,251 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.637556, arrival_time=2021-04-15 05:01:21.888708, cost_time=0:01:48.783977 2021-04-15 05:01:11,646 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.238144, arrival_time=2021-04-15 05:01:21.884381, cost_time=0:01:55.179056 2021-04-15 05:01:18,044 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839274, arrival_time=2021-04-15 05:01:21.883560, cost_time=0:02:01.577043 2021-04-15 05:01:21,431 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:21.431579, cost_time=0:02:04.964391 2021-04-15 05:01:23,741 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.29ms, fps=1109 images/s, loss=0.8875, top1-acc=78.24%, top5-acc=94.06%, remaining_time=0:00:06.922920, arrival_time=2021-04-15 05:01:30.663953, cost_time=0:00:02.307638 2021-04-15 05:01:25,939 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.9317, top1-acc=77.07%, top5-acc=93.81%, remaining_time=0:00:04.506240, arrival_time=2021-04-15 05:01:30.445876, cost_time=0:00:04.506248 2021-04-15 05:01:28,142 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.31ms, fps=1163 images/s, loss=0.9469, top1-acc=76.47%, top5-acc=93.85%, remaining_time=0:00:02.236230, arrival_time=2021-04-15 05:01:30.378307, cost_time=0:00:06.708682 2021-04-15 05:01:30,138 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=1.17ms, fps=1162 images/s, loss=0.9662, top1-acc=76.53%, top5-acc=93.82%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:30.138428, cost_time=0:00:08.705069 2021-04-15 05:01:32,384 INFO : Epoch=0177 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:52:02.756598, arrival_time=2021-04-15 05:53:35.141408, cost_time=6:40:31.648525 2021-04-15 05:01:32,386 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 05:01:38,916 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=2.01ms, fps=392 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:01.465254, arrival_time=2021-04-15 05:03:40.381883, cost_time=0:00:06.530388 2021-04-15 05:01:45,303 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.671008, arrival_time=2021-04-15 05:03:38.974411, cost_time=0:00:12.917157 2021-04-15 05:01:51,691 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.821664, arrival_time=2021-04-15 05:03:38.512877, cost_time=0:00:19.305109 2021-04-15 05:01:58,083 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.217676, arrival_time=2021-04-15 05:03:38.300696, cost_time=0:00:25.696823 2021-04-15 05:02:04,485 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.31ms, fps=400 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.731124, arrival_time=2021-04-15 05:03:38.216920, cost_time=0:00:32.099676 2021-04-15 05:02:10,875 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.241688, arrival_time=2021-04-15 05:03:38.116771, cost_time=0:00:38.488977 2021-04-15 05:02:17,263 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:20.779608, arrival_time=2021-04-15 05:03:38.043290, cost_time=0:00:44.877578 2021-04-15 05:02:23,653 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.70ms, fps=401 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.337556, arrival_time=2021-04-15 05:03:37.991041, cost_time=0:00:51.267286 2021-04-15 05:02:30,044 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.908476, arrival_time=2021-04-15 05:03:37.952733, cost_time=0:00:57.658146 2021-04-15 05:02:36,434 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.485984, arrival_time=2021-04-15 05:03:37.920028, cost_time=0:01:04.047931 2021-04-15 05:02:42,823 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.069584, arrival_time=2021-04-15 05:03:37.893497, cost_time=0:01:10.437803 2021-04-15 05:02:49,206 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.652692, arrival_time=2021-04-15 05:03:37.859003, cost_time=0:01:16.819983 2021-04-15 05:02:55,598 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.246204, arrival_time=2021-04-15 05:03:37.844531, cost_time=0:01:23.212203 2021-04-15 05:03:01,991 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.842072, arrival_time=2021-04-15 05:03:37.833308, cost_time=0:01:29.605124 2021-04-15 05:03:08,381 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.438436, arrival_time=2021-04-15 05:03:37.819419, cost_time=0:01:35.994862 2021-04-15 05:03:14,776 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.037912, arrival_time=2021-04-15 05:03:37.814765, cost_time=0:01:42.390744 2021-04-15 05:03:21,173 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.77ms, fps=400 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.638050, arrival_time=2021-04-15 05:03:37.811488, cost_time=0:01:48.787258 2021-04-15 05:03:27,562 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.237840, arrival_time=2021-04-15 05:03:37.799765, cost_time=0:01:55.175788 2021-04-15 05:03:33,952 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.838944, arrival_time=2021-04-15 05:03:37.791583, cost_time=0:02:01.566540 2021-04-15 05:03:37,342 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:37.342775, cost_time=0:02:04.956669 2021-04-15 05:03:39,658 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.29ms, fps=1107 images/s, loss=0.9564, top1-acc=76.87%, top5-acc=92.89%, remaining_time=0:00:06.940710, arrival_time=2021-04-15 05:03:46.598904, cost_time=0:00:02.313571 2021-04-15 05:03:41,856 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.9474, top1-acc=76.72%, top5-acc=93.42%, remaining_time=0:00:04.511860, arrival_time=2021-04-15 05:03:46.368345, cost_time=0:00:04.511861 2021-04-15 05:03:44,057 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.28ms, fps=1163 images/s, loss=0.9450, top1-acc=77.01%, top5-acc=93.58%, remaining_time=0:00:02.237600, arrival_time=2021-04-15 05:03:46.295017, cost_time=0:00:06.712801 2021-04-15 05:03:46,052 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=1.08ms, fps=1163 images/s, loss=0.9275, top1-acc=77.03%, top5-acc=93.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:46.052406, cost_time=0:00:08.707805 2021-04-15 05:03:48,477 INFO : Epoch=0178 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:49:47.024238, arrival_time=2021-04-15 05:53:35.502014, cost_time=6:42:47.741488 2021-04-15 05:03:48,478 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 05:03:55,043 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.42ms, fps=390 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.099328, arrival_time=2021-04-15 05:05:57.142848, cost_time=0:00:06.564482 2021-04-15 05:04:01,431 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.981824, arrival_time=2021-04-15 05:05:55.413348, cost_time=0:00:12.952485 2021-04-15 05:04:07,815 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.991482, arrival_time=2021-04-15 05:05:54.806425, cost_time=0:00:19.335815 2021-04-15 05:04:14,201 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.318296, arrival_time=2021-04-15 05:05:54.519968, cost_time=0:00:25.722633 2021-04-15 05:04:20,588 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.760032, arrival_time=2021-04-15 05:05:54.348709, cost_time=0:00:32.109624 2021-04-15 05:04:26,974 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.256376, arrival_time=2021-04-15 05:05:54.230855, cost_time=0:00:38.495435 2021-04-15 05:04:33,368 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.800272, arrival_time=2021-04-15 05:05:54.168363, cost_time=0:00:44.889052 2021-04-15 05:04:39,756 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.351592, arrival_time=2021-04-15 05:05:54.107588, cost_time=0:00:51.276951 2021-04-15 05:04:46,142 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.914942, arrival_time=2021-04-15 05:05:54.057702, cost_time=0:00:57.663632 2021-04-15 05:04:52,527 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.486848, arrival_time=2021-04-15 05:05:54.014701, cost_time=0:01:04.048800 2021-04-15 05:04:58,913 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.066660, arrival_time=2021-04-15 05:05:53.979823, cost_time=0:01:10.434119 2021-04-15 05:05:05,301 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.654364, arrival_time=2021-04-15 05:05:53.956095, cost_time=0:01:16.822687 2021-04-15 05:05:11,687 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.244092, arrival_time=2021-04-15 05:05:53.931256, cost_time=0:01:23.208125 2021-04-15 05:05:18,074 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.838320, arrival_time=2021-04-15 05:05:53.913225, cost_time=0:01:29.595792 2021-04-15 05:05:24,466 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.436274, arrival_time=2021-04-15 05:05:53.903167, cost_time=0:01:35.987832 2021-04-15 05:05:30,852 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.033916, arrival_time=2021-04-15 05:05:53.885956, cost_time=0:01:42.373007 2021-04-15 05:05:37,242 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.634462, arrival_time=2021-04-15 05:05:53.877285, cost_time=0:01:48.763784 2021-04-15 05:05:43,629 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.235568, arrival_time=2021-04-15 05:05:53.864756, cost_time=0:01:55.150150 2021-04-15 05:05:50,017 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.838050, arrival_time=2021-04-15 05:05:53.855264, cost_time=0:02:01.538187 2021-04-15 05:05:53,410 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:53.410479, cost_time=0:02:04.931451 2021-04-15 05:05:55,745 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.29ms, fps=1097 images/s, loss=0.9368, top1-acc=77.34%, top5-acc=93.83%, remaining_time=0:00:06.999960, arrival_time=2021-04-15 05:06:02.745442, cost_time=0:00:02.333317 2021-04-15 05:05:57,947 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.30ms, fps=1163 images/s, loss=0.9578, top1-acc=76.54%, top5-acc=93.91%, remaining_time=0:00:04.535280, arrival_time=2021-04-15 05:06:02.482806, cost_time=0:00:04.535270 2021-04-15 05:06:00,148 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.9523, top1-acc=76.74%, top5-acc=93.79%, remaining_time=0:00:02.245500, arrival_time=2021-04-15 05:06:02.394150, cost_time=0:00:06.736496 2021-04-15 05:06:02,144 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.9390, top1-acc=76.97%, top5-acc=93.77%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:02.144682, cost_time=0:00:08.732547 2021-04-15 05:06:04,004 INFO : Epoch=0179 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:47:31.221450, arrival_time=2021-04-15 05:53:35.226339, cost_time=6:45:03.268594 2021-04-15 05:06:04,006 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 05:06:10,561 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=2.68ms, fps=391 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:01.910166, arrival_time=2021-04-15 05:08:12.471079, cost_time=0:00:06.554309 2021-04-15 05:06:16,950 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.906496, arrival_time=2021-04-15 05:08:10.857026, cost_time=0:00:12.943919 2021-04-15 05:06:23,334 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.946994, arrival_time=2021-04-15 05:08:10.281302, cost_time=0:00:19.327773 2021-04-15 05:06:29,725 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:40.301604, arrival_time=2021-04-15 05:08:10.026580, cost_time=0:00:25.718379 2021-04-15 05:06:36,111 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.746746, arrival_time=2021-04-15 05:08:09.858326, cost_time=0:00:32.105045 2021-04-15 05:06:42,502 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.258144, arrival_time=2021-04-15 05:08:09.760911, cost_time=0:00:38.496247 2021-04-15 05:06:48,900 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.808966, arrival_time=2021-04-15 05:08:09.709369, cost_time=0:00:44.893882 2021-04-15 05:06:55,282 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.349736, arrival_time=2021-04-15 05:08:09.631993, cost_time=0:00:51.275643 2021-04-15 05:07:01,671 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.916744, arrival_time=2021-04-15 05:08:09.588428, cost_time=0:00:57.665150 2021-04-15 05:07:08,056 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.487808, arrival_time=2021-04-15 05:08:09.544160, cost_time=0:01:04.049833 2021-04-15 05:07:14,440 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.066660, arrival_time=2021-04-15 05:08:09.507261, cost_time=0:01:10.434072 2021-04-15 05:07:20,825 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.652160, arrival_time=2021-04-15 05:08:09.477933, cost_time=0:01:16.819252 2021-04-15 05:07:27,220 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.246930, arrival_time=2021-04-15 05:08:09.467196, cost_time=0:01:23.213670 2021-04-15 05:07:33,615 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.843472, arrival_time=2021-04-15 05:08:09.458644, cost_time=0:01:29.608624 2021-04-15 05:07:40,010 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.441058, arrival_time=2021-04-15 05:08:09.451178, cost_time=0:01:36.003411 2021-04-15 05:07:46,396 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=2.31ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.037696, arrival_time=2021-04-15 05:08:09.434011, cost_time=0:01:42.389703 2021-04-15 05:07:52,785 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.636776, arrival_time=2021-04-15 05:08:09.422170, cost_time=0:01:48.778863 2021-04-15 05:07:59,174 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.237152, arrival_time=2021-04-15 05:08:09.411694, cost_time=0:01:55.167929 2021-04-15 05:08:05,567 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.18ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838764, arrival_time=2021-04-15 05:08:09.406147, cost_time=0:02:01.560844 2021-04-15 05:08:08,960 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:08.960693, cost_time=0:02:04.954175 2021-04-15 05:08:11,271 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.29ms, fps=1109 images/s, loss=0.9889, top1-acc=75.70%, top5-acc=93.32%, remaining_time=0:00:06.926220, arrival_time=2021-04-15 05:08:18.197479, cost_time=0:00:02.308740 2021-04-15 05:08:13,468 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.9537, top1-acc=76.56%, top5-acc=93.73%, remaining_time=0:00:04.505580, arrival_time=2021-04-15 05:08:17.973679, cost_time=0:00:04.505588 2021-04-15 05:08:15,664 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.9274, top1-acc=77.21%, top5-acc=93.98%, remaining_time=0:00:02.234000, arrival_time=2021-04-15 05:08:17.898524, cost_time=0:00:06.702006 2021-04-15 05:08:17,659 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=1.24ms, fps=1163 images/s, loss=0.9477, top1-acc=76.87%, top5-acc=93.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:17.659304, cost_time=0:00:08.696817 2021-04-15 05:08:20,009 INFO : Epoch=0180 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:45:15.474740, arrival_time=2021-04-15 05:53:35.483636, cost_time=6:47:19.272579 2021-04-15 05:08:20,010 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 05:08:26,573 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.56ms, fps=390 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.058408, arrival_time=2021-04-15 05:10:28.631548, cost_time=0:00:06.562283 2021-04-15 05:08:32,964 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.993088, arrival_time=2021-04-15 05:10:26.957793, cost_time=0:00:12.953752 2021-04-15 05:08:39,356 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.047424, arrival_time=2021-04-15 05:10:26.404111, cost_time=0:00:19.345929 2021-04-15 05:08:45,747 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0055, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.371024, arrival_time=2021-04-15 05:10:26.118072, cost_time=0:00:25.736165 2021-04-15 05:08:52,136 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.807336, arrival_time=2021-04-15 05:10:25.943901, cost_time=0:00:32.125791 2021-04-15 05:08:58,525 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.298944, arrival_time=2021-04-15 05:10:25.823952, cost_time=0:00:38.514243 2021-04-15 05:09:04,916 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.831142, arrival_time=2021-04-15 05:10:25.748094, cost_time=0:00:44.906189 2021-04-15 05:09:11,303 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:14.374676, arrival_time=2021-04-15 05:10:25.678431, cost_time=0:00:51.292905 2021-04-15 05:09:17,687 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.930206, arrival_time=2021-04-15 05:10:25.617596, cost_time=0:00:57.676614 2021-04-15 05:09:24,083 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.30ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:01.510176, arrival_time=2021-04-15 05:10:25.594004, cost_time=0:01:04.073072 2021-04-15 05:09:30,468 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.085064, arrival_time=2021-04-15 05:10:25.553467, cost_time=0:01:10.457645 2021-04-15 05:09:36,864 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.42ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.674200, arrival_time=2021-04-15 05:10:25.538981, cost_time=0:01:16.854015 2021-04-15 05:09:43,261 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.265410, arrival_time=2021-04-15 05:10:25.526428, cost_time=0:01:23.250113 2021-04-15 05:09:49,649 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.855512, arrival_time=2021-04-15 05:10:25.505079, cost_time=0:01:29.638791 2021-04-15 05:09:56,034 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.447222, arrival_time=2021-04-15 05:10:25.481484, cost_time=0:01:36.023498 2021-04-15 05:10:02,421 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.042340, arrival_time=2021-04-15 05:10:25.463475, cost_time=0:01:42.410369 2021-04-15 05:10:08,814 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.640598, arrival_time=2021-04-15 05:10:25.455351, cost_time=0:01:48.803990 2021-04-15 05:10:15,198 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.238896, arrival_time=2021-04-15 05:10:25.437441, cost_time=0:01:55.187592 2021-04-15 05:10:21,591 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839388, arrival_time=2021-04-15 05:10:25.430715, cost_time=0:02:01.580551 2021-04-15 05:10:24,980 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:24.980598, cost_time=0:02:04.969845 2021-04-15 05:10:27,289 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.36ms, fps=1109 images/s, loss=0.9637, top1-acc=76.41%, top5-acc=93.36%, remaining_time=0:00:06.922800, arrival_time=2021-04-15 05:10:34.212697, cost_time=0:00:02.307605 2021-04-15 05:10:29,487 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.24ms, fps=1165 images/s, loss=0.9368, top1-acc=77.09%, top5-acc=93.59%, remaining_time=0:00:04.505080, arrival_time=2021-04-15 05:10:33.992437, cost_time=0:00:04.505073 2021-04-15 05:10:31,689 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.34ms, fps=1163 images/s, loss=0.9504, top1-acc=76.85%, top5-acc=93.31%, remaining_time=0:00:02.235820, arrival_time=2021-04-15 05:10:33.925572, cost_time=0:00:06.707465 2021-04-15 05:10:33,685 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=1.21ms, fps=1163 images/s, loss=0.9422, top1-acc=77.04%, top5-acc=93.59%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:33.685308, cost_time=0:00:08.703051 2021-04-15 05:10:35,800 INFO : Epoch=0181 complete, best val top1-acc=77.13%, top5-acc=93.51% (epoch=167), remaining_time=0:42:59.702865, arrival_time=2021-04-15 05:53:35.503203, cost_time=6:49:35.064052 2021-04-15 05:10:35,801 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 05:10:42,349 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.98ms, fps=391 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.783128, arrival_time=2021-04-15 05:12:44.132347, cost_time=0:00:06.547476 2021-04-15 05:10:48,735 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.816736, arrival_time=2021-04-15 05:12:42.552153, cost_time=0:00:12.933713 2021-04-15 05:10:55,122 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.907652, arrival_time=2021-04-15 05:12:42.029930, cost_time=0:00:19.320654 2021-04-15 05:11:01,510 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.265256, arrival_time=2021-04-15 05:12:41.776003, cost_time=0:00:25.709042 2021-04-15 05:11:07,899 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.724846, arrival_time=2021-04-15 05:12:41.624006, cost_time=0:00:32.097526 2021-04-15 05:11:14,293 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.248760, arrival_time=2021-04-15 05:12:41.542473, cost_time=0:00:38.492092 2021-04-15 05:11:20,682 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.786160, arrival_time=2021-04-15 05:12:41.468978, cost_time=0:00:44.881199 2021-04-15 05:11:27,079 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.353100, arrival_time=2021-04-15 05:12:41.432843, cost_time=0:00:51.278037 2021-04-15 05:11:33,471 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.922786, arrival_time=2021-04-15 05:12:41.394664, cost_time=0:00:57.670255 2021-04-15 05:11:39,856 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.492800, arrival_time=2021-04-15 05:12:41.349454, cost_time=0:01:04.055040 2021-04-15 05:11:46,249 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.61ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.077238, arrival_time=2021-04-15 05:12:41.326533, cost_time=0:01:10.447676 2021-04-15 05:11:52,644 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.667056, arrival_time=2021-04-15 05:12:41.311350, cost_time=0:01:16.842677 2021-04-15 05:11:59,041 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.260328, arrival_time=2021-04-15 05:12:41.302091, cost_time=0:01:23.240022 2021-04-15 05:12:05,428 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.850864, arrival_time=2021-04-15 05:12:41.279681, cost_time=0:01:29.627197 2021-04-15 05:12:11,816 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.444600, arrival_time=2021-04-15 05:12:41.261279, cost_time=0:01:36.015069 2021-04-15 05:12:18,213 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.042664, arrival_time=2021-04-15 05:12:41.256095, cost_time=0:01:42.411811 2021-04-15 05:12:24,602 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.640156, arrival_time=2021-04-15 05:12:41.242813, cost_time=0:01:48.801036 2021-04-15 05:12:31,001 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.239936, arrival_time=2021-04-15 05:12:41.240865, cost_time=0:01:55.199211 2021-04-15 05:12:37,387 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839550, arrival_time=2021-04-15 05:12:41.226968, cost_time=0:02:01.585800 2021-04-15 05:12:40,778 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:40.778288, cost_time=0:02:04.976674 2021-04-15 05:12:43,088 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.61ms, fps=1109 images/s, loss=0.9359, top1-acc=77.70%, top5-acc=93.55%, remaining_time=0:00:06.926430, arrival_time=2021-04-15 05:12:50.015348, cost_time=0:00:02.308814 2021-04-15 05:12:45,288 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.27ms, fps=1164 images/s, loss=0.9549, top1-acc=76.91%, top5-acc=93.26%, remaining_time=0:00:04.508520, arrival_time=2021-04-15 05:12:49.797135, cost_time=0:00:04.508523 2021-04-15 05:12:47,487 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=0.9480, top1-acc=76.89%, top5-acc=93.45%, remaining_time=0:00:02.235870, arrival_time=2021-04-15 05:12:49.723565, cost_time=0:00:06.707604 2021-04-15 05:12:49,482 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=1.15ms, fps=1163 images/s, loss=0.9393, top1-acc=77.18%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:49.482494, cost_time=0:00:08.702432 2021-04-15 05:12:53,469 INFO : Epoch=0182 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:40:44.116446, arrival_time=2021-04-15 05:53:37.585823, cost_time=6:51:52.733029 2021-04-15 05:12:53,470 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 05:13:00,015 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.51ms, fps=391 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.734396, arrival_time=2021-04-15 05:15:01.750166, cost_time=0:00:06.544864 2021-04-15 05:13:06,397 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.756544, arrival_time=2021-04-15 05:15:00.154238, cost_time=0:00:12.926875 2021-04-15 05:13:12,779 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.842248, arrival_time=2021-04-15 05:14:59.621895, cost_time=0:00:19.308835 2021-04-15 05:13:19,161 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.191936, arrival_time=2021-04-15 05:14:59.352993, cost_time=0:00:25.690238 2021-04-15 05:13:25,549 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.670826, arrival_time=2021-04-15 05:14:59.220721, cost_time=0:00:32.079050 2021-04-15 05:13:31,945 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.207552, arrival_time=2021-04-15 05:14:59.152447, cost_time=0:00:38.473894 2021-04-15 05:13:38,330 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.747100, arrival_time=2021-04-15 05:14:59.077506, cost_time=0:00:44.859502 2021-04-15 05:13:44,731 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.328044, arrival_time=2021-04-15 05:14:59.059670, cost_time=0:00:51.260716 2021-04-15 05:13:51,120 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.898618, arrival_time=2021-04-15 05:14:59.019207, cost_time=0:00:57.649768 2021-04-15 05:13:57,509 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.477056, arrival_time=2021-04-15 05:14:58.986517, cost_time=0:01:04.038557 2021-04-15 05:14:03,896 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.059952, arrival_time=2021-04-15 05:14:58.956305, cost_time=0:01:10.425537 2021-04-15 05:14:10,292 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.653528, arrival_time=2021-04-15 05:14:58.945736, cost_time=0:01:16.821388 2021-04-15 05:14:16,685 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.247392, arrival_time=2021-04-15 05:14:58.932915, cost_time=0:01:23.214604 2021-04-15 05:14:23,074 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.841568, arrival_time=2021-04-15 05:14:58.916292, cost_time=0:01:29.603867 2021-04-15 05:14:29,464 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.438160, arrival_time=2021-04-15 05:14:58.902925, cost_time=0:01:35.993958 2021-04-15 05:14:35,855 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.036616, arrival_time=2021-04-15 05:14:58.892310, cost_time=0:01:42.384880 2021-04-15 05:14:42,245 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.636048, arrival_time=2021-04-15 05:14:58.881101, cost_time=0:01:48.774241 2021-04-15 05:14:48,634 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.66ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.236752, arrival_time=2021-04-15 05:14:58.871136, cost_time=0:01:55.163474 2021-04-15 05:14:55,028 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838662, arrival_time=2021-04-15 05:14:58.867103, cost_time=0:02:01.557610 2021-04-15 05:14:58,413 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.19ms, fps=402 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:58.413844, cost_time=0:02:04.943036 2021-04-15 05:15:00,729 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.28ms, fps=1107 images/s, loss=0.9326, top1-acc=76.87%, top5-acc=93.95%, remaining_time=0:00:06.940230, arrival_time=2021-04-15 05:15:07.669237, cost_time=0:00:02.313406 2021-04-15 05:15:02,927 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.29ms, fps=1165 images/s, loss=0.9564, top1-acc=76.33%, top5-acc=93.54%, remaining_time=0:00:04.511440, arrival_time=2021-04-15 05:15:07.438486, cost_time=0:00:04.511447 2021-04-15 05:15:05,126 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=0.9498, top1-acc=76.45%, top5-acc=93.62%, remaining_time=0:00:02.236940, arrival_time=2021-04-15 05:15:07.363377, cost_time=0:00:06.710833 2021-04-15 05:15:07,122 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=1.22ms, fps=1162 images/s, loss=0.9569, top1-acc=76.48%, top5-acc=93.60%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:07.122599, cost_time=0:00:08.707033 2021-04-15 05:15:08,467 INFO : Epoch=0183 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:38:28.259150, arrival_time=2021-04-15 05:53:36.726408, cost_time=6:54:07.730927 2021-04-15 05:15:08,468 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 05:15:15,024 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.30ms, fps=391 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.931184, arrival_time=2021-04-15 05:17:16.955197, cost_time=0:00:06.555438 2021-04-15 05:15:21,409 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.882912, arrival_time=2021-04-15 05:17:15.292729, cost_time=0:00:12.941235 2021-04-15 05:15:27,807 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.32ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.006920, arrival_time=2021-04-15 05:17:14.814175, cost_time=0:00:19.338592 2021-04-15 05:15:34,203 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.364160, arrival_time=2021-04-15 05:17:14.567125, cost_time=0:00:25.734386 2021-04-15 05:15:40,591 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.798138, arrival_time=2021-04-15 05:17:14.389382, cost_time=0:00:32.122664 2021-04-15 05:15:46,981 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.295816, arrival_time=2021-04-15 05:17:14.277272, cost_time=0:00:38.512875 2021-04-15 05:15:53,370 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=2.13ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.823960, arrival_time=2021-04-15 05:17:14.194845, cost_time=0:00:44.902223 2021-04-15 05:15:59,759 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.371196, arrival_time=2021-04-15 05:17:14.130254, cost_time=0:00:51.290469 2021-04-15 05:16:06,143 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.928086, arrival_time=2021-04-15 05:17:14.071467, cost_time=0:00:57.674798 2021-04-15 05:16:12,536 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.505184, arrival_time=2021-04-15 05:17:14.041673, cost_time=0:01:04.067903 2021-04-15 05:16:18,926 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.084978, arrival_time=2021-04-15 05:17:14.011078, cost_time=0:01:10.457524 2021-04-15 05:16:25,328 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.677468, arrival_time=2021-04-15 05:17:14.005442, cost_time=0:01:16.859211 2021-04-15 05:16:31,719 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.265542, arrival_time=2021-04-15 05:17:13.984571, cost_time=0:01:23.250359 2021-04-15 05:16:38,111 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.857248, arrival_time=2021-04-15 05:17:13.969009, cost_time=0:01:29.643086 2021-04-15 05:16:44,499 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.449568, arrival_time=2021-04-15 05:17:13.949314, cost_time=0:01:36.031165 2021-04-15 05:16:50,889 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.044644, arrival_time=2021-04-15 05:17:13.933986, cost_time=0:01:42.420669 2021-04-15 05:16:57,282 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.642080, arrival_time=2021-04-15 05:17:13.924243, cost_time=0:01:48.813582 2021-04-15 05:17:03,673 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.240448, arrival_time=2021-04-15 05:17:13.914020, cost_time=0:01:55.204986 2021-04-15 05:17:10,063 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839826, arrival_time=2021-04-15 05:17:13.902927, cost_time=0:02:01.594445 2021-04-15 05:17:13,455 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:13.455254, cost_time=0:02:04.986661 2021-04-15 05:17:15,785 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.28ms, fps=1099 images/s, loss=0.9196, top1-acc=77.11%, top5-acc=93.83%, remaining_time=0:00:06.985710, arrival_time=2021-04-15 05:17:22.771500, cost_time=0:00:02.328571 2021-04-15 05:17:17,982 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.23ms, fps=1165 images/s, loss=0.9386, top1-acc=76.95%, top5-acc=93.40%, remaining_time=0:00:04.525600, arrival_time=2021-04-15 05:17:22.508409, cost_time=0:00:04.525593 2021-04-15 05:17:20,182 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9422, top1-acc=76.77%, top5-acc=93.55%, remaining_time=0:00:02.241730, arrival_time=2021-04-15 05:17:22.424128, cost_time=0:00:06.725187 2021-04-15 05:17:22,186 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=1.23ms, fps=1158 images/s, loss=0.9452, top1-acc=76.52%, top5-acc=93.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:22.186500, cost_time=0:00:08.729222 2021-04-15 05:17:23,792 INFO : Epoch=0184 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:36:12.439696, arrival_time=2021-04-15 05:53:36.232528, cost_time=6:56:23.056479 2021-04-15 05:17:23,794 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 05:17:30,345 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.97ms, fps=391 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.844880, arrival_time=2021-04-15 05:19:32.190437, cost_time=0:00:06.550804 2021-04-15 05:17:36,733 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.862496, arrival_time=2021-04-15 05:19:30.596127, cost_time=0:00:12.938925 2021-04-15 05:17:43,119 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.933050, arrival_time=2021-04-15 05:19:30.052910, cost_time=0:00:19.325236 2021-04-15 05:17:49,510 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.292244, arrival_time=2021-04-15 05:19:29.802914, cost_time=0:00:25.715967 2021-04-15 05:17:55,901 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.751126, arrival_time=2021-04-15 05:19:29.652337, cost_time=0:00:32.106552 2021-04-15 05:18:02,286 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.247672, arrival_time=2021-04-15 05:19:29.533934, cost_time=0:00:38.491645 2021-04-15 05:18:08,679 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.46ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.792964, arrival_time=2021-04-15 05:19:29.472592, cost_time=0:00:44.885010 2021-04-15 05:18:15,070 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.350084, arrival_time=2021-04-15 05:19:29.420731, cost_time=0:00:51.275918 2021-04-15 05:18:21,463 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.921196, arrival_time=2021-04-15 05:19:29.384756, cost_time=0:00:57.668937 2021-04-15 05:18:27,853 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.496640, arrival_time=2021-04-15 05:19:29.350230, cost_time=0:01:04.058972 2021-04-15 05:18:34,244 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.078700, arrival_time=2021-04-15 05:19:29.322821, cost_time=0:01:10.449499 2021-04-15 05:18:40,637 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.667360, arrival_time=2021-04-15 05:19:29.305206, cost_time=0:01:16.843226 2021-04-15 05:18:47,031 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.258480, arrival_time=2021-04-15 05:19:29.289597, cost_time=0:01:23.236408 2021-04-15 05:18:53,418 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.849576, arrival_time=2021-04-15 05:19:29.268068, cost_time=0:01:29.623874 2021-04-15 05:18:59,806 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.443542, arrival_time=2021-04-15 05:19:29.249766, cost_time=0:01:36.011612 2021-04-15 05:19:06,198 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.040828, arrival_time=2021-04-15 05:19:29.239123, cost_time=0:01:42.403677 2021-04-15 05:19:12,598 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.89ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.640572, arrival_time=2021-04-15 05:19:29.239090, cost_time=0:01:48.803823 2021-04-15 05:19:18,989 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.239536, arrival_time=2021-04-15 05:19:29.228891, cost_time=0:01:55.194719 2021-04-15 05:19:25,383 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.26ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.839634, arrival_time=2021-04-15 05:19:29.222592, cost_time=0:02:01.588333 2021-04-15 05:19:28,771 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:28.771038, cost_time=0:02:04.976439 2021-04-15 05:19:31,085 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.30ms, fps=1107 images/s, loss=0.9746, top1-acc=76.72%, top5-acc=92.89%, remaining_time=0:00:06.938520, arrival_time=2021-04-15 05:19:38.024035, cost_time=0:00:02.312837 2021-04-15 05:19:33,286 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.26ms, fps=1163 images/s, loss=0.9575, top1-acc=76.84%, top5-acc=93.59%, remaining_time=0:00:04.513540, arrival_time=2021-04-15 05:19:37.799750, cost_time=0:00:04.513537 2021-04-15 05:19:35,482 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.9543, top1-acc=76.73%, top5-acc=93.67%, remaining_time=0:00:02.236610, arrival_time=2021-04-15 05:19:37.719122, cost_time=0:00:06.709831 2021-04-15 05:19:37,479 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=0.9495, top1-acc=76.87%, top5-acc=93.74%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:37.479343, cost_time=0:00:08.706698 2021-04-15 05:19:38,874 INFO : Epoch=0185 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:33:56.605785, arrival_time=2021-04-15 05:53:35.480139, cost_time=6:58:38.138015 2021-04-15 05:19:38,875 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 05:19:45,422 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.33ms, fps=391 images/s, loss=0.0056, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:01.774758, arrival_time=2021-04-15 05:21:47.197539, cost_time=0:00:06.547034 2021-04-15 05:19:51,813 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.855808, arrival_time=2021-04-15 05:21:45.669657, cost_time=0:00:12.938169 2021-04-15 05:19:58,198 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.28ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.921928, arrival_time=2021-04-15 05:21:45.120829, cost_time=0:00:19.323237 2021-04-15 05:20:04,587 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.275240, arrival_time=2021-04-15 05:21:44.862508, cost_time=0:00:25.711598 2021-04-15 05:20:10,975 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.731416, arrival_time=2021-04-15 05:21:44.706876, cost_time=0:00:32.099796 2021-04-15 05:20:17,365 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.243592, arrival_time=2021-04-15 05:21:44.609161, cost_time=0:00:38.489813 2021-04-15 05:20:23,759 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.791074, arrival_time=2021-04-15 05:21:44.550672, cost_time=0:00:44.883916 2021-04-15 05:20:30,151 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.350200, arrival_time=2021-04-15 05:21:44.501848, cost_time=0:00:51.275981 2021-04-15 05:20:36,547 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.925118, arrival_time=2021-04-15 05:21:44.473067, cost_time=0:00:57.672275 2021-04-15 05:20:42,934 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.496352, arrival_time=2021-04-15 05:21:44.430708, cost_time=0:01:04.058683 2021-04-15 05:20:49,333 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.084978, arrival_time=2021-04-15 05:21:44.418221, cost_time=0:01:10.457487 2021-04-15 05:20:55,722 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.60ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.669640, arrival_time=2021-04-15 05:21:44.392093, cost_time=0:01:16.846771 2021-04-15 05:21:02,120 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.262968, arrival_time=2021-04-15 05:21:44.383881, cost_time=0:01:23.245248 2021-04-15 05:21:08,514 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.855568, arrival_time=2021-04-15 05:21:44.370173, cost_time=0:01:29.638932 2021-04-15 05:21:14,904 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.448924, arrival_time=2021-04-15 05:21:44.353621, cost_time=0:01:36.029031 2021-04-15 05:21:21,308 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.047344, arrival_time=2021-04-15 05:21:44.355740, cost_time=0:01:42.432571 2021-04-15 05:21:27,702 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.644108, arrival_time=2021-04-15 05:21:44.346647, cost_time=0:01:48.826848 2021-04-15 05:21:34,090 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.241328, arrival_time=2021-04-15 05:21:44.332073, cost_time=0:01:55.215020 2021-04-15 05:21:40,489 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.840426, arrival_time=2021-04-15 05:21:44.329638, cost_time=0:02:01.613542 2021-04-15 05:21:43,882 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.16ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:43.882565, cost_time=0:02:05.006907 2021-04-15 05:21:46,204 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.47ms, fps=1104 images/s, loss=0.9830, top1-acc=76.05%, top5-acc=93.83%, remaining_time=0:00:06.959070, arrival_time=2021-04-15 05:21:53.163026, cost_time=0:00:02.319687 2021-04-15 05:21:48,405 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.9588, top1-acc=76.62%, top5-acc=93.63%, remaining_time=0:00:04.521380, arrival_time=2021-04-15 05:21:52.927029, cost_time=0:00:04.521384 2021-04-15 05:21:50,603 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.9568, top1-acc=76.58%, top5-acc=93.74%, remaining_time=0:00:02.239620, arrival_time=2021-04-15 05:21:52.842756, cost_time=0:00:06.718866 2021-04-15 05:21:52,601 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=1.17ms, fps=1161 images/s, loss=0.9501, top1-acc=76.73%, top5-acc=93.84%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:52.601085, cost_time=0:00:08.716851 2021-04-15 05:21:53,979 INFO : Epoch=0186 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:31:40.781764, arrival_time=2021-04-15 05:53:34.761480, cost_time=7:00:53.243424 2021-04-15 05:21:53,980 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 05:22:00,560 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.40ms, fps=389 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.366052, arrival_time=2021-04-15 05:24:02.926024, cost_time=0:00:06.578824 2021-04-15 05:22:06,960 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:54.220832, arrival_time=2021-04-15 05:24:01.181713, cost_time=0:00:12.979637 2021-04-15 05:22:13,351 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.180224, arrival_time=2021-04-15 05:24:00.531210, cost_time=0:00:19.369928 2021-04-15 05:22:19,742 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.469616, arrival_time=2021-04-15 05:24:00.212269, cost_time=0:00:25.761456 2021-04-15 05:22:26,133 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.885008, arrival_time=2021-04-15 05:24:00.018476, cost_time=0:00:32.152405 2021-04-15 05:22:32,523 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:27.363544, arrival_time=2021-04-15 05:23:59.887319, cost_time=0:00:38.542726 2021-04-15 05:22:38,911 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.875620, arrival_time=2021-04-15 05:23:59.787571, cost_time=0:00:44.930908 2021-04-15 05:22:45,302 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:14.415276, arrival_time=2021-04-15 05:23:59.717278, cost_time=0:00:51.320843 2021-04-15 05:22:51,692 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.971440, arrival_time=2021-04-15 05:23:59.664152, cost_time=0:00:57.711644 2021-04-15 05:22:58,079 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.534656, arrival_time=2021-04-15 05:23:59.614357, cost_time=0:01:04.098648 2021-04-15 05:23:04,473 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.111896, arrival_time=2021-04-15 05:23:59.584940, cost_time=0:01:10.491998 2021-04-15 05:23:10,860 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.690464, arrival_time=2021-04-15 05:23:59.551250, cost_time=0:01:16.879737 2021-04-15 05:23:17,261 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.280590, arrival_time=2021-04-15 05:23:59.541634, cost_time=0:01:23.279896 2021-04-15 05:23:23,651 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=2.07ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.868112, arrival_time=2021-04-15 05:23:59.519527, cost_time=0:01:29.670251 2021-04-15 05:23:30,043 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.458998, arrival_time=2021-04-15 05:23:59.502139, cost_time=0:01:36.061986 2021-04-15 05:23:36,436 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.36ms, fps=400 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.052348, arrival_time=2021-04-15 05:23:59.488362, cost_time=0:01:42.454858 2021-04-15 05:23:42,824 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.646552, arrival_time=2021-04-15 05:23:59.470510, cost_time=0:01:48.842909 2021-04-15 05:23:49,213 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.242912, arrival_time=2021-04-15 05:23:59.456811, cost_time=0:01:55.232753 2021-04-15 05:23:55,602 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.840666, arrival_time=2021-04-15 05:23:59.442881, cost_time=0:02:01.621166 2021-04-15 05:23:58,990 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:58.990230, cost_time=0:02:05.009187 2021-04-15 05:24:01,314 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.32ms, fps=1102 images/s, loss=0.9730, top1-acc=75.66%, top5-acc=93.24%, remaining_time=0:00:06.966570, arrival_time=2021-04-15 05:24:08.280671, cost_time=0:00:02.322193 2021-04-15 05:24:03,511 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.24ms, fps=1165 images/s, loss=0.9794, top1-acc=75.82%, top5-acc=93.03%, remaining_time=0:00:04.519380, arrival_time=2021-04-15 05:24:08.030671, cost_time=0:00:04.519387 2021-04-15 05:24:05,708 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.9627, top1-acc=76.38%, top5-acc=93.31%, remaining_time=0:00:02.238940, arrival_time=2021-04-15 05:24:07.947677, cost_time=0:00:06.716827 2021-04-15 05:24:07,707 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=1.13ms, fps=1161 images/s, loss=0.9455, top1-acc=76.78%, top5-acc=93.38%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:07.707098, cost_time=0:00:08.715129 2021-04-15 05:24:09,073 INFO : Epoch=0187 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:29:24.964630, arrival_time=2021-04-15 05:53:34.038209, cost_time=7:03:08.337289 2021-04-15 05:24:09,074 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 05:24:15,668 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.31ms, fps=388 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.643378, arrival_time=2021-04-15 05:26:18.312071, cost_time=0:00:06.593732 2021-04-15 05:24:22,057 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0059, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:54.248112, arrival_time=2021-04-15 05:26:16.305808, cost_time=0:00:12.982749 2021-04-15 05:24:28,440 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:47.153498, arrival_time=2021-04-15 05:26:15.593547, cost_time=0:00:19.365100 2021-04-15 05:24:34,829 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:40.443876, arrival_time=2021-04-15 05:26:15.273685, cost_time=0:00:25.754856 2021-04-15 05:24:41,221 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.867050, arrival_time=2021-04-15 05:26:15.088263, cost_time=0:00:32.146251 2021-04-15 05:24:47,607 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.340968, arrival_time=2021-04-15 05:26:14.948782, cost_time=0:00:38.532759 2021-04-15 05:24:54,005 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.37ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.874738, arrival_time=2021-04-15 05:26:14.880109, cost_time=0:00:44.930423 2021-04-15 05:25:00,395 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.414348, arrival_time=2021-04-15 05:26:14.809536, cost_time=0:00:51.320233 2021-04-15 05:25:06,788 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.51ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.973772, arrival_time=2021-04-15 05:26:14.762268, cost_time=0:00:57.713541 2021-04-15 05:25:13,173 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.534080, arrival_time=2021-04-15 05:26:14.707079, cost_time=0:01:04.098046 2021-04-15 05:25:19,567 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.50ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.112498, arrival_time=2021-04-15 05:26:14.680316, cost_time=0:01:10.492782 2021-04-15 05:25:25,952 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.688792, arrival_time=2021-04-15 05:26:14.640748, cost_time=0:01:16.876999 2021-04-15 05:25:32,345 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.275838, arrival_time=2021-04-15 05:26:14.621404, cost_time=0:01:23.270627 2021-04-15 05:25:38,732 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.862848, arrival_time=2021-04-15 05:26:14.594869, cost_time=0:01:29.657073 2021-04-15 05:25:45,119 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.453662, arrival_time=2021-04-15 05:26:14.573122, cost_time=0:01:36.044510 2021-04-15 05:25:51,513 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.048532, arrival_time=2021-04-15 05:26:14.561450, cost_time=0:01:42.437888 2021-04-15 05:25:57,905 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.644602, arrival_time=2021-04-15 05:26:14.549672, cost_time=0:01:48.830114 2021-04-15 05:26:04,285 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.240928, arrival_time=2021-04-15 05:26:14.526298, cost_time=0:01:55.210422 2021-04-15 05:26:10,673 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.21ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839958, arrival_time=2021-04-15 05:26:14.513612, cost_time=0:02:01.598712 2021-04-15 05:26:14,064 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:14.064444, cost_time=0:02:04.989499 2021-04-15 05:26:16,375 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.39ms, fps=1109 images/s, loss=0.9525, top1-acc=76.60%, top5-acc=93.36%, remaining_time=0:00:06.926220, arrival_time=2021-04-15 05:26:23.301203, cost_time=0:00:02.308739 2021-04-15 05:26:18,573 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.9358, top1-acc=76.56%, top5-acc=93.81%, remaining_time=0:00:04.507260, arrival_time=2021-04-15 05:26:23.080761, cost_time=0:00:04.507260 2021-04-15 05:26:20,772 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.9363, top1-acc=76.65%, top5-acc=93.92%, remaining_time=0:00:02.235420, arrival_time=2021-04-15 05:26:23.008053, cost_time=0:00:06.706275 2021-04-15 05:26:22,765 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=1.17ms, fps=1164 images/s, loss=0.9366, top1-acc=76.61%, top5-acc=93.78%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:22.765720, cost_time=0:00:08.699509 2021-04-15 05:26:24,097 INFO : Epoch=0188 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:27:09.150696, arrival_time=2021-04-15 05:53:33.247925, cost_time=7:05:23.360907 2021-04-15 05:26:24,098 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 05:26:30,658 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.87ms, fps=390 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.999260, arrival_time=2021-04-15 05:28:32.657162, cost_time=0:00:06.559101 2021-04-15 05:26:37,047 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.943632, arrival_time=2021-04-15 05:28:30.990581, cost_time=0:00:12.948141 2021-04-15 05:26:43,434 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.993640, arrival_time=2021-04-15 05:28:30.428530, cost_time=0:00:19.336214 2021-04-15 05:26:49,823 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.325472, arrival_time=2021-04-15 05:28:30.148702, cost_time=0:00:25.724463 2021-04-15 05:26:56,209 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.762952, arrival_time=2021-04-15 05:28:29.972263, cost_time=0:00:32.110618 2021-04-15 05:27:02,597 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.264536, arrival_time=2021-04-15 05:28:29.862239, cost_time=0:00:38.499039 2021-04-15 05:27:08,983 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.792586, arrival_time=2021-04-15 05:28:29.776056, cost_time=0:00:44.884796 2021-04-15 05:27:15,367 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.61ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.339876, arrival_time=2021-04-15 05:28:29.707571, cost_time=0:00:51.268917 2021-04-15 05:27:21,753 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.904660, arrival_time=2021-04-15 05:28:29.658274, cost_time=0:00:57.654920 2021-04-15 05:27:28,142 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.481952, arrival_time=2021-04-15 05:28:29.624311, cost_time=0:01:04.043676 2021-04-15 05:27:34,530 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.62ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.064768, arrival_time=2021-04-15 05:28:29.595096, cost_time=0:01:10.431644 2021-04-15 05:27:40,917 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.651704, arrival_time=2021-04-15 05:28:29.568884, cost_time=0:01:16.818500 2021-04-15 05:27:47,302 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.241980, arrival_time=2021-04-15 05:28:29.544621, cost_time=0:01:23.203873 2021-04-15 05:27:53,692 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.837648, arrival_time=2021-04-15 05:28:29.530403, cost_time=0:01:29.594059 2021-04-15 05:28:00,081 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.434802, arrival_time=2021-04-15 05:28:29.516465, cost_time=0:01:35.982982 2021-04-15 05:28:06,469 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.033376, arrival_time=2021-04-15 05:28:29.502659, cost_time=0:01:42.370604 2021-04-15 05:28:12,858 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.633838, arrival_time=2021-04-15 05:28:29.492287, cost_time=0:01:48.759774 2021-04-15 05:28:19,243 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.235072, arrival_time=2021-04-15 05:28:29.478480, cost_time=0:01:55.144594 2021-04-15 05:28:25,631 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.837870, arrival_time=2021-04-15 05:28:29.469099, cost_time=0:02:01.532555 2021-04-15 05:28:29,017 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.22ms, fps=402 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:29.017362, cost_time=0:02:04.918687 2021-04-15 05:28:31,328 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.25ms, fps=1109 images/s, loss=0.9379, top1-acc=77.27%, top5-acc=93.95%, remaining_time=0:00:06.928080, arrival_time=2021-04-15 05:28:38.256606, cost_time=0:00:02.309357 2021-04-15 05:28:33,526 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.9613, top1-acc=76.76%, top5-acc=93.91%, remaining_time=0:00:04.507700, arrival_time=2021-04-15 05:28:38.034556, cost_time=0:00:04.507698 2021-04-15 05:28:35,724 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.9532, top1-acc=76.91%, top5-acc=93.87%, remaining_time=0:00:02.235030, arrival_time=2021-04-15 05:28:37.959282, cost_time=0:00:06.705100 2021-04-15 05:28:37,720 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=1.17ms, fps=1163 images/s, loss=0.9457, top1-acc=76.93%, top5-acc=93.69%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:37.719997, cost_time=0:00:08.700872 2021-04-15 05:28:39,077 INFO : Epoch=0189 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:24:53.342620, arrival_time=2021-04-15 05:53:32.420370, cost_time=7:07:38.341462 2021-04-15 05:28:39,078 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 05:28:45,637 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=4.40ms, fps=390 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:02:01.985682, arrival_time=2021-04-15 05:30:47.623168, cost_time=0:00:06.558368 2021-04-15 05:28:52,024 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:53.921984, arrival_time=2021-04-15 05:30:45.946872, cost_time=0:00:12.945690 2021-04-15 05:28:58,410 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:46.969072, arrival_time=2021-04-15 05:30:45.379886, cost_time=0:00:19.331764 2021-04-15 05:29:04,794 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:40.287096, arrival_time=2021-04-15 05:30:45.081149, cost_time=0:00:25.714658 2021-04-15 05:29:11,173 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:33.716378, arrival_time=2021-04-15 05:30:44.890090, cost_time=0:00:32.094647 2021-04-15 05:29:17,558 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0062, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:27.220336, arrival_time=2021-04-15 05:30:44.778942, cost_time=0:00:38.479587 2021-04-15 05:29:23,941 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.752392, arrival_time=2021-04-15 05:30:44.693833, cost_time=0:00:44.862418 2021-04-15 05:29:30,328 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.311920, arrival_time=2021-04-15 05:30:44.640563, cost_time=0:00:51.249619 2021-04-15 05:29:36,717 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.885262, arrival_time=2021-04-15 05:30:44.602796, cost_time=0:00:57.638427 2021-04-15 05:29:43,101 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.461312, arrival_time=2021-04-15 05:30:44.562526, cost_time=0:01:04.022177 2021-04-15 05:29:49,483 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.043784, arrival_time=2021-04-15 05:30:44.527645, cost_time=0:01:10.404833 2021-04-15 05:29:55,870 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.87ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.634300, arrival_time=2021-04-15 05:30:44.504296, cost_time=0:01:16.790972 2021-04-15 05:30:02,253 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.227262, arrival_time=2021-04-15 05:30:44.481158, cost_time=0:01:23.174889 2021-04-15 05:30:08,639 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.824320, arrival_time=2021-04-15 05:30:44.464175, cost_time=0:01:29.560738 2021-04-15 05:30:15,028 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.424498, arrival_time=2021-04-15 05:30:44.452975, cost_time=0:01:35.949431 2021-04-15 05:30:21,411 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.024736, arrival_time=2021-04-15 05:30:44.435892, cost_time=0:01:42.332135 2021-04-15 05:30:27,796 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.627442, arrival_time=2021-04-15 05:30:44.424356, cost_time=0:01:48.717884 2021-04-15 05:30:34,189 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.232048, arrival_time=2021-04-15 05:30:44.421645, cost_time=0:01:55.110573 2021-04-15 05:30:40,574 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.836694, arrival_time=2021-04-15 05:30:44.410948, cost_time=0:02:01.495235 2021-04-15 05:30:43,960 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.22ms, fps=402 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:43.960301, cost_time=0:02:04.881196 2021-04-15 05:30:46,281 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.31ms, fps=1104 images/s, loss=0.9437, top1-acc=77.03%, top5-acc=93.67%, remaining_time=0:00:06.957330, arrival_time=2021-04-15 05:30:53.238704, cost_time=0:00:02.319108 2021-04-15 05:30:48,480 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.29ms, fps=1164 images/s, loss=0.9372, top1-acc=77.07%, top5-acc=93.59%, remaining_time=0:00:04.517920, arrival_time=2021-04-15 05:30:52.998106, cost_time=0:00:04.517927 2021-04-15 05:30:50,679 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9393, top1-acc=76.99%, top5-acc=93.65%, remaining_time=0:00:02.239200, arrival_time=2021-04-15 05:30:52.919059, cost_time=0:00:06.717604 2021-04-15 05:30:52,673 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.9398, top1-acc=76.81%, top5-acc=93.79%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:52.673201, cost_time=0:00:08.710976 2021-04-15 05:30:54,068 INFO : Epoch=0190 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:22:37.543810, arrival_time=2021-04-15 05:53:31.612441, cost_time=7:09:53.332335 2021-04-15 05:30:54,069 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 05:31:00,624 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.33ms, fps=391 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.919094, arrival_time=2021-04-15 05:33:02.543936, cost_time=0:00:06.554792 2021-04-15 05:31:07,012 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.891536, arrival_time=2021-04-15 05:33:00.903805, cost_time=0:00:12.942217 2021-04-15 05:31:13,396 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.940022, arrival_time=2021-04-15 05:33:00.336453, cost_time=0:00:19.326502 2021-04-15 05:31:19,793 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.321572, arrival_time=2021-04-15 05:33:00.115056, cost_time=0:00:25.723461 2021-04-15 05:31:26,179 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.759740, arrival_time=2021-04-15 05:32:59.939153, cost_time=0:00:32.109476 2021-04-15 05:31:32,573 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.274872, arrival_time=2021-04-15 05:32:59.848411, cost_time=0:00:38.503617 2021-04-15 05:31:38,962 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.806572, arrival_time=2021-04-15 05:32:59.769072, cost_time=0:00:44.892572 2021-04-15 05:31:45,349 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.355420, arrival_time=2021-04-15 05:32:59.705051, cost_time=0:00:51.279592 2021-04-15 05:31:51,739 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.921408, arrival_time=2021-04-15 05:32:59.660429, cost_time=0:00:57.669107 2021-04-15 05:31:58,132 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.56ms, fps=400 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.500288, arrival_time=2021-04-15 05:32:59.633028, cost_time=0:01:04.062808 2021-04-15 05:32:04,519 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.078528, arrival_time=2021-04-15 05:32:59.597717, cost_time=0:01:10.449266 2021-04-15 05:32:10,913 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.667436, arrival_time=2021-04-15 05:32:59.580894, cost_time=0:01:16.843339 2021-04-15 05:32:17,302 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.256566, arrival_time=2021-04-15 05:32:59.559180, cost_time=0:01:23.232681 2021-04-15 05:32:23,689 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.847896, arrival_time=2021-04-15 05:32:59.537628, cost_time=0:01:29.619809 2021-04-15 05:32:30,075 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.441840, arrival_time=2021-04-15 05:32:59.517719, cost_time=0:01:36.005951 2021-04-15 05:32:36,464 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.038740, arrival_time=2021-04-15 05:32:59.502992, cost_time=0:01:42.394325 2021-04-15 05:32:42,860 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.74ms, fps=400 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.638596, arrival_time=2021-04-15 05:32:59.499406, cost_time=0:01:48.790795 2021-04-15 05:32:49,250 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.238272, arrival_time=2021-04-15 05:32:59.488803, cost_time=0:01:55.180567 2021-04-15 05:32:55,636 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838944, arrival_time=2021-04-15 05:32:59.475403, cost_time=0:02:01.566536 2021-04-15 05:32:59,026 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.15ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:59.026818, cost_time=0:02:04.956896 2021-04-15 05:33:01,362 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.30ms, fps=1097 images/s, loss=0.9419, top1-acc=77.07%, top5-acc=93.44%, remaining_time=0:00:06.999600, arrival_time=2021-04-15 05:33:08.361651, cost_time=0:00:02.333196 2021-04-15 05:33:03,566 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.26ms, fps=1162 images/s, loss=0.9544, top1-acc=76.64%, top5-acc=93.69%, remaining_time=0:00:04.537800, arrival_time=2021-04-15 05:33:08.104243, cost_time=0:00:04.537802 2021-04-15 05:33:05,766 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.9409, top1-acc=76.82%, top5-acc=93.71%, remaining_time=0:00:02.245980, arrival_time=2021-04-15 05:33:08.012657, cost_time=0:00:06.737937 2021-04-15 05:33:07,765 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=1.19ms, fps=1161 images/s, loss=0.9661, top1-acc=76.69%, top5-acc=93.74%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:07.765738, cost_time=0:00:08.737129 2021-04-15 05:33:09,148 INFO : Epoch=0191 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:20:21.757659, arrival_time=2021-04-15 05:53:30.906539, cost_time=7:12:08.412585 2021-04-15 05:33:09,150 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 05:33:15,704 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.36ms, fps=391 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.909050, arrival_time=2021-04-15 05:35:17.613686, cost_time=0:00:06.554253 2021-04-15 05:33:22,089 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.865664, arrival_time=2021-04-15 05:35:15.955217, cost_time=0:00:12.939271 2021-04-15 05:33:28,482 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.973222, arrival_time=2021-04-15 05:35:15.456106, cost_time=0:00:19.332507 2021-04-15 05:33:34,868 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:40.301604, arrival_time=2021-04-15 05:35:15.170259, cost_time=0:00:25.718376 2021-04-15 05:33:41,249 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0054, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.729518, arrival_time=2021-04-15 05:35:14.978944, cost_time=0:00:32.099152 2021-04-15 05:33:47,643 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.33ms, fps=400 images/s, loss=0.0054, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.250256, arrival_time=2021-04-15 05:35:14.893378, cost_time=0:00:38.492751 2021-04-15 05:33:54,032 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.787798, arrival_time=2021-04-15 05:35:14.820181, cost_time=0:00:44.882087 2021-04-15 05:34:00,421 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.343356, arrival_time=2021-04-15 05:35:14.764895, cost_time=0:00:51.271265 2021-04-15 05:34:06,808 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.908582, arrival_time=2021-04-15 05:35:14.717083, cost_time=0:00:57.658206 2021-04-15 05:34:13,198 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.485888, arrival_time=2021-04-15 05:35:14.684004, cost_time=0:01:04.047837 2021-04-15 05:34:19,589 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.070358, arrival_time=2021-04-15 05:35:14.659576, cost_time=0:01:10.438849 2021-04-15 05:34:25,986 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.49ms, fps=400 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.662648, arrival_time=2021-04-15 05:35:14.648752, cost_time=0:01:16.835810 2021-04-15 05:34:32,379 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.52ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.254982, arrival_time=2021-04-15 05:35:14.634782, cost_time=0:01:23.229515 2021-04-15 05:34:38,770 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.847896, arrival_time=2021-04-15 05:35:14.617985, cost_time=0:01:29.619805 2021-04-15 05:34:45,165 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.55ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.444738, arrival_time=2021-04-15 05:35:14.610525, cost_time=0:01:36.015503 2021-04-15 05:34:51,571 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.47ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.044752, arrival_time=2021-04-15 05:35:14.616251, cost_time=0:01:42.421086 2021-04-15 05:34:57,963 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.642080, arrival_time=2021-04-15 05:35:14.605920, cost_time=0:01:48.813558 2021-04-15 05:35:04,356 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.240496, arrival_time=2021-04-15 05:35:14.596449, cost_time=0:01:55.205579 2021-04-15 05:35:10,749 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.22ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839958, arrival_time=2021-04-15 05:35:14.589077, cost_time=0:02:01.598754 2021-04-15 05:35:14,139 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:14.139635, cost_time=0:02:04.989279 2021-04-15 05:35:16,455 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.34ms, fps=1106 images/s, loss=1.0081, top1-acc=75.78%, top5-acc=93.59%, remaining_time=0:00:06.940890, arrival_time=2021-04-15 05:35:23.396121, cost_time=0:00:02.313629 2021-04-15 05:35:18,654 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9623, top1-acc=76.84%, top5-acc=93.77%, remaining_time=0:00:04.512680, arrival_time=2021-04-15 05:35:23.166958, cost_time=0:00:04.512687 2021-04-15 05:35:20,850 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.9620, top1-acc=76.82%, top5-acc=93.68%, remaining_time=0:00:02.236320, arrival_time=2021-04-15 05:35:23.086880, cost_time=0:00:06.708968 2021-04-15 05:35:22,849 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=1.24ms, fps=1161 images/s, loss=0.9589, top1-acc=76.96%, top5-acc=93.69%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:22.849276, cost_time=0:00:08.707640 2021-04-15 05:35:24,199 INFO : Epoch=0192 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:18:05.977648, arrival_time=2021-04-15 05:53:30.177580, cost_time=7:14:23.463640 2021-04-15 05:35:24,201 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 05:35:30,765 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.64ms, fps=390 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.101746, arrival_time=2021-04-15 05:37:32.867658, cost_time=0:00:06.564609 2021-04-15 05:35:37,148 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.933600, arrival_time=2021-04-15 05:37:31.081888, cost_time=0:00:12.947008 2021-04-15 05:35:43,540 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0055, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.008414, arrival_time=2021-04-15 05:37:30.548581, cost_time=0:00:19.338884 2021-04-15 05:35:49,929 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.337952, arrival_time=2021-04-15 05:37:30.266948, cost_time=0:00:25.727681 2021-04-15 05:35:56,317 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.59ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.779012, arrival_time=2021-04-15 05:37:30.096471, cost_time=0:00:32.116117 2021-04-15 05:36:02,713 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.292824, arrival_time=2021-04-15 05:37:30.005759, cost_time=0:00:38.511557 2021-04-15 05:36:09,099 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.815770, arrival_time=2021-04-15 05:37:29.914901, cost_time=0:00:44.897657 2021-04-15 05:36:15,490 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.369456, arrival_time=2021-04-15 05:37:29.860008, cost_time=0:00:51.289249 2021-04-15 05:36:21,876 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.43ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.927980, arrival_time=2021-04-15 05:37:29.804070, cost_time=0:00:57.674718 2021-04-15 05:36:28,262 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.498752, arrival_time=2021-04-15 05:37:29.761216, cost_time=0:01:04.061164 2021-04-15 05:36:34,652 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.080076, arrival_time=2021-04-15 05:37:29.732672, cost_time=0:01:10.451300 2021-04-15 05:36:41,047 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.669260, arrival_time=2021-04-15 05:37:29.716726, cost_time=0:01:16.846189 2021-04-15 05:36:47,439 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.259140, arrival_time=2021-04-15 05:37:29.698157, cost_time=0:01:23.237658 2021-04-15 05:36:53,827 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0054, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.850528, arrival_time=2021-04-15 05:37:29.678145, cost_time=0:01:29.626323 2021-04-15 05:37:00,219 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.445428, arrival_time=2021-04-15 05:37:29.664477, cost_time=0:01:36.017765 2021-04-15 05:37:06,609 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.041800, arrival_time=2021-04-15 05:37:29.651119, cost_time=0:01:42.408037 2021-04-15 05:37:13,001 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.640052, arrival_time=2021-04-15 05:37:29.641698, cost_time=0:01:48.800364 2021-04-15 05:37:19,383 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.238368, arrival_time=2021-04-15 05:37:29.621411, cost_time=0:01:55.181671 2021-04-15 05:37:25,768 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.20ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838950, arrival_time=2021-04-15 05:37:29.607057, cost_time=0:02:01.566819 2021-04-15 05:37:29,161 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:29.161084, cost_time=0:02:04.959818 2021-04-15 05:37:31,471 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.45ms, fps=1109 images/s, loss=0.9277, top1-acc=77.15%, top5-acc=93.67%, remaining_time=0:00:06.925920, arrival_time=2021-04-15 05:37:38.397235, cost_time=0:00:02.308645 2021-04-15 05:37:33,673 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.9454, top1-acc=77.01%, top5-acc=93.61%, remaining_time=0:00:04.511200, arrival_time=2021-04-15 05:37:38.185058, cost_time=0:00:04.511192 2021-04-15 05:37:35,873 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=0.9590, top1-acc=76.69%, top5-acc=93.40%, remaining_time=0:00:02.236780, arrival_time=2021-04-15 05:37:38.109787, cost_time=0:00:06.710346 2021-04-15 05:37:37,867 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.9460, top1-acc=76.91%, top5-acc=93.48%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:37.867446, cost_time=0:00:08.704815 2021-04-15 05:37:39,258 INFO : Epoch=0193 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:15:50.205473, arrival_time=2021-04-15 05:53:29.464043, cost_time=7:16:38.522280 2021-04-15 05:37:39,259 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 05:37:45,826 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.45ms, fps=390 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.137272, arrival_time=2021-04-15 05:39:47.963752, cost_time=0:00:06.566525 2021-04-15 05:37:52,214 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.995200, arrival_time=2021-04-15 05:39:46.209160, cost_time=0:00:12.954005 2021-04-15 05:37:58,611 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.48ms, fps=400 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:47.080624, arrival_time=2021-04-15 05:39:45.692473, cost_time=0:00:19.351908 2021-04-15 05:38:05,004 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.403940, arrival_time=2021-04-15 05:39:45.408466, cost_time=0:00:25.744586 2021-04-15 05:38:11,396 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.838434, arrival_time=2021-04-15 05:39:45.234833, cost_time=0:00:32.136443 2021-04-15 05:38:17,787 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.329000, arrival_time=2021-04-15 05:39:45.116323, cost_time=0:00:38.527491 2021-04-15 05:38:24,181 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.44ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.857854, arrival_time=2021-04-15 05:39:45.038865, cost_time=0:00:44.921053 2021-04-15 05:38:30,565 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.392772, arrival_time=2021-04-15 05:39:44.957968, cost_time=0:00:51.305365 2021-04-15 05:38:36,949 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.945364, arrival_time=2021-04-15 05:39:44.894628, cost_time=0:00:57.689433 2021-04-15 05:38:43,339 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.516512, arrival_time=2021-04-15 05:39:44.856032, cost_time=0:01:04.079689 2021-04-15 05:38:49,732 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0055, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.096416, arrival_time=2021-04-15 05:39:44.828560, cost_time=0:01:10.472212 2021-04-15 05:38:56,117 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.676708, arrival_time=2021-04-15 05:39:44.794511, cost_time=0:01:16.857973 2021-04-15 05:39:02,509 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.265410, arrival_time=2021-04-15 05:39:44.775247, cost_time=0:01:23.250002 2021-04-15 05:39:08,893 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.853384, arrival_time=2021-04-15 05:39:44.746659, cost_time=0:01:29.633438 2021-04-15 05:39:15,277 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.445382, arrival_time=2021-04-15 05:39:44.722910, cost_time=0:01:36.017532 2021-04-15 05:39:21,669 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.042052, arrival_time=2021-04-15 05:39:44.711022, cost_time=0:01:42.409119 2021-04-15 05:39:28,058 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.639844, arrival_time=2021-04-15 05:39:44.698612, cost_time=0:01:48.798928 2021-04-15 05:39:34,445 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.238720, arrival_time=2021-04-15 05:39:44.684215, cost_time=0:01:55.185647 2021-04-15 05:39:40,838 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.20ms, fps=400 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.839340, arrival_time=2021-04-15 05:39:44.678275, cost_time=0:02:01.579076 2021-04-15 05:39:44,226 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.23ms, fps=402 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:44.226569, cost_time=0:02:04.966738 2021-04-15 05:39:46,555 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.28ms, fps=1100 images/s, loss=0.9441, top1-acc=77.38%, top5-acc=93.75%, remaining_time=0:00:06.981450, arrival_time=2021-04-15 05:39:53.536969, cost_time=0:00:02.327150 2021-04-15 05:39:48,755 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.9366, top1-acc=77.05%, top5-acc=93.77%, remaining_time=0:00:04.526640, arrival_time=2021-04-15 05:39:53.281643, cost_time=0:00:04.526640 2021-04-15 05:39:50,953 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.9181, top1-acc=77.29%, top5-acc=93.78%, remaining_time=0:00:02.241650, arrival_time=2021-04-15 05:39:53.194963, cost_time=0:00:06.724948 2021-04-15 05:39:52,948 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=1.08ms, fps=1163 images/s, loss=0.9478, top1-acc=76.75%, top5-acc=93.76%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:52.948042, cost_time=0:00:08.719708 2021-04-15 05:39:54,451 INFO : Epoch=0194 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:13:34.444800, arrival_time=2021-04-15 05:53:28.896208, cost_time=7:18:53.715118 2021-04-15 05:39:54,452 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 05:40:00,985 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=3.84ms, fps=392 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.498176, arrival_time=2021-04-15 05:42:02.483402, cost_time=0:00:06.532165 2021-04-15 05:40:07,371 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.677344, arrival_time=2021-04-15 05:42:01.048307, cost_time=0:00:12.917889 2021-04-15 05:40:13,753 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.796432, arrival_time=2021-04-15 05:42:00.549946, cost_time=0:00:19.300562 2021-04-15 05:40:20,146 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.39ms, fps=400 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.205508, arrival_time=2021-04-15 05:42:00.352266, cost_time=0:00:25.693722 2021-04-15 05:40:26,532 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:33.672140, arrival_time=2021-04-15 05:42:00.204625, cost_time=0:00:32.079511 2021-04-15 05:40:32,919 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.190008, arrival_time=2021-04-15 05:42:00.109124, cost_time=0:00:38.466164 2021-04-15 05:40:39,303 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.731476, arrival_time=2021-04-15 05:42:00.035215, cost_time=0:00:44.850791 2021-04-15 05:40:45,692 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:14.297420, arrival_time=2021-04-15 05:41:59.990045, cost_time=0:00:51.239577 2021-04-15 05:40:52,085 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.878372, arrival_time=2021-04-15 05:41:59.963943, cost_time=0:00:57.632606 2021-04-15 05:40:58,480 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.41ms, fps=400 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:01.466112, arrival_time=2021-04-15 05:41:59.946483, cost_time=0:01:04.027179 2021-04-15 05:41:04,875 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.057372, arrival_time=2021-04-15 05:41:59.932667, cost_time=0:01:10.422251 2021-04-15 05:41:11,264 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.647220, arrival_time=2021-04-15 05:41:59.911727, cost_time=0:01:16.811450 2021-04-15 05:41:17,650 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.238812, arrival_time=2021-04-15 05:41:59.889396, cost_time=0:01:23.197630 2021-04-15 05:41:24,040 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.60ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.834904, arrival_time=2021-04-15 05:41:59.875257, cost_time=0:01:29.587314 2021-04-15 05:41:30,429 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.432732, arrival_time=2021-04-15 05:41:59.862092, cost_time=0:01:35.976363 2021-04-15 05:41:36,821 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.032800, arrival_time=2021-04-15 05:41:59.853794, cost_time=0:01:42.368043 2021-04-15 05:41:43,207 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.633006, arrival_time=2021-04-15 05:41:59.840426, cost_time=0:01:48.754259 2021-04-15 05:41:49,589 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.234368, arrival_time=2021-04-15 05:41:59.823897, cost_time=0:01:55.136579 2021-04-15 05:41:55,980 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.837702, arrival_time=2021-04-15 05:41:59.817799, cost_time=0:02:01.527141 2021-04-15 05:41:59,369 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.19ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:59.369658, cost_time=0:02:04.916673 2021-04-15 05:42:01,682 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.36ms, fps=1108 images/s, loss=0.8946, top1-acc=78.40%, top5-acc=94.14%, remaining_time=0:00:06.931560, arrival_time=2021-04-15 05:42:08.614291, cost_time=0:00:02.310515 2021-04-15 05:42:03,879 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.9220, top1-acc=77.52%, top5-acc=93.85%, remaining_time=0:00:04.507340, arrival_time=2021-04-15 05:42:08.386883, cost_time=0:00:04.507331 2021-04-15 05:42:06,080 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.30ms, fps=1164 images/s, loss=0.9259, top1-acc=77.60%, top5-acc=93.89%, remaining_time=0:00:02.235960, arrival_time=2021-04-15 05:42:08.316043, cost_time=0:00:06.707869 2021-04-15 05:42:08,072 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=1.17ms, fps=1165 images/s, loss=0.9306, top1-acc=77.17%, top5-acc=93.65%, remaining_time=0:00:00, arrival_time=2021-04-15 05:42:08.072110, cost_time=0:00:08.699919 2021-04-15 05:42:09,419 INFO : Epoch=0195 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:11:18.684175, arrival_time=2021-04-15 05:53:28.103351, cost_time=7:21:08.682887 2021-04-15 05:42:09,420 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 05:42:15,970 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.35ms, fps=391 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.822932, arrival_time=2021-04-15 05:44:17.793266, cost_time=0:00:06.549621 2021-04-15 05:42:22,352 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.99ms, fps=401 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.800896, arrival_time=2021-04-15 05:44:16.153453, cost_time=0:00:12.931924 2021-04-15 05:42:28,738 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.891052, arrival_time=2021-04-15 05:44:15.629238, cost_time=0:00:19.317648 2021-04-15 05:42:35,121 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.232496, arrival_time=2021-04-15 05:44:15.353735, cost_time=0:00:25.700622 2021-04-15 05:42:41,507 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.692726, arrival_time=2021-04-15 05:44:15.199830, cost_time=0:00:32.086558 2021-04-15 05:42:47,889 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.195720, arrival_time=2021-04-15 05:44:15.084970, cost_time=0:00:38.468694 2021-04-15 05:42:54,269 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.727696, arrival_time=2021-04-15 05:44:14.996960, cost_time=0:00:44.848732 2021-04-15 05:43:00,658 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.295216, arrival_time=2021-04-15 05:44:14.953877, cost_time=0:00:51.238043 2021-04-15 05:43:07,045 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.869892, arrival_time=2021-04-15 05:44:14.915791, cost_time=0:00:57.625375 2021-04-15 05:43:13,435 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.453920, arrival_time=2021-04-15 05:44:14.888988, cost_time=0:01:04.014524 2021-04-15 05:43:19,816 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.036732, arrival_time=2021-04-15 05:44:14.853086, cost_time=0:01:10.395825 2021-04-15 05:43:26,205 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.630652, arrival_time=2021-04-15 05:44:14.836369, cost_time=0:01:16.785190 2021-04-15 05:43:32,589 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.223962, arrival_time=2021-04-15 05:44:14.812937, cost_time=0:01:23.168443 2021-04-15 05:43:38,972 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.820680, arrival_time=2021-04-15 05:44:14.792925, cost_time=0:01:29.551631 2021-04-15 05:43:45,358 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.420956, arrival_time=2021-04-15 05:44:14.779418, cost_time=0:01:35.937917 2021-04-15 05:43:51,749 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0056, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.023908, arrival_time=2021-04-15 05:44:14.772958, cost_time=0:01:42.328524 2021-04-15 05:43:58,138 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.627494, arrival_time=2021-04-15 05:44:14.766321, cost_time=0:01:48.718300 2021-04-15 05:44:04,527 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.231696, arrival_time=2021-04-15 05:44:14.758882, cost_time=0:01:55.106666 2021-04-15 05:44:10,913 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.22ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.836610, arrival_time=2021-04-15 05:44:14.749939, cost_time=0:02:01.492726 2021-04-15 05:44:14,298 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.21ms, fps=402 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:14.298812, cost_time=0:02:04.878275 2021-04-15 05:44:16,609 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.28ms, fps=1109 images/s, loss=0.9740, top1-acc=76.91%, top5-acc=93.36%, remaining_time=0:00:06.926550, arrival_time=2021-04-15 05:44:23.536009, cost_time=0:00:02.308846 2021-04-15 05:44:18,806 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.29ms, fps=1165 images/s, loss=0.9531, top1-acc=77.03%, top5-acc=93.87%, remaining_time=0:00:04.505800, arrival_time=2021-04-15 05:44:23.312203, cost_time=0:00:04.505803 2021-04-15 05:44:21,003 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.9536, top1-acc=76.81%, top5-acc=93.62%, remaining_time=0:00:02.234290, arrival_time=2021-04-15 05:44:23.237760, cost_time=0:00:06.702867 2021-04-15 05:44:23,001 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=1.18ms, fps=1161 images/s, loss=0.9522, top1-acc=77.07%, top5-acc=93.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:23.001311, cost_time=0:00:08.700738 2021-04-15 05:44:24,398 INFO : Epoch=0196 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:09:02.931876, arrival_time=2021-04-15 05:53:27.330043, cost_time=7:23:23.661876 2021-04-15 05:44:24,399 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 05:44:30,942 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.52ms, fps=391 images/s, loss=0.0053, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:01.704078, arrival_time=2021-04-15 05:46:32.646849, cost_time=0:00:06.543233 2021-04-15 05:44:37,327 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.768688, arrival_time=2021-04-15 05:46:31.096502, cost_time=0:00:12.928265 2021-04-15 05:44:43,714 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.877772, arrival_time=2021-04-15 05:46:30.592561, cost_time=0:00:19.315257 2021-04-15 05:44:50,100 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0059, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.234212, arrival_time=2021-04-15 05:46:30.334735, cost_time=0:00:25.701067 2021-04-15 05:44:56,484 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.686594, arrival_time=2021-04-15 05:46:30.170598, cost_time=0:00:32.084465 2021-04-15 05:45:02,866 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.27ms, fps=401 images/s, loss=0.0059, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.191776, arrival_time=2021-04-15 05:46:30.058200, cost_time=0:00:38.466978 2021-04-15 05:45:09,245 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.722656, arrival_time=2021-04-15 05:46:29.968013, cost_time=0:00:44.845916 2021-04-15 05:45:15,627 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.78ms, fps=401 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.280832, arrival_time=2021-04-15 05:46:29.908539, cost_time=0:00:51.228184 2021-04-15 05:45:22,012 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.855582, arrival_time=2021-04-15 05:46:29.868252, cost_time=0:00:57.613205 2021-04-15 05:45:28,399 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.439808, arrival_time=2021-04-15 05:46:29.839081, cost_time=0:01:03.999812 2021-04-15 05:45:34,777 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.022628, arrival_time=2021-04-15 05:46:29.799899, cost_time=0:01:10.377829 2021-04-15 05:45:41,162 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.51ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.616744, arrival_time=2021-04-15 05:46:29.779440, cost_time=0:01:16.763252 2021-04-15 05:45:47,553 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.25ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.216636, arrival_time=2021-04-15 05:46:29.770024, cost_time=0:01:23.153938 2021-04-15 05:45:53,941 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.48ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.816648, arrival_time=2021-04-15 05:46:29.757787, cost_time=0:01:29.541615 2021-04-15 05:46:00,329 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.418564, arrival_time=2021-04-15 05:46:29.748094, cost_time=0:01:35.930064 2021-04-15 05:46:06,711 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.020272, arrival_time=2021-04-15 05:46:29.731981, cost_time=0:01:42.312262 2021-04-15 05:46:13,091 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.623438, arrival_time=2021-04-15 05:46:29.714576, cost_time=0:01:48.691693 2021-04-15 05:46:19,474 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.228864, arrival_time=2021-04-15 05:46:29.703020, cost_time=0:01:55.074713 2021-04-15 05:46:25,864 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.18ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.835734, arrival_time=2021-04-15 05:46:29.700252, cost_time=0:02:01.464973 2021-04-15 05:46:29,249 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:29.249514, cost_time=0:02:04.850067 2021-04-15 05:46:31,558 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.38ms, fps=1109 images/s, loss=0.9449, top1-acc=76.60%, top5-acc=93.71%, remaining_time=0:00:06.922200, arrival_time=2021-04-15 05:46:38.480913, cost_time=0:00:02.307398 2021-04-15 05:46:33,754 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.29ms, fps=1166 images/s, loss=0.9484, top1-acc=77.05%, top5-acc=93.46%, remaining_time=0:00:04.503300, arrival_time=2021-04-15 05:46:38.257945, cost_time=0:00:04.503301 2021-04-15 05:46:35,953 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.9445, top1-acc=77.27%, top5-acc=93.50%, remaining_time=0:00:02.234020, arrival_time=2021-04-15 05:46:38.187398, cost_time=0:00:06.702071 2021-04-15 05:46:37,949 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=1.20ms, fps=1162 images/s, loss=0.9422, top1-acc=76.94%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:37.949677, cost_time=0:00:08.698393 2021-04-15 05:46:39,364 INFO : Epoch=0197 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:06:47.187228, arrival_time=2021-04-15 05:53:26.551491, cost_time=7:25:38.627974 2021-04-15 05:46:39,365 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 05:46:45,948 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.53ms, fps=389 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:02.435244, arrival_time=2021-04-15 05:48:48.383437, cost_time=0:00:06.582539 2021-04-15 05:46:52,339 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0059, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:54.169088, arrival_time=2021-04-15 05:48:46.508483, cost_time=0:00:12.973750 2021-04-15 05:46:58,718 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.54ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:47.086268, arrival_time=2021-04-15 05:48:45.804853, cost_time=0:00:19.352942 2021-04-15 05:47:05,102 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:40.373208, arrival_time=2021-04-15 05:48:45.475663, cost_time=0:00:25.736715 2021-04-15 05:47:11,489 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.801204, arrival_time=2021-04-15 05:48:45.290471, cost_time=0:00:32.123705 2021-04-15 05:47:17,876 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:27.291600, arrival_time=2021-04-15 05:48:45.168141, cost_time=0:00:38.510977 2021-04-15 05:47:24,261 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.812242, arrival_time=2021-04-15 05:48:45.073484, cost_time=0:00:44.895686 2021-04-15 05:47:30,649 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:14.362148, arrival_time=2021-04-15 05:48:45.012047, cost_time=0:00:51.284249 2021-04-15 05:47:37,037 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.924270, arrival_time=2021-04-15 05:48:44.961398, cost_time=0:00:57.671571 2021-04-15 05:47:43,418 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.490592, arrival_time=2021-04-15 05:48:44.908847, cost_time=0:01:04.052708 2021-04-15 05:47:49,805 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.071132, arrival_time=2021-04-15 05:48:44.876573, cost_time=0:01:10.439797 2021-04-15 05:47:56,198 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.35ms, fps=400 images/s, loss=0.0058, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.660748, arrival_time=2021-04-15 05:48:44.859259, cost_time=0:01:16.832749 2021-04-15 05:48:02,592 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.59ms, fps=400 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.253794, arrival_time=2021-04-15 05:48:44.846478, cost_time=0:01:23.227119 2021-04-15 05:48:08,980 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0057, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.845992, arrival_time=2021-04-15 05:48:44.826563, cost_time=0:01:29.614926 2021-04-15 05:48:15,371 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.441932, arrival_time=2021-04-15 05:48:44.813872, cost_time=0:01:36.006370 2021-04-15 05:48:21,758 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.038344, arrival_time=2021-04-15 05:48:44.796586, cost_time=0:01:42.392692 2021-04-15 05:48:28,146 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.637088, arrival_time=2021-04-15 05:48:44.783653, cost_time=0:01:48.781017 2021-04-15 05:48:34,534 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.237232, arrival_time=2021-04-15 05:48:44.771691, cost_time=0:01:55.168821 2021-04-15 05:48:40,926 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838758, arrival_time=2021-04-15 05:48:44.764956, cost_time=0:02:01.560633 2021-04-15 05:48:44,316 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.29ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:44.316474, cost_time=0:02:04.950910 2021-04-15 05:48:46,639 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.27ms, fps=1103 images/s, loss=0.9763, top1-acc=75.82%, top5-acc=93.28%, remaining_time=0:00:06.963390, arrival_time=2021-04-15 05:48:53.602821, cost_time=0:00:02.321133 2021-04-15 05:48:48,837 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.9415, top1-acc=76.86%, top5-acc=93.65%, remaining_time=0:00:04.519100, arrival_time=2021-04-15 05:48:53.356533, cost_time=0:00:04.519094 2021-04-15 05:48:51,036 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.9348, top1-acc=77.23%, top5-acc=93.62%, remaining_time=0:00:02.239300, arrival_time=2021-04-15 05:48:53.275505, cost_time=0:00:06.717904 2021-04-15 05:48:53,034 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=1.32ms, fps=1161 images/s, loss=0.9381, top1-acc=76.82%, top5-acc=93.56%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:53.034103, cost_time=0:00:08.715833 2021-04-15 05:48:54,414 INFO : Epoch=0198 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:04:31.451292, arrival_time=2021-04-15 05:53:25.865400, cost_time=7:27:53.677815 2021-04-15 05:48:54,415 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 05:49:00,968 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.39ms, fps=391 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.887288, arrival_time=2021-04-15 05:51:02.855841, cost_time=0:00:06.553078 2021-04-15 05:49:07,352 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.846304, arrival_time=2021-04-15 05:51:01.198862, cost_time=0:00:12.937088 2021-04-15 05:49:13,745 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.81ms, fps=400 images/s, loss=0.0057, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.960108, arrival_time=2021-04-15 05:51:00.705704, cost_time=0:00:19.330128 2021-04-15 05:49:20,133 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.88ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:40.300512, arrival_time=2021-04-15 05:51:00.434058, cost_time=0:00:25.718085 2021-04-15 05:49:26,524 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.758280, arrival_time=2021-04-15 05:51:00.282696, cost_time=0:00:32.109022 2021-04-15 05:49:32,915 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:27.266168, arrival_time=2021-04-15 05:51:00.181323, cost_time=0:00:38.499775 2021-04-15 05:49:39,303 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.799138, arrival_time=2021-04-15 05:51:00.102952, cost_time=0:00:44.888437 2021-04-15 05:49:45,694 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.353912, arrival_time=2021-04-15 05:51:00.047989, cost_time=0:00:51.278598 2021-04-15 05:49:52,087 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.38ms, fps=400 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.924800, arrival_time=2021-04-15 05:51:00.012153, cost_time=0:00:57.671962 2021-04-15 05:49:58,476 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.498272, arrival_time=2021-04-15 05:50:59.974324, cost_time=0:01:04.060668 2021-04-15 05:50:04,868 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.081280, arrival_time=2021-04-15 05:50:59.949437, cost_time=0:01:10.452775 2021-04-15 05:50:11,254 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.664700, arrival_time=2021-04-15 05:50:59.919073, cost_time=0:01:16.838997 2021-04-15 05:50:17,644 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.254850, arrival_time=2021-04-15 05:50:59.899560, cost_time=0:01:23.229241 2021-04-15 05:50:24,032 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.846720, arrival_time=2021-04-15 05:50:59.878908, cost_time=0:01:29.616801 2021-04-15 05:50:30,422 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.32ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.442070, arrival_time=2021-04-15 05:50:59.864201, cost_time=0:01:36.006755 2021-04-15 05:50:36,806 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.037876, arrival_time=2021-04-15 05:50:59.843889, cost_time=0:01:42.390634 2021-04-15 05:50:43,197 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.637192, arrival_time=2021-04-15 05:50:59.834154, cost_time=0:01:48.781582 2021-04-15 05:50:49,588 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.94ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.237552, arrival_time=2021-04-15 05:50:59.825516, cost_time=0:01:55.172501 2021-04-15 05:50:55,977 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.23ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.838812, arrival_time=2021-04-15 05:50:59.816618, cost_time=0:02:01.562424 2021-04-15 05:50:59,364 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.20ms, fps=402 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:59.364194, cost_time=0:02:04.948807 2021-04-15 05:51:01,700 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.50ms, fps=1096 images/s, loss=0.9855, top1-acc=75.31%, top5-acc=93.95%, remaining_time=0:00:07.004250, arrival_time=2021-04-15 05:51:08.705044, cost_time=0:00:02.334754 2021-04-15 05:51:03,901 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9656, top1-acc=76.15%, top5-acc=93.93%, remaining_time=0:00:04.535040, arrival_time=2021-04-15 05:51:08.436116, cost_time=0:00:04.535033 2021-04-15 05:51:06,100 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.9473, top1-acc=76.67%, top5-acc=93.71%, remaining_time=0:00:02.244840, arrival_time=2021-04-15 05:51:08.345425, cost_time=0:00:06.734533 2021-04-15 05:51:08,096 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.9454, top1-acc=76.81%, top5-acc=93.49%, remaining_time=0:00:00, arrival_time=2021-04-15 05:51:08.096662, cost_time=0:00:08.730654 2021-04-15 05:51:09,461 INFO : Epoch=0199 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:02:15.722239, arrival_time=2021-04-15 05:53:25.184089, cost_time=7:30:08.725554 2021-04-15 05:51:09,463 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 05:51:16,028 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.98ms, fps=390 images/s, loss=0.0055, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:02.112720, arrival_time=2021-04-15 05:53:18.141211, cost_time=0:00:06.565199 2021-04-15 05:51:22,416 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.984992, arrival_time=2021-04-15 05:53:16.401063, cost_time=0:00:12.952830 2021-04-15 05:51:28,802 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:47.013228, arrival_time=2021-04-15 05:53:15.816124, cost_time=0:00:19.339730 2021-04-15 05:51:35,192 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.0054, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:40.344348, arrival_time=2021-04-15 05:53:15.536913, cost_time=0:00:25.729318 2021-04-15 05:51:41,589 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.00ms, fps=400 images/s, loss=0.0054, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:33.807774, arrival_time=2021-04-15 05:53:15.396999, cost_time=0:00:32.125970 2021-04-15 05:51:47,982 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.34ms, fps=400 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:27.309008, arrival_time=2021-04-15 05:53:15.290932, cost_time=0:00:38.518682 2021-04-15 05:51:54,373 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.838450, arrival_time=2021-04-15 05:53:15.211836, cost_time=0:00:44.910227 2021-04-15 05:52:00,758 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:14.377808, arrival_time=2021-04-15 05:53:15.136065, cost_time=0:00:51.295012 2021-04-15 05:52:07,155 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.40ms, fps=400 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.949286, arrival_time=2021-04-15 05:53:15.105204, cost_time=0:00:57.692754 2021-04-15 05:52:13,546 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.519776, arrival_time=2021-04-15 05:53:15.066022, cost_time=0:01:04.083090 2021-04-15 05:52:19,934 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.095642, arrival_time=2021-04-15 05:53:15.030002, cost_time=0:01:10.471205 2021-04-15 05:52:26,322 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.62ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.677620, arrival_time=2021-04-15 05:53:15.000317, cost_time=0:01:16.859448 2021-04-15 05:52:32,714 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.34ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.266004, arrival_time=2021-04-15 05:53:14.980359, cost_time=0:01:23.251197 2021-04-15 05:52:39,103 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.856296, arrival_time=2021-04-15 05:53:14.960232, cost_time=0:01:29.640785 2021-04-15 05:52:45,486 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.447038, arrival_time=2021-04-15 05:53:14.933172, cost_time=0:01:36.022973 2021-04-15 05:52:51,871 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.041836, arrival_time=2021-04-15 05:53:14.913134, cost_time=0:01:42.408142 2021-04-15 05:52:58,262 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.639818, arrival_time=2021-04-15 05:53:14.901898, cost_time=0:01:48.798843 2021-04-15 05:53:04,651 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.238944, arrival_time=2021-04-15 05:53:14.890244, cost_time=0:01:55.188145 2021-04-15 05:53:11,038 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.95ms, fps=401 images/s, loss=0.0056, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.839220, arrival_time=2021-04-15 05:53:14.877689, cost_time=0:02:01.575305 2021-04-15 05:53:14,424 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.21ms, fps=402 images/s, loss=0.0057, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:14.424483, cost_time=0:02:04.961324 2021-04-15 05:53:16,737 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.38ms, fps=1108 images/s, loss=0.9220, top1-acc=77.97%, top5-acc=93.48%, remaining_time=0:00:06.932490, arrival_time=2021-04-15 05:53:23.669593, cost_time=0:00:02.310827 2021-04-15 05:53:18,936 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.9128, top1-acc=77.93%, top5-acc=94.12%, remaining_time=0:00:04.510100, arrival_time=2021-04-15 05:53:23.446467, cost_time=0:00:04.510104 2021-04-15 05:53:21,134 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.27ms, fps=1165 images/s, loss=0.9338, top1-acc=77.07%, top5-acc=93.93%, remaining_time=0:00:02.236230, arrival_time=2021-04-15 05:53:23.371180, cost_time=0:00:06.708687 2021-04-15 05:53:23,131 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.9400, top1-acc=76.88%, top5-acc=93.86%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:23.131288, cost_time=0:00:08.705052 2021-04-15 05:53:24,477 INFO : Epoch=0200 complete, best val top1-acc=77.18%, top5-acc=93.51% (epoch=182), remaining_time=0:00:00, arrival_time=2021-04-15 05:53:24.477754, cost_time=7:32:23.741461