2021-04-14 21:11:05,247 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 21:11:05,254 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar10'), ('is_vit', False), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_repvgg_a1'), ('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://127.0.0.1:56595', 'modifications': ['model.name=cifar10_repvgg_a1'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/repvgg_a1'), 'world_size': 1} 2021-04-14 21:11:06,000 INFO : Model details: n_params=12.82M, flops=851.33M. 2021-04-14 21:11:13,118 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:18,074 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.88ms, fps=517 images/s, loss=3.1173, top1-acc=12.73%, top5-acc=54.92%, remaining_time=0:01:32.174718, arrival_time=2021-04-14 21:12:50.248865, cost_time=0:00:04.955632 2021-04-14 21:11:21,821 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=2.7174, top1-acc=12.27%, top5-acc=55.39%, remaining_time=0:01:16.582176, arrival_time=2021-04-14 21:12:38.403497, cost_time=0:00:08.702514 2021-04-14 21:11:25,557 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=2.26ms, fps=685 images/s, loss=2.5225, top1-acc=14.75%, top5-acc=60.91%, remaining_time=0:01:08.827086, arrival_time=2021-04-14 21:12:34.384211, cost_time=0:00:12.438644 2021-04-14 21:11:29,293 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=2.3818, top1-acc=17.43%, top5-acc=65.75%, remaining_time=0:01:03.080940, arrival_time=2021-04-14 21:12:32.373970, cost_time=0:00:16.174616 2021-04-14 21:11:33,024 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.94ms, fps=686 images/s, loss=2.2738, top1-acc=20.12%, top5-acc=69.48%, remaining_time=0:00:58.123914, arrival_time=2021-04-14 21:12:31.147876, cost_time=0:00:19.905464 2021-04-14 21:11:36,762 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=2.67ms, fps=685 images/s, loss=2.1899, top1-acc=22.12%, top5-acc=72.36%, remaining_time=0:00:53.592704, arrival_time=2021-04-14 21:12:30.355032, cost_time=0:00:23.643832 2021-04-14 21:11:40,493 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.11ms, fps=686 images/s, loss=2.1240, top1-acc=24.03%, top5-acc=74.27%, remaining_time=0:00:49.275198, arrival_time=2021-04-14 21:12:29.768770, cost_time=0:00:27.375080 2021-04-14 21:11:44,257 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.61ms, fps=680 images/s, loss=2.0654, top1-acc=25.68%, top5-acc=76.05%, remaining_time=0:00:45.150912, arrival_time=2021-04-14 21:12:29.407893, cost_time=0:00:31.138567 2021-04-14 21:11:47,991 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=2.0136, top1-acc=27.19%, top5-acc=77.60%, remaining_time=0:00:41.073198, arrival_time=2021-04-14 21:12:29.065061, cost_time=0:00:34.873449 2021-04-14 21:11:51,733 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=1.9702, top1-acc=28.59%, top5-acc=78.92%, remaining_time=0:00:37.070304, arrival_time=2021-04-14 21:12:28.803600, cost_time=0:00:38.614886 2021-04-14 21:11:55,467 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=1.9313, top1-acc=29.79%, top5-acc=80.03%, remaining_time=0:00:33.108796, arrival_time=2021-04-14 21:12:28.575718, cost_time=0:00:42.348499 2021-04-14 21:11:59,230 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.59ms, fps=680 images/s, loss=1.8955, top1-acc=30.97%, top5-acc=80.95%, remaining_time=0:00:29.204444, arrival_time=2021-04-14 21:12:28.435153, cost_time=0:00:46.112296 2021-04-14 21:12:02,966 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=1.8632, top1-acc=32.02%, top5-acc=81.75%, remaining_time=0:00:25.307304, arrival_time=2021-04-14 21:12:28.273416, cost_time=0:00:49.847688 2021-04-14 21:12:06,703 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.08ms, fps=685 images/s, loss=1.8336, top1-acc=33.02%, top5-acc=82.53%, remaining_time=0:00:21.434000, arrival_time=2021-04-14 21:12:28.137484, cost_time=0:00:53.585045 2021-04-14 21:12:10,442 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.86ms, fps=685 images/s, loss=1.8024, top1-acc=34.13%, top5-acc=83.23%, remaining_time=0:00:17.579360, arrival_time=2021-04-14 21:12:28.021841, cost_time=0:00:57.324063 2021-04-14 21:12:14,177 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=1.7744, top1-acc=35.10%, top5-acc=83.92%, remaining_time=0:00:13.738248, arrival_time=2021-04-14 21:12:27.915625, cost_time=0:01:01.058901 2021-04-14 21:12:17,917 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.96ms, fps=685 images/s, loss=1.7498, top1-acc=35.95%, top5-acc=84.50%, remaining_time=0:00:09.910420, arrival_time=2021-04-14 21:12:27.827819, cost_time=0:01:04.798931 2021-04-14 21:12:21,657 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=1.7269, top1-acc=36.76%, top5-acc=85.05%, remaining_time=0:00:06.092336, arrival_time=2021-04-14 21:12:27.749492, cost_time=0:01:08.538794 2021-04-14 21:12:25,385 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.31ms, fps=687 images/s, loss=1.7044, top1-acc=37.61%, top5-acc=85.51%, remaining_time=0:00:02.282130, arrival_time=2021-04-14 21:12:27.668045, cost_time=0:01:12.267525 2021-04-14 21:12:27,380 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.32ms, fps=682 images/s, loss=1.6912, top1-acc=38.04%, top5-acc=85.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:27.380526, cost_time=0:01:14.262167 2021-04-14 21:12:28,913 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.29ms, fps=1673 images/s, loss=1.3791, top1-acc=48.12%, top5-acc=93.98%, remaining_time=0:00:04.590930, arrival_time=2021-04-14 21:12:33.504638, cost_time=0:00:01.530310 2021-04-14 21:12:30,097 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.70ms, fps=2164 images/s, loss=1.3811, top1-acc=49.00%, top5-acc=93.81%, remaining_time=0:00:02.714420, arrival_time=2021-04-14 21:12:32.812002, cost_time=0:00:02.714415 2021-04-14 21:12:31,279 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.32ms, fps=2167 images/s, loss=1.3871, top1-acc=49.08%, top5-acc=93.72%, remaining_time=0:00:01.298640, arrival_time=2021-04-14 21:12:32.577792, cost_time=0:00:03.895931 2021-04-14 21:12:32,363 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=1.41ms, fps=2141 images/s, loss=1.3804, top1-acc=49.14%, top5-acc=93.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:32.363444, cost_time=0:00:04.979967 2021-04-14 21:12:32,919 INFO : Epoch=0001 complete, best val top1-acc=49.14%, top5-acc=93.98% (epoch=1), remaining_time=4:24:40.768344, arrival_time=2021-04-15 01:37:13.687712, cost_time=0:01:19.802856 2021-04-14 21:12:32,922 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:12:36,965 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.70ms, fps=633 images/s, loss=1.3016, top1-acc=51.76%, top5-acc=94.22%, remaining_time=0:01:15.190686, arrival_time=2021-04-14 21:13:52.155697, cost_time=0:00:04.042509 2021-04-14 21:12:40,710 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=1.2503, top1-acc=53.79%, top5-acc=94.82%, remaining_time=0:01:08.530528, arrival_time=2021-04-14 21:13:49.240565, cost_time=0:00:07.787563 2021-04-14 21:12:44,483 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.81ms, fps=679 images/s, loss=1.2457, top1-acc=54.24%, top5-acc=94.84%, remaining_time=0:01:03.970590, arrival_time=2021-04-14 21:13:48.453970, cost_time=0:00:11.560951 2021-04-14 21:12:48,235 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=1.2294, top1-acc=54.99%, top5-acc=94.90%, remaining_time=0:00:59.719140, arrival_time=2021-04-14 21:13:47.954472, cost_time=0:00:15.312616 2021-04-14 21:12:51,976 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=1.2210, top1-acc=55.36%, top5-acc=94.95%, remaining_time=0:00:55.636804, arrival_time=2021-04-14 21:13:47.612903, cost_time=0:00:19.053699 2021-04-14 21:12:55,715 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=1.2109, top1-acc=55.64%, top5-acc=95.07%, remaining_time=0:00:51.664088, arrival_time=2021-04-14 21:13:47.379815, cost_time=0:00:22.792968 2021-04-14 21:12:59,469 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=3.47ms, fps=682 images/s, loss=1.2048, top1-acc=55.86%, top5-acc=95.08%, remaining_time=0:00:47.784240, arrival_time=2021-04-14 21:13:47.253533, cost_time=0:00:26.546790 2021-04-14 21:13:03,214 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=1.1940, top1-acc=56.25%, top5-acc=95.23%, remaining_time=0:00:43.923864, arrival_time=2021-04-14 21:13:47.138576, cost_time=0:00:30.292309 2021-04-14 21:13:06,969 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=1.1856, top1-acc=56.66%, top5-acc=95.20%, remaining_time=0:00:40.099376, arrival_time=2021-04-14 21:13:47.068386, cost_time=0:00:34.046606 2021-04-14 21:13:10,714 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=1.1752, top1-acc=57.05%, top5-acc=95.32%, remaining_time=0:00:36.280896, arrival_time=2021-04-14 21:13:46.995810, cost_time=0:00:37.792594 2021-04-14 21:13:14,483 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.29ms, fps=679 images/s, loss=1.1649, top1-acc=57.58%, top5-acc=95.36%, remaining_time=0:00:32.493122, arrival_time=2021-04-14 21:13:46.976557, cost_time=0:00:41.560976 2021-04-14 21:13:18,248 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=1.1571, top1-acc=57.97%, top5-acc=95.38%, remaining_time=0:00:28.706036, arrival_time=2021-04-14 21:13:46.953979, cost_time=0:00:45.325372 2021-04-14 21:13:22,000 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=1.1514, top1-acc=58.15%, top5-acc=95.47%, remaining_time=0:00:24.916584, arrival_time=2021-04-14 21:13:46.917132, cost_time=0:00:49.078071 2021-04-14 21:13:25,745 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.90ms, fps=684 images/s, loss=1.1426, top1-acc=58.52%, top5-acc=95.54%, remaining_time=0:00:21.129360, arrival_time=2021-04-14 21:13:46.875112, cost_time=0:00:52.823349 2021-04-14 21:13:29,505 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=1.1329, top1-acc=58.94%, top5-acc=95.64%, remaining_time=0:00:17.352074, arrival_time=2021-04-14 21:13:46.857331, cost_time=0:00:56.582858 2021-04-14 21:13:33,260 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=3.02ms, fps=682 images/s, loss=1.1229, top1-acc=59.32%, top5-acc=95.71%, remaining_time=0:00:13.576032, arrival_time=2021-04-14 21:13:46.836434, cost_time=0:01:00.337866 2021-04-14 21:13:37,005 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=1.1124, top1-acc=59.72%, top5-acc=95.82%, remaining_time=0:00:09.800908, arrival_time=2021-04-14 21:13:46.806157, cost_time=0:01:04.082790 2021-04-14 21:13:40,755 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=1.1060, top1-acc=60.00%, top5-acc=95.86%, remaining_time=0:00:06.029632, arrival_time=2021-04-14 21:13:46.785395, cost_time=0:01:07.833376 2021-04-14 21:13:44,500 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=1.0984, top1-acc=60.24%, top5-acc=95.92%, remaining_time=0:00:02.260356, arrival_time=2021-04-14 21:13:46.760702, cost_time=0:01:11.577951 2021-04-14 21:13:46,494 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.25ms, fps=682 images/s, loss=1.0932, top1-acc=60.40%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:46.494547, cost_time=0:01:13.572232 2021-04-14 21:13:47,838 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=3.45ms, fps=1908 images/s, loss=1.3893, top1-acc=54.45%, top5-acc=93.95%, remaining_time=0:00:04.025280, arrival_time=2021-04-14 21:13:51.863607, cost_time=0:00:01.341761 2021-04-14 21:13:49,023 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.02ms, fps=2162 images/s, loss=1.4220, top1-acc=53.85%, top5-acc=94.08%, remaining_time=0:00:02.526580, arrival_time=2021-04-14 21:13:51.549657, cost_time=0:00:02.526576 2021-04-14 21:13:50,209 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.49ms, fps=2159 images/s, loss=1.4283, top1-acc=53.50%, top5-acc=94.10%, remaining_time=0:00:01.237660, arrival_time=2021-04-14 21:13:51.447108, cost_time=0:00:03.712984 2021-04-14 21:13:51,288 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.16ms, fps=2151 images/s, loss=1.4295, top1-acc=53.48%, top5-acc=94.13%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:51.288528, cost_time=0:00:04.792043 2021-04-14 21:13:53,012 INFO : Epoch=0002 complete, best val top1-acc=53.48%, top5-acc=94.13% (epoch=2), remaining_time=4:23:49.722216, arrival_time=2021-04-15 01:37:42.734911, cost_time=0:02:39.896184 2021-04-14 21:13:53,015 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:13:56,982 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.16ms, fps=645 images/s, loss=0.9710, top1-acc=66.25%, top5-acc=96.72%, remaining_time=0:01:13.794570, arrival_time=2021-04-14 21:15:10.777314, cost_time=0:00:03.967452 2021-04-14 21:14:00,734 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.70ms, fps=683 images/s, loss=0.9623, top1-acc=66.31%, top5-acc=96.64%, remaining_time=0:01:07.927024, arrival_time=2021-04-14 21:15:08.661234, cost_time=0:00:07.718976 2021-04-14 21:14:04,484 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.9422, top1-acc=67.06%, top5-acc=96.85%, remaining_time=0:01:03.462630, arrival_time=2021-04-14 21:15:07.947026, cost_time=0:00:11.469163 2021-04-14 21:14:08,229 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.9341, top1-acc=67.15%, top5-acc=97.03%, remaining_time=0:00:59.334912, arrival_time=2021-04-14 21:15:07.564255, cost_time=0:00:15.214066 2021-04-14 21:14:11,978 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=2.50ms, fps=683 images/s, loss=0.9298, top1-acc=67.14%, top5-acc=97.20%, remaining_time=0:00:55.371376, arrival_time=2021-04-14 21:15:07.349441, cost_time=0:00:18.962811 2021-04-14 21:14:15,726 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.9286, top1-acc=67.15%, top5-acc=97.17%, remaining_time=0:00:51.479128, arrival_time=2021-04-14 21:15:07.205758, cost_time=0:00:22.711401 2021-04-14 21:14:19,472 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.9246, top1-acc=67.33%, top5-acc=97.20%, remaining_time=0:00:47.622078, arrival_time=2021-04-14 21:15:07.094103, cost_time=0:00:26.456732 2021-04-14 21:14:23,220 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=0.9150, top1-acc=67.73%, top5-acc=97.26%, remaining_time=0:00:43.798004, arrival_time=2021-04-14 21:15:07.018815, cost_time=0:00:30.205494 2021-04-14 21:14:26,961 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.9074, top1-acc=68.02%, top5-acc=97.30%, remaining_time=0:00:39.981610, arrival_time=2021-04-14 21:15:06.943492, cost_time=0:00:33.946653 2021-04-14 21:14:30,707 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.9013, top1-acc=68.28%, top5-acc=97.38%, remaining_time=0:00:36.184896, arrival_time=2021-04-14 21:15:06.892743, cost_time=0:00:37.692622 2021-04-14 21:14:34,450 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.8922, top1-acc=68.62%, top5-acc=97.40%, remaining_time=0:00:32.394996, arrival_time=2021-04-14 21:15:06.845738, cost_time=0:00:41.435512 2021-04-14 21:14:38,201 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.8887, top1-acc=68.78%, top5-acc=97.44%, remaining_time=0:00:28.617800, arrival_time=2021-04-14 21:15:06.819170, cost_time=0:00:45.186057 2021-04-14 21:14:41,966 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.93ms, fps=680 images/s, loss=0.8862, top1-acc=68.83%, top5-acc=97.48%, remaining_time=0:00:24.852300, arrival_time=2021-04-14 21:15:06.818966, cost_time=0:00:48.951435 2021-04-14 21:14:45,714 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.8810, top1-acc=68.98%, top5-acc=97.51%, remaining_time=0:00:21.079800, arrival_time=2021-04-14 21:15:06.794625, cost_time=0:00:52.699529 2021-04-14 21:14:49,480 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.48ms, fps=680 images/s, loss=0.8759, top1-acc=69.14%, top5-acc=97.54%, remaining_time=0:00:17.316056, arrival_time=2021-04-14 21:15:06.796644, cost_time=0:00:56.465333 2021-04-14 21:14:53,230 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.8718, top1-acc=69.31%, top5-acc=97.56%, remaining_time=0:00:13.548420, arrival_time=2021-04-14 21:15:06.778797, cost_time=0:01:00.215149 2021-04-14 21:14:56,988 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.8651, top1-acc=69.48%, top5-acc=97.61%, remaining_time=0:00:09.784086, arrival_time=2021-04-14 21:15:06.772192, cost_time=0:01:03.972804 2021-04-14 21:15:00,735 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.8620, top1-acc=69.55%, top5-acc=97.64%, remaining_time=0:00:06.019600, arrival_time=2021-04-14 21:15:06.755390, cost_time=0:01:07.720541 2021-04-14 21:15:04,487 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.8557, top1-acc=69.79%, top5-acc=97.67%, remaining_time=0:00:02.257020, arrival_time=2021-04-14 21:15:06.744565, cost_time=0:01:11.472298 2021-04-14 21:15:06,485 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.8518, top1-acc=69.90%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:06.485346, cost_time=0:01:13.470188 2021-04-14 21:15:07,793 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=2.43ms, fps=1961 images/s, loss=1.0174, top1-acc=64.26%, top5-acc=97.15%, remaining_time=0:00:03.916560, arrival_time=2021-04-14 21:15:11.709530, cost_time=0:00:01.305523 2021-04-14 21:15:08,979 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.81ms, fps=2159 images/s, loss=1.0094, top1-acc=64.84%, top5-acc=97.25%, remaining_time=0:00:02.491820, arrival_time=2021-04-14 21:15:11.470946, cost_time=0:00:02.491814 2021-04-14 21:15:10,165 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.34ms, fps=2159 images/s, loss=1.0039, top1-acc=65.09%, top5-acc=97.28%, remaining_time=0:00:01.225960, arrival_time=2021-04-14 21:15:11.391102, cost_time=0:00:03.677866 2021-04-14 21:15:11,245 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=1.40ms, fps=2148 images/s, loss=1.0012, top1-acc=65.08%, top5-acc=97.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:11.245574, cost_time=0:00:04.758317 2021-04-14 21:15:13,393 INFO : Epoch=0003 complete, best val top1-acc=65.08%, top5-acc=97.32% (epoch=3), remaining_time=4:22:58.203785, arrival_time=2021-04-15 01:38:11.597523, cost_time=0:04:00.277215 2021-04-14 21:15:13,395 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:15:17,346 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.94ms, fps=648 images/s, loss=0.7468, top1-acc=73.12%, top5-acc=98.44%, remaining_time=0:01:13.477068, arrival_time=2021-04-14 21:16:30.823287, cost_time=0:00:03.950376 2021-04-14 21:15:21,101 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.7395, top1-acc=73.55%, top5-acc=98.32%, remaining_time=0:01:07.812624, arrival_time=2021-04-14 21:16:28.914477, cost_time=0:00:07.705987 2021-04-14 21:15:24,851 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.7410, top1-acc=73.63%, top5-acc=98.18%, remaining_time=0:01:03.386270, arrival_time=2021-04-14 21:16:28.237497, cost_time=0:00:11.455355 2021-04-14 21:15:28,606 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.7285, top1-acc=74.13%, top5-acc=98.24%, remaining_time=0:00:59.319312, arrival_time=2021-04-14 21:16:27.925320, cost_time=0:00:15.210097 2021-04-14 21:15:32,358 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.7326, top1-acc=73.96%, top5-acc=98.30%, remaining_time=0:00:55.370500, arrival_time=2021-04-14 21:16:27.728889, cost_time=0:00:18.962475 2021-04-14 21:15:36,109 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.7312, top1-acc=74.03%, top5-acc=98.31%, remaining_time=0:00:51.484568, arrival_time=2021-04-14 21:16:27.594183, cost_time=0:00:22.713759 2021-04-14 21:15:39,858 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.7273, top1-acc=74.29%, top5-acc=98.31%, remaining_time=0:00:47.633166, arrival_time=2021-04-14 21:16:27.491886, cost_time=0:00:26.462897 2021-04-14 21:15:43,624 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=0.7226, top1-acc=74.62%, top5-acc=98.31%, remaining_time=0:00:43.831644, arrival_time=2021-04-14 21:16:27.456372, cost_time=0:00:30.228735 2021-04-14 21:15:47,382 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.7181, top1-acc=74.70%, top5-acc=98.34%, remaining_time=0:00:40.028144, arrival_time=2021-04-14 21:16:27.410331, cost_time=0:00:33.986134 2021-04-14 21:15:51,132 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.7147, top1-acc=74.80%, top5-acc=98.34%, remaining_time=0:00:36.226752, arrival_time=2021-04-14 21:16:27.358775, cost_time=0:00:37.736181 2021-04-14 21:15:54,890 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.7076, top1-acc=75.15%, top5-acc=98.37%, remaining_time=0:00:32.441608, arrival_time=2021-04-14 21:16:27.332503, cost_time=0:00:41.495052 2021-04-14 21:15:58,655 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.91ms, fps=680 images/s, loss=0.7039, top1-acc=75.29%, top5-acc=98.40%, remaining_time=0:00:28.664540, arrival_time=2021-04-14 21:16:27.320128, cost_time=0:00:45.259741 2021-04-14 21:16:02,403 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.6997, top1-acc=75.45%, top5-acc=98.42%, remaining_time=0:00:24.880548, arrival_time=2021-04-14 21:16:27.283620, cost_time=0:00:49.007159 2021-04-14 21:16:06,154 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.6941, top1-acc=75.73%, top5-acc=98.43%, remaining_time=0:00:21.103152, arrival_time=2021-04-14 21:16:27.257045, cost_time=0:00:52.757925 2021-04-14 21:16:09,951 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=2.17ms, fps=674 images/s, loss=0.6898, top1-acc=75.91%, top5-acc=98.43%, remaining_time=0:00:17.343794, arrival_time=2021-04-14 21:16:27.295510, cost_time=0:00:56.555803 2021-04-14 21:16:13,707 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.6872, top1-acc=76.03%, top5-acc=98.46%, remaining_time=0:00:13.570056, arrival_time=2021-04-14 21:16:27.277195, cost_time=0:01:00.311293 2021-04-14 21:16:17,442 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.6848, top1-acc=76.15%, top5-acc=98.47%, remaining_time=0:00:09.795344, arrival_time=2021-04-14 21:16:27.237685, cost_time=0:01:04.046502 2021-04-14 21:16:21,195 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.34ms, fps=682 images/s, loss=0.6817, top1-acc=76.23%, top5-acc=98.50%, remaining_time=0:00:06.026640, arrival_time=2021-04-14 21:16:27.222255, cost_time=0:01:07.799672 2021-04-14 21:16:24,947 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.6779, top1-acc=76.35%, top5-acc=98.51%, remaining_time=0:00:02.259528, arrival_time=2021-04-14 21:16:27.207113, cost_time=0:01:11.551749 2021-04-14 21:16:26,951 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.86ms, fps=679 images/s, loss=0.6764, top1-acc=76.42%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:26.950951, cost_time=0:01:13.555056 2021-04-14 21:16:28,250 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=2.52ms, fps=1974 images/s, loss=0.7370, top1-acc=74.02%, top5-acc=98.59%, remaining_time=0:00:03.890730, arrival_time=2021-04-14 21:16:32.141556, cost_time=0:00:01.296907 2021-04-14 21:16:29,459 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.43ms, fps=2118 images/s, loss=0.7298, top1-acc=74.12%, top5-acc=98.30%, remaining_time=0:00:02.505900, arrival_time=2021-04-14 21:16:31.965788, cost_time=0:00:02.505904 2021-04-14 21:16:30,644 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.38ms, fps=2163 images/s, loss=0.7308, top1-acc=74.28%, top5-acc=98.37%, remaining_time=0:00:01.230080, arrival_time=2021-04-14 21:16:31.874221, cost_time=0:00:03.690247 2021-04-14 21:16:31,734 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.23ms, fps=2128 images/s, loss=0.7206, top1-acc=74.47%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:31.734651, cost_time=0:00:04.780678 2021-04-14 21:16:33,858 INFO : Epoch=0004 complete, best val top1-acc=74.47%, top5-acc=98.35% (epoch=4), remaining_time=4:21:56.353884, arrival_time=2021-04-15 01:38:30.212328, cost_time=0:05:20.741917 2021-04-14 21:16:33,860 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:16:37,774 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=2.63ms, fps=654 images/s, loss=0.6298, top1-acc=78.95%, top5-acc=98.83%, remaining_time=0:01:12.792216, arrival_time=2021-04-14 21:17:50.566681, cost_time=0:00:03.913562 2021-04-14 21:16:41,535 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=3.13ms, fps=681 images/s, loss=0.5829, top1-acc=80.39%, top5-acc=99.00%, remaining_time=0:01:07.538240, arrival_time=2021-04-14 21:17:49.073939, cost_time=0:00:07.674791 2021-04-14 21:16:45,286 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.6043, top1-acc=79.32%, top5-acc=98.89%, remaining_time=0:01:03.221764, arrival_time=2021-04-14 21:17:48.508261, cost_time=0:00:11.425615 2021-04-14 21:16:49,044 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=2.27ms, fps=681 images/s, loss=0.5964, top1-acc=79.66%, top5-acc=98.95%, remaining_time=0:00:59.215260, arrival_time=2021-04-14 21:17:48.259559, cost_time=0:00:15.183417 2021-04-14 21:16:52,794 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.6003, top1-acc=79.44%, top5-acc=98.89%, remaining_time=0:00:55.284944, arrival_time=2021-04-14 21:17:48.079026, cost_time=0:00:18.933219 2021-04-14 21:16:56,552 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.5983, top1-acc=79.45%, top5-acc=98.95%, remaining_time=0:00:51.433160, arrival_time=2021-04-14 21:17:47.985211, cost_time=0:00:22.691106 2021-04-14 21:17:00,310 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.5944, top1-acc=79.50%, top5-acc=98.98%, remaining_time=0:00:47.609982, arrival_time=2021-04-14 21:17:47.920880, cost_time=0:00:26.450020 2021-04-14 21:17:04,055 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.87ms, fps=684 images/s, loss=0.5934, top1-acc=79.56%, top5-acc=99.02%, remaining_time=0:00:43.782228, arrival_time=2021-04-14 21:17:47.837779, cost_time=0:00:30.194673 2021-04-14 21:17:07,800 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.5920, top1-acc=79.60%, top5-acc=99.01%, remaining_time=0:00:39.973554, arrival_time=2021-04-14 21:17:47.774258, cost_time=0:00:33.939814 2021-04-14 21:17:11,565 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.24ms, fps=680 images/s, loss=0.5887, top1-acc=79.75%, top5-acc=99.01%, remaining_time=0:00:36.196128, arrival_time=2021-04-14 21:17:47.761409, cost_time=0:00:37.704254 2021-04-14 21:17:15,324 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.5872, top1-acc=79.75%, top5-acc=98.96%, remaining_time=0:00:32.416668, arrival_time=2021-04-14 21:17:47.740948, cost_time=0:00:41.463213 2021-04-14 21:17:19,089 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.5864, top1-acc=79.80%, top5-acc=98.93%, remaining_time=0:00:28.644856, arrival_time=2021-04-14 21:17:47.734510, cost_time=0:00:45.228702 2021-04-14 21:17:22,843 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.5831, top1-acc=79.94%, top5-acc=98.93%, remaining_time=0:00:24.867744, arrival_time=2021-04-14 21:17:47.710641, cost_time=0:00:48.981958 2021-04-14 21:17:26,623 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=2.26ms, fps=677 images/s, loss=0.5819, top1-acc=79.90%, top5-acc=98.96%, remaining_time=0:00:21.104776, arrival_time=2021-04-14 21:17:47.727757, cost_time=0:00:52.761938 2021-04-14 21:17:30,397 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.43ms, fps=678 images/s, loss=0.5803, top1-acc=80.01%, top5-acc=98.94%, remaining_time=0:00:17.337906, arrival_time=2021-04-14 21:17:47.735520, cost_time=0:00:56.536612 2021-04-14 21:17:34,149 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=2.69ms, fps=682 images/s, loss=0.5802, top1-acc=80.03%, top5-acc=98.96%, remaining_time=0:00:13.564980, arrival_time=2021-04-14 21:17:47.714649, cost_time=0:01:00.288738 2021-04-14 21:17:37,899 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.5784, top1-acc=80.10%, top5-acc=98.95%, remaining_time=0:00:09.794148, arrival_time=2021-04-14 21:17:47.693627, cost_time=0:01:04.038587 2021-04-14 21:17:41,648 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.5777, top1-acc=80.05%, top5-acc=98.95%, remaining_time=0:00:06.025600, arrival_time=2021-04-14 21:17:47.674349, cost_time=0:01:07.787940 2021-04-14 21:17:45,394 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.5763, top1-acc=80.13%, top5-acc=98.97%, remaining_time=0:00:02.258946, arrival_time=2021-04-14 21:17:47.653030, cost_time=0:01:11.533200 2021-04-14 21:17:47,398 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.23ms, fps=679 images/s, loss=0.5738, top1-acc=80.17%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:47.398352, cost_time=0:01:13.537499 2021-04-14 21:17:48,749 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.81ms, fps=1899 images/s, loss=0.6397, top1-acc=77.50%, top5-acc=99.10%, remaining_time=0:00:04.045080, arrival_time=2021-04-14 21:17:52.794874, cost_time=0:00:01.348360 2021-04-14 21:17:49,934 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.75ms, fps=2161 images/s, loss=0.6453, top1-acc=77.34%, top5-acc=98.98%, remaining_time=0:00:02.533540, arrival_time=2021-04-14 21:17:52.468447, cost_time=0:00:02.533548 2021-04-14 21:17:51,121 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.41ms, fps=2159 images/s, loss=0.6319, top1-acc=77.99%, top5-acc=99.06%, remaining_time=0:00:01.239920, arrival_time=2021-04-14 21:17:52.361033, cost_time=0:00:03.719771 2021-04-14 21:17:52,210 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.13ms, fps=2130 images/s, loss=0.6412, top1-acc=77.68%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:52.210774, cost_time=0:00:04.809464 2021-04-14 21:17:54,438 INFO : Epoch=0005 complete, best val top1-acc=77.68%, top5-acc=99.04% (epoch=5), remaining_time=4:20:51.550395, arrival_time=2021-04-15 01:38:45.988743, cost_time=0:06:41.321806 2021-04-14 21:17:54,440 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:17:58,403 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.55ms, fps=646 images/s, loss=0.5261, top1-acc=81.29%, top5-acc=99.34%, remaining_time=0:01:13.709196, arrival_time=2021-04-14 21:19:12.112581, cost_time=0:00:03.962863 2021-04-14 21:18:02,153 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.5228, top1-acc=81.87%, top5-acc=99.24%, remaining_time=0:01:07.876688, arrival_time=2021-04-14 21:19:10.030468, cost_time=0:00:07.713266 2021-04-14 21:18:05,904 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=2.26ms, fps=683 images/s, loss=0.5170, top1-acc=82.11%, top5-acc=99.26%, remaining_time=0:01:03.435738, arrival_time=2021-04-14 21:19:09.340535, cost_time=0:00:11.464283 2021-04-14 21:18:09,652 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.5118, top1-acc=82.33%, top5-acc=99.18%, remaining_time=0:00:59.324148, arrival_time=2021-04-14 21:19:08.976129, cost_time=0:00:15.211331 2021-04-14 21:18:13,430 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=2.23ms, fps=678 images/s, loss=0.5153, top1-acc=82.12%, top5-acc=99.23%, remaining_time=0:00:55.448902, arrival_time=2021-04-14 21:19:08.878884, cost_time=0:00:18.989336 2021-04-14 21:18:17,207 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.97ms, fps=678 images/s, loss=0.5185, top1-acc=82.12%, top5-acc=99.18%, remaining_time=0:00:51.603976, arrival_time=2021-04-14 21:19:08.810955, cost_time=0:00:22.766440 2021-04-14 21:18:20,972 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.83ms, fps=680 images/s, loss=0.5218, top1-acc=82.08%, top5-acc=99.17%, remaining_time=0:00:47.756394, arrival_time=2021-04-14 21:19:08.728675, cost_time=0:00:26.531312 2021-04-14 21:18:24,726 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.5188, top1-acc=82.16%, top5-acc=99.20%, remaining_time=0:00:43.914700, arrival_time=2021-04-14 21:19:08.641424, cost_time=0:00:30.286016 2021-04-14 21:18:28,489 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.5187, top1-acc=82.13%, top5-acc=99.21%, remaining_time=0:00:40.101920, arrival_time=2021-04-14 21:19:08.591281, cost_time=0:00:34.048793 2021-04-14 21:18:32,252 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.87ms, fps=680 images/s, loss=0.5171, top1-acc=82.09%, top5-acc=99.20%, remaining_time=0:00:36.299808, arrival_time=2021-04-14 21:19:08.552588, cost_time=0:00:37.812252 2021-04-14 21:18:36,012 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.49ms, fps=681 images/s, loss=0.5141, top1-acc=82.20%, top5-acc=99.20%, remaining_time=0:00:32.501378, arrival_time=2021-04-14 21:19:08.513400, cost_time=0:00:41.571497 2021-04-14 21:18:39,786 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.08ms, fps=678 images/s, loss=0.5141, top1-acc=82.20%, top5-acc=99.19%, remaining_time=0:00:28.719184, arrival_time=2021-04-14 21:19:08.505788, cost_time=0:00:45.346078 2021-04-14 21:18:43,544 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.5114, top1-acc=82.29%, top5-acc=99.22%, remaining_time=0:00:24.929454, arrival_time=2021-04-14 21:19:08.473824, cost_time=0:00:49.103506 2021-04-14 21:18:47,319 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.82ms, fps=678 images/s, loss=0.5108, top1-acc=82.30%, top5-acc=99.20%, remaining_time=0:00:21.151648, arrival_time=2021-04-14 21:19:08.471348, cost_time=0:00:52.879174 2021-04-14 21:18:51,087 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=4.00ms, fps=680 images/s, loss=0.5105, top1-acc=82.34%, top5-acc=99.19%, remaining_time=0:00:17.371762, arrival_time=2021-04-14 21:19:08.459394, cost_time=0:00:56.647035 2021-04-14 21:18:54,856 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=2.51ms, fps=679 images/s, loss=0.5098, top1-acc=82.43%, top5-acc=99.18%, remaining_time=0:00:13.593456, arrival_time=2021-04-14 21:19:08.449411, cost_time=0:01:00.415427 2021-04-14 21:18:58,632 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.96ms, fps=678 images/s, loss=0.5113, top1-acc=82.36%, top5-acc=99.17%, remaining_time=0:00:09.817522, arrival_time=2021-04-14 21:19:08.449589, cost_time=0:01:04.191411 2021-04-14 21:19:02,403 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.5119, top1-acc=82.32%, top5-acc=99.16%, remaining_time=0:00:06.041104, arrival_time=2021-04-14 21:19:08.444277, cost_time=0:01:07.962442 2021-04-14 21:19:06,170 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.64ms, fps=680 images/s, loss=0.5118, top1-acc=82.31%, top5-acc=99.15%, remaining_time=0:00:02.265144, arrival_time=2021-04-14 21:19:08.435181, cost_time=0:01:11.729487 2021-04-14 21:19:08,191 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.30ms, fps=673 images/s, loss=0.5125, top1-acc=82.32%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:08.191280, cost_time=0:01:13.750748 2021-04-14 21:19:09,554 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.42ms, fps=1881 images/s, loss=0.5592, top1-acc=80.90%, top5-acc=98.83%, remaining_time=0:00:04.082100, arrival_time=2021-04-14 21:19:13.636680, cost_time=0:00:01.360703 2021-04-14 21:19:10,756 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.57ms, fps=2131 images/s, loss=0.5595, top1-acc=80.82%, top5-acc=98.79%, remaining_time=0:00:02.562580, arrival_time=2021-04-14 21:19:13.319059, cost_time=0:00:02.562576 2021-04-14 21:19:11,963 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=2.09ms, fps=2123 images/s, loss=0.5631, top1-acc=80.89%, top5-acc=98.82%, remaining_time=0:00:01.256350, arrival_time=2021-04-14 21:19:13.219298, cost_time=0:00:03.769043 2021-04-14 21:19:13,061 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.12ms, fps=2115 images/s, loss=0.5545, top1-acc=81.12%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:13.060707, cost_time=0:00:04.866362 2021-04-14 21:19:14,860 INFO : Epoch=0006 complete, best val top1-acc=81.12%, top5-acc=98.95% (epoch=6), remaining_time=4:19:36.378728, arrival_time=2021-04-15 01:38:51.238945, cost_time=0:08:01.743674 2021-04-14 21:19:14,862 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:19:18,814 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=3.57ms, fps=648 images/s, loss=0.4887, top1-acc=82.62%, top5-acc=99.14%, remaining_time=0:01:13.495296, arrival_time=2021-04-14 21:20:32.309215, cost_time=0:00:03.951358 2021-04-14 21:19:22,560 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.4811, top1-acc=83.34%, top5-acc=99.08%, remaining_time=0:01:07.742224, arrival_time=2021-04-14 21:20:30.303031, cost_time=0:00:07.697982 2021-04-14 21:19:26,311 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.4807, top1-acc=83.31%, top5-acc=99.09%, remaining_time=0:01:03.351078, arrival_time=2021-04-14 21:20:29.662718, cost_time=0:00:11.448992 2021-04-14 21:19:30,061 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.4758, top1-acc=83.38%, top5-acc=99.19%, remaining_time=0:00:59.273916, arrival_time=2021-04-14 21:20:29.334918, cost_time=0:00:15.198442 2021-04-14 21:19:33,810 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.4731, top1-acc=83.61%, top5-acc=99.23%, remaining_time=0:00:55.328744, arrival_time=2021-04-14 21:20:29.139499, cost_time=0:00:18.948194 2021-04-14 21:19:37,575 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.11ms, fps=680 images/s, loss=0.4707, top1-acc=83.78%, top5-acc=99.28%, remaining_time=0:00:51.482800, arrival_time=2021-04-14 21:20:29.058580, cost_time=0:00:22.713030 2021-04-14 21:19:41,334 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.4679, top1-acc=83.88%, top5-acc=99.28%, remaining_time=0:00:47.648790, arrival_time=2021-04-14 21:20:28.982929, cost_time=0:00:26.471534 2021-04-14 21:19:45,094 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.4657, top1-acc=83.90%, top5-acc=99.29%, remaining_time=0:00:43.835472, arrival_time=2021-04-14 21:20:28.929483, cost_time=0:00:30.231367 2021-04-14 21:19:48,842 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.4661, top1-acc=83.80%, top5-acc=99.31%, remaining_time=0:00:40.020300, arrival_time=2021-04-14 21:20:28.862451, cost_time=0:00:33.979520 2021-04-14 21:19:52,603 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.4659, top1-acc=83.89%, top5-acc=99.30%, remaining_time=0:00:36.231456, arrival_time=2021-04-14 21:20:28.835259, cost_time=0:00:37.741112 2021-04-14 21:19:56,355 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.4671, top1-acc=83.86%, top5-acc=99.27%, remaining_time=0:00:32.439630, arrival_time=2021-04-14 21:20:28.794710, cost_time=0:00:41.492519 2021-04-14 21:20:00,110 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.82ms, fps=682 images/s, loss=0.4670, top1-acc=83.81%, top5-acc=99.29%, remaining_time=0:00:28.656560, arrival_time=2021-04-14 21:20:28.766463, cost_time=0:00:45.247255 2021-04-14 21:20:03,860 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.4661, top1-acc=83.79%, top5-acc=99.30%, remaining_time=0:00:24.875664, arrival_time=2021-04-14 21:20:28.735953, cost_time=0:00:48.997556 2021-04-14 21:20:07,634 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=2.34ms, fps=678 images/s, loss=0.4670, top1-acc=83.74%, top5-acc=99.30%, remaining_time=0:00:21.108752, arrival_time=2021-04-14 21:20:28.743353, cost_time=0:00:52.771855 2021-04-14 21:20:11,383 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.4656, top1-acc=83.80%, top5-acc=99.29%, remaining_time=0:00:17.333122, arrival_time=2021-04-14 21:20:28.716709, cost_time=0:00:56.521019 2021-04-14 21:20:15,127 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.4662, top1-acc=83.76%, top5-acc=99.29%, remaining_time=0:00:13.559508, arrival_time=2021-04-14 21:20:28.686737, cost_time=0:01:00.264553 2021-04-14 21:20:18,873 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.4640, top1-acc=83.86%, top5-acc=99.30%, remaining_time=0:00:09.789884, arrival_time=2021-04-14 21:20:28.663380, cost_time=0:01:04.010856 2021-04-14 21:20:22,637 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.79ms, fps=680 images/s, loss=0.4626, top1-acc=83.93%, top5-acc=99.30%, remaining_time=0:00:06.024416, arrival_time=2021-04-14 21:20:28.661644, cost_time=0:01:07.774646 2021-04-14 21:20:26,398 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.4616, top1-acc=84.00%, top5-acc=99.30%, remaining_time=0:00:02.259030, arrival_time=2021-04-14 21:20:28.657590, cost_time=0:01:11.535906 2021-04-14 21:20:28,396 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.4615, top1-acc=84.00%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:28.396425, cost_time=0:01:13.533802 2021-04-14 21:20:29,755 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.65ms, fps=1889 images/s, loss=0.6840, top1-acc=77.11%, top5-acc=98.71%, remaining_time=0:00:04.066020, arrival_time=2021-04-14 21:20:33.821454, cost_time=0:00:01.355335 2021-04-14 21:20:30,968 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.14ms, fps=2113 images/s, loss=0.6648, top1-acc=77.54%, top5-acc=98.77%, remaining_time=0:00:02.567620, arrival_time=2021-04-14 21:20:33.535967, cost_time=0:00:02.567612 2021-04-14 21:20:32,181 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=3.51ms, fps=2113 images/s, loss=0.6578, top1-acc=77.64%, top5-acc=98.87%, remaining_time=0:00:01.260560, arrival_time=2021-04-14 21:20:33.442310, cost_time=0:00:03.781673 2021-04-14 21:20:33,278 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.12ms, fps=2117 images/s, loss=0.6538, top1-acc=77.41%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:33.277969, cost_time=0:00:04.877922 2021-04-14 21:20:34,022 INFO : Epoch=0007 complete, best val top1-acc=81.12%, top5-acc=98.95% (epoch=6), remaining_time=4:17:44.979797, arrival_time=2021-04-15 01:38:19.002289, cost_time=0:09:20.906001 2021-04-14 21:20:34,023 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:20:37,967 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.76ms, fps=649 images/s, loss=0.4030, top1-acc=85.98%, top5-acc=99.61%, remaining_time=0:01:13.329012, arrival_time=2021-04-14 21:21:51.295991, cost_time=0:00:03.942425 2021-04-14 21:20:41,729 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.4112, top1-acc=85.72%, top5-acc=99.57%, remaining_time=0:01:07.805056, arrival_time=2021-04-14 21:21:49.534248, cost_time=0:00:07.705116 2021-04-14 21:20:45,481 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.4205, top1-acc=85.74%, top5-acc=99.44%, remaining_time=0:01:03.395898, arrival_time=2021-04-14 21:21:48.877030, cost_time=0:00:11.457084 2021-04-14 21:20:49,230 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.4200, top1-acc=85.74%, top5-acc=99.41%, remaining_time=0:00:59.304492, arrival_time=2021-04-14 21:21:48.534825, cost_time=0:00:15.206283 2021-04-14 21:20:52,985 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.4147, top1-acc=85.88%, top5-acc=99.44%, remaining_time=0:00:55.365536, arrival_time=2021-04-14 21:21:48.350451, cost_time=0:00:18.960799 2021-04-14 21:20:56,743 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.4246, top1-acc=85.53%, top5-acc=99.44%, remaining_time=0:00:51.496808, arrival_time=2021-04-14 21:21:48.240029, cost_time=0:00:22.719171 2021-04-14 21:21:00,505 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.4260, top1-acc=85.35%, top5-acc=99.43%, remaining_time=0:00:47.665674, arrival_time=2021-04-14 21:21:48.170642, cost_time=0:00:26.480915 2021-04-14 21:21:04,262 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.4271, top1-acc=85.45%, top5-acc=99.41%, remaining_time=0:00:43.846028, arrival_time=2021-04-14 21:21:48.108797, cost_time=0:00:30.238610 2021-04-14 21:21:08,006 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.4305, top1-acc=85.37%, top5-acc=99.41%, remaining_time=0:00:40.022950, arrival_time=2021-04-14 21:21:48.028840, cost_time=0:00:33.981786 2021-04-14 21:21:11,761 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.4304, top1-acc=85.35%, top5-acc=99.42%, remaining_time=0:00:36.228288, arrival_time=2021-04-14 21:21:47.990099, cost_time=0:00:37.737767 2021-04-14 21:21:15,501 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.04ms, fps=685 images/s, loss=0.4327, top1-acc=85.25%, top5-acc=99.43%, remaining_time=0:00:32.427418, arrival_time=2021-04-14 21:21:47.928420, cost_time=0:00:41.476964 2021-04-14 21:21:19,250 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.22ms, fps=683 images/s, loss=0.4330, top1-acc=85.20%, top5-acc=99.43%, remaining_time=0:00:28.643716, arrival_time=2021-04-14 21:21:47.894558, cost_time=0:00:45.226869 2021-04-14 21:21:23,014 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.61ms, fps=680 images/s, loss=0.4290, top1-acc=85.38%, top5-acc=99.42%, remaining_time=0:00:24.871968, arrival_time=2021-04-14 21:21:47.886279, cost_time=0:00:48.990259 2021-04-14 21:21:26,779 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.63ms, fps=680 images/s, loss=0.4289, top1-acc=85.34%, top5-acc=99.41%, remaining_time=0:00:21.101976, arrival_time=2021-04-14 21:21:47.881007, cost_time=0:00:52.754979 2021-04-14 21:21:30,523 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.08ms, fps=684 images/s, loss=0.4311, top1-acc=85.23%, top5-acc=99.40%, remaining_time=0:00:17.326498, arrival_time=2021-04-14 21:21:47.849973, cost_time=0:00:56.499505 2021-04-14 21:21:34,266 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.4327, top1-acc=85.21%, top5-acc=99.41%, remaining_time=0:00:13.554432, arrival_time=2021-04-14 21:21:47.820400, cost_time=0:01:00.241851 2021-04-14 21:21:38,018 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.4341, top1-acc=85.12%, top5-acc=99.41%, remaining_time=0:00:09.787362, arrival_time=2021-04-14 21:21:47.805709, cost_time=0:01:03.994225 2021-04-14 21:21:41,768 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=3.01ms, fps=683 images/s, loss=0.4332, top1-acc=85.13%, top5-acc=99.40%, remaining_time=0:00:06.021760, arrival_time=2021-04-14 21:21:47.790549, cost_time=0:01:07.744740 2021-04-14 21:21:45,518 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.4328, top1-acc=85.15%, top5-acc=99.39%, remaining_time=0:00:02.257716, arrival_time=2021-04-14 21:21:47.776132, cost_time=0:01:11.494394 2021-04-14 21:21:47,519 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.83ms, fps=680 images/s, loss=0.4319, top1-acc=85.18%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:47.519129, cost_time=0:01:13.495100 2021-04-14 21:21:48,825 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.59ms, fps=1963 images/s, loss=0.6286, top1-acc=78.55%, top5-acc=98.91%, remaining_time=0:00:03.911820, arrival_time=2021-04-14 21:21:52.736844, cost_time=0:00:01.303942 2021-04-14 21:21:50,018 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.67ms, fps=2145 images/s, loss=0.6254, top1-acc=78.73%, top5-acc=98.63%, remaining_time=0:00:02.497480, arrival_time=2021-04-14 21:21:52.516229, cost_time=0:00:02.497472 2021-04-14 21:21:51,221 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=2.32ms, fps=2130 images/s, loss=0.6145, top1-acc=78.98%, top5-acc=98.84%, remaining_time=0:00:01.233470, arrival_time=2021-04-14 21:21:52.455053, cost_time=0:00:03.700423 2021-04-14 21:21:52,310 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=2132 images/s, loss=0.6147, top1-acc=78.98%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:52.310337, cost_time=0:00:04.789200 2021-04-14 21:21:53,215 INFO : Epoch=0008 complete, best val top1-acc=81.12%, top5-acc=98.95% (epoch=6), remaining_time=4:16:02.363136, arrival_time=2021-04-15 01:37:55.578110, cost_time=0:10:40.098464 2021-04-14 21:21:53,217 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:21:57,154 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.96ms, fps=650 images/s, loss=0.4175, top1-acc=85.66%, top5-acc=99.34%, remaining_time=0:01:13.228386, arrival_time=2021-04-14 21:23:10.382777, cost_time=0:00:03.937013 2021-04-14 21:22:00,920 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.4030, top1-acc=85.80%, top5-acc=99.45%, remaining_time=0:01:07.782352, arrival_time=2021-04-14 21:23:08.702349, cost_time=0:00:07.702534 2021-04-14 21:22:04,672 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.4107, top1-acc=85.48%, top5-acc=99.44%, remaining_time=0:01:03.385108, arrival_time=2021-04-14 21:23:08.057686, cost_time=0:00:11.455141 2021-04-14 21:22:08,421 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.4065, top1-acc=85.68%, top5-acc=99.46%, remaining_time=0:00:59.295756, arrival_time=2021-04-14 21:23:07.717081, cost_time=0:00:15.204024 2021-04-14 21:22:12,183 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.4144, top1-acc=85.49%, top5-acc=99.48%, remaining_time=0:00:55.381304, arrival_time=2021-04-14 21:23:07.564890, cost_time=0:00:18.966217 2021-04-14 21:22:15,928 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.4145, top1-acc=85.59%, top5-acc=99.45%, remaining_time=0:00:51.478176, arrival_time=2021-04-14 21:23:07.406515, cost_time=0:00:22.710958 2021-04-14 21:22:19,691 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=3.30ms, fps=680 images/s, loss=0.4147, top1-acc=85.64%, top5-acc=99.43%, remaining_time=0:00:47.652696, arrival_time=2021-04-14 21:23:07.343895, cost_time=0:00:26.473738 2021-04-14 21:22:23,454 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.42ms, fps=680 images/s, loss=0.4146, top1-acc=85.72%, top5-acc=99.44%, remaining_time=0:00:43.843592, arrival_time=2021-04-14 21:23:07.297923, cost_time=0:00:30.236955 2021-04-14 21:22:27,210 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.4118, top1-acc=85.77%, top5-acc=99.45%, remaining_time=0:00:40.035776, arrival_time=2021-04-14 21:23:07.245821, cost_time=0:00:33.992673 2021-04-14 21:22:30,959 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.4092, top1-acc=85.80%, top5-acc=99.46%, remaining_time=0:00:36.232512, arrival_time=2021-04-14 21:23:07.192169, cost_time=0:00:37.742219 2021-04-14 21:22:34,713 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.4062, top1-acc=85.93%, top5-acc=99.47%, remaining_time=0:00:32.442124, arrival_time=2021-04-14 21:23:07.155196, cost_time=0:00:41.495699 2021-04-14 21:22:38,460 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.4075, top1-acc=85.91%, top5-acc=99.46%, remaining_time=0:00:28.653824, arrival_time=2021-04-14 21:23:07.114061, cost_time=0:00:45.242861 2021-04-14 21:22:42,218 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.4087, top1-acc=85.84%, top5-acc=99.45%, remaining_time=0:00:24.877248, arrival_time=2021-04-14 21:23:07.095269, cost_time=0:00:49.000645 2021-04-14 21:22:46,010 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=3.20ms, fps=675 images/s, loss=0.4103, top1-acc=85.80%, top5-acc=99.46%, remaining_time=0:00:21.117376, arrival_time=2021-04-14 21:23:07.128155, cost_time=0:00:52.793376 2021-04-14 21:22:49,769 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.4068, top1-acc=85.92%, top5-acc=99.46%, remaining_time=0:00:17.342690, arrival_time=2021-04-14 21:23:07.112246, cost_time=0:00:56.552180 2021-04-14 21:22:53,521 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.4076, top1-acc=85.88%, top5-acc=99.45%, remaining_time=0:00:13.568292, arrival_time=2021-04-14 21:23:07.089310, cost_time=0:01:00.303527 2021-04-14 21:22:57,260 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.4061, top1-acc=85.93%, top5-acc=99.45%, remaining_time=0:00:09.794824, arrival_time=2021-04-14 21:23:07.055328, cost_time=0:01:04.043114 2021-04-14 21:23:00,996 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.4042, top1-acc=85.99%, top5-acc=99.46%, remaining_time=0:00:06.024800, arrival_time=2021-04-14 21:23:07.021091, cost_time=0:01:07.778911 2021-04-14 21:23:04,749 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.35ms, fps=682 images/s, loss=0.4036, top1-acc=85.97%, top5-acc=99.46%, remaining_time=0:00:02.258904, arrival_time=2021-04-14 21:23:07.008301, cost_time=0:01:11.532014 2021-04-14 21:23:06,753 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.4040, top1-acc=85.96%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:06.753496, cost_time=0:01:13.536120 2021-04-14 21:23:08,110 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.31ms, fps=1889 images/s, loss=0.5946, top1-acc=80.12%, top5-acc=98.79%, remaining_time=0:00:04.064640, arrival_time=2021-04-14 21:23:12.175008, cost_time=0:00:01.354879 2021-04-14 21:23:09,296 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.41ms, fps=2159 images/s, loss=0.6025, top1-acc=80.33%, top5-acc=98.71%, remaining_time=0:00:02.541400, arrival_time=2021-04-14 21:23:11.838238, cost_time=0:00:02.541396 2021-04-14 21:23:10,484 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.77ms, fps=2156 images/s, loss=0.5907, top1-acc=80.53%, top5-acc=98.85%, remaining_time=0:00:01.243120, arrival_time=2021-04-14 21:23:11.727876, cost_time=0:00:03.729359 2021-04-14 21:23:11,575 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.11ms, fps=2128 images/s, loss=0.5951, top1-acc=80.10%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:11.575574, cost_time=0:00:04.820097 2021-04-14 21:23:12,423 INFO : Epoch=0009 complete, best val top1-acc=81.12%, top5-acc=98.95% (epoch=6), remaining_time=4:14:25.281731, arrival_time=2021-04-15 01:37:37.704683, cost_time=0:11:59.306467 2021-04-14 21:23:12,424 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:23:16,381 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.43ms, fps=647 images/s, loss=0.4007, top1-acc=86.48%, top5-acc=99.65%, remaining_time=0:01:13.602060, arrival_time=2021-04-14 21:24:29.983963, cost_time=0:00:03.957101 2021-04-14 21:23:20,131 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.3966, top1-acc=86.46%, top5-acc=99.51%, remaining_time=0:01:07.819136, arrival_time=2021-04-14 21:24:27.950734, cost_time=0:00:07.706715 2021-04-14 21:23:23,900 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.69ms, fps=679 images/s, loss=0.3966, top1-acc=86.18%, top5-acc=99.53%, remaining_time=0:01:03.497490, arrival_time=2021-04-14 21:24:27.397814, cost_time=0:00:11.475439 2021-04-14 21:23:27,647 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.3968, top1-acc=86.10%, top5-acc=99.55%, remaining_time=0:00:59.368452, arrival_time=2021-04-14 21:24:27.015996, cost_time=0:00:15.222661 2021-04-14 21:23:31,399 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.3969, top1-acc=86.14%, top5-acc=99.54%, remaining_time=0:00:55.405686, arrival_time=2021-04-14 21:24:26.805047, cost_time=0:00:18.974545 2021-04-14 21:23:35,155 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.3876, top1-acc=86.49%, top5-acc=99.55%, remaining_time=0:00:51.521968, arrival_time=2021-04-14 21:24:26.677073, cost_time=0:00:22.730293 2021-04-14 21:23:38,922 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.3873, top1-acc=86.48%, top5-acc=99.54%, remaining_time=0:00:47.695914, arrival_time=2021-04-14 21:24:26.618578, cost_time=0:00:26.497763 2021-04-14 21:23:42,696 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.76ms, fps=679 images/s, loss=0.3840, top1-acc=86.55%, top5-acc=99.56%, remaining_time=0:00:43.893240, arrival_time=2021-04-14 21:24:26.589372, cost_time=0:00:30.271218 2021-04-14 21:23:46,454 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.3855, top1-acc=86.54%, top5-acc=99.55%, remaining_time=0:00:40.079448, arrival_time=2021-04-14 21:24:26.534025, cost_time=0:00:34.029722 2021-04-14 21:23:50,213 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.3839, top1-acc=86.64%, top5-acc=99.54%, remaining_time=0:00:36.276960, arrival_time=2021-04-14 21:24:26.490357, cost_time=0:00:37.788506 2021-04-14 21:23:53,957 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.3817, top1-acc=86.73%, top5-acc=99.54%, remaining_time=0:00:32.470676, arrival_time=2021-04-14 21:24:26.427631, cost_time=0:00:41.532231 2021-04-14 21:23:57,709 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.3808, top1-acc=86.79%, top5-acc=99.53%, remaining_time=0:00:28.680272, arrival_time=2021-04-14 21:24:26.389738, cost_time=0:00:45.284652 2021-04-14 21:24:01,471 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.3830, top1-acc=86.66%, top5-acc=99.52%, remaining_time=0:00:24.900876, arrival_time=2021-04-14 21:24:26.372825, cost_time=0:00:49.047221 2021-04-14 21:24:05,235 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=2.07ms, fps=680 images/s, loss=0.3832, top1-acc=86.65%, top5-acc=99.52%, remaining_time=0:00:21.124096, arrival_time=2021-04-14 21:24:26.359173, cost_time=0:00:52.810237 2021-04-14 21:24:08,983 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=0.3815, top1-acc=86.72%, top5-acc=99.53%, remaining_time=0:00:17.344760, arrival_time=2021-04-14 21:24:26.328626, cost_time=0:00:56.558953 2021-04-14 21:24:12,738 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3827, top1-acc=86.67%, top5-acc=99.51%, remaining_time=0:00:13.570596, arrival_time=2021-04-14 21:24:26.309022, cost_time=0:01:00.313695 2021-04-14 21:24:16,494 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.3841, top1-acc=86.66%, top5-acc=99.50%, remaining_time=0:00:09.798854, arrival_time=2021-04-14 21:24:26.293163, cost_time=0:01:04.069402 2021-04-14 21:24:20,256 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.3841, top1-acc=86.69%, top5-acc=99.49%, remaining_time=0:00:06.029488, arrival_time=2021-04-14 21:24:26.286254, cost_time=0:01:07.831825 2021-04-14 21:24:24,022 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.32ms, fps=680 images/s, loss=0.3843, top1-acc=86.72%, top5-acc=99.50%, remaining_time=0:00:02.260962, arrival_time=2021-04-14 21:24:26.283021, cost_time=0:01:11.597045 2021-04-14 21:24:26,046 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.62ms, fps=672 images/s, loss=0.3855, top1-acc=86.70%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:26.046614, cost_time=0:01:13.621721 2021-04-14 21:24:27,393 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=4.07ms, fps=1905 images/s, loss=0.5155, top1-acc=82.81%, top5-acc=99.10%, remaining_time=0:00:04.031400, arrival_time=2021-04-14 21:24:31.425257, cost_time=0:00:01.343798 2021-04-14 21:24:28,581 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.60ms, fps=2156 images/s, loss=0.5390, top1-acc=81.52%, top5-acc=98.91%, remaining_time=0:00:02.531680, arrival_time=2021-04-14 21:24:31.113325, cost_time=0:00:02.531681 2021-04-14 21:24:29,774 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=2.07ms, fps=2148 images/s, loss=0.5341, top1-acc=81.56%, top5-acc=98.96%, remaining_time=0:00:01.241360, arrival_time=2021-04-14 21:24:31.015512, cost_time=0:00:03.724078 2021-04-14 21:24:30,879 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.13ms, fps=2100 images/s, loss=0.5382, top1-acc=81.31%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:30.879390, cost_time=0:00:04.829258 2021-04-14 21:24:32,703 INFO : Epoch=0010 complete, best val top1-acc=81.31%, top5-acc=98.95% (epoch=10), remaining_time=4:13:12.144450, arrival_time=2021-04-15 01:37:44.847551, cost_time=0:13:19.586548 2021-04-14 21:24:32,706 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:24:36,638 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.38ms, fps=651 images/s, loss=0.3687, top1-acc=86.99%, top5-acc=99.69%, remaining_time=0:01:13.132224, arrival_time=2021-04-14 21:25:49.770298, cost_time=0:00:03.931837 2021-04-14 21:24:40,386 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.3656, top1-acc=87.25%, top5-acc=99.65%, remaining_time=0:01:07.587344, arrival_time=2021-04-14 21:25:47.974078, cost_time=0:00:07.680382 2021-04-14 21:24:44,142 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.3635, top1-acc=87.49%, top5-acc=99.64%, remaining_time=0:01:03.280030, arrival_time=2021-04-14 21:25:47.422450, cost_time=0:00:11.436162 2021-04-14 21:24:47,897 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.3540, top1-acc=87.87%, top5-acc=99.67%, remaining_time=0:00:59.243652, arrival_time=2021-04-14 21:25:47.140580, cost_time=0:00:15.190682 2021-04-14 21:24:51,650 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.3612, top1-acc=87.57%, top5-acc=99.62%, remaining_time=0:00:55.315166, arrival_time=2021-04-14 21:25:46.965056, cost_time=0:00:18.943561 2021-04-14 21:24:55,400 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.3621, top1-acc=87.54%, top5-acc=99.62%, remaining_time=0:00:51.439416, arrival_time=2021-04-14 21:25:46.839526, cost_time=0:00:22.693866 2021-04-14 21:24:59,148 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.3598, top1-acc=87.66%, top5-acc=99.64%, remaining_time=0:00:47.596374, arrival_time=2021-04-14 21:25:46.745020, cost_time=0:00:26.442397 2021-04-14 21:25:02,896 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.3564, top1-acc=87.73%, top5-acc=99.64%, remaining_time=0:00:43.776312, arrival_time=2021-04-14 21:25:46.673099, cost_time=0:00:30.190548 2021-04-14 21:25:06,649 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.3584, top1-acc=87.56%, top5-acc=99.65%, remaining_time=0:00:39.977582, arrival_time=2021-04-14 21:25:46.627018, cost_time=0:00:33.943265 2021-04-14 21:25:10,412 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.3606, top1-acc=87.51%, top5-acc=99.64%, remaining_time=0:00:36.198336, arrival_time=2021-04-14 21:25:46.611176, cost_time=0:00:37.706639 2021-04-14 21:25:14,174 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=2.63ms, fps=681 images/s, loss=0.3605, top1-acc=87.52%, top5-acc=99.63%, remaining_time=0:00:32.420796, arrival_time=2021-04-14 21:25:46.595587, cost_time=0:00:41.468478 2021-04-14 21:25:17,934 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.3610, top1-acc=87.51%, top5-acc=99.63%, remaining_time=0:00:28.644400, arrival_time=2021-04-14 21:25:46.578687, cost_time=0:00:45.228050 2021-04-14 21:25:21,681 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.3593, top1-acc=87.58%, top5-acc=99.62%, remaining_time=0:00:24.864378, arrival_time=2021-04-14 21:25:46.545957, cost_time=0:00:48.975329 2021-04-14 21:25:25,435 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.3574, top1-acc=87.71%, top5-acc=99.62%, remaining_time=0:00:21.091728, arrival_time=2021-04-14 21:25:46.527346, cost_time=0:00:52.729259 2021-04-14 21:25:29,176 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.3588, top1-acc=87.60%, top5-acc=99.61%, remaining_time=0:00:17.317482, arrival_time=2021-04-14 21:25:46.493769, cost_time=0:00:56.470119 2021-04-14 21:25:32,926 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.3587, top1-acc=87.64%, top5-acc=99.60%, remaining_time=0:00:13.549644, arrival_time=2021-04-14 21:25:46.476520, cost_time=0:01:00.220628 2021-04-14 21:25:36,665 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.3602, top1-acc=87.63%, top5-acc=99.59%, remaining_time=0:00:09.781954, arrival_time=2021-04-14 21:25:46.447059, cost_time=0:01:03.958891 2021-04-14 21:25:40,414 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.3610, top1-acc=87.61%, top5-acc=99.59%, remaining_time=0:00:06.018496, arrival_time=2021-04-14 21:25:46.432795, cost_time=0:01:07.708141 2021-04-14 21:25:44,167 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.24ms, fps=682 images/s, loss=0.3606, top1-acc=87.61%, top5-acc=99.59%, remaining_time=0:00:02.256678, arrival_time=2021-04-14 21:25:46.424518, cost_time=0:01:11.461529 2021-04-14 21:25:46,174 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.40ms, fps=678 images/s, loss=0.3620, top1-acc=87.62%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:46.174752, cost_time=0:01:13.468563 2021-04-14 21:25:47,543 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=2.41ms, fps=1873 images/s, loss=0.6005, top1-acc=80.20%, top5-acc=98.98%, remaining_time=0:00:04.099560, arrival_time=2021-04-14 21:25:51.643141, cost_time=0:00:01.366521 2021-04-14 21:25:48,734 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.57ms, fps=2151 images/s, loss=0.5667, top1-acc=80.86%, top5-acc=99.16%, remaining_time=0:00:02.557520, arrival_time=2021-04-14 21:25:51.292083, cost_time=0:00:02.557510 2021-04-14 21:25:49,925 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.33ms, fps=2151 images/s, loss=0.5655, top1-acc=80.89%, top5-acc=99.23%, remaining_time=0:00:01.249460, arrival_time=2021-04-14 21:25:51.175038, cost_time=0:00:03.748365 2021-04-14 21:25:51,011 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=2138 images/s, loss=0.5592, top1-acc=81.02%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:51.011271, cost_time=0:00:04.834309 2021-04-14 21:25:51,898 INFO : Epoch=0011 complete, best val top1-acc=81.31%, top5-acc=98.95% (epoch=10), remaining_time=4:11:39.063714, arrival_time=2021-04-15 01:37:30.961718, cost_time=0:14:38.781488 2021-04-14 21:25:51,900 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:25:55,958 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=2.27ms, fps=631 images/s, loss=0.3504, top1-acc=88.12%, top5-acc=99.61%, remaining_time=0:01:15.486240, arrival_time=2021-04-14 21:27:11.444847, cost_time=0:00:04.058403 2021-04-14 21:25:59,714 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.3518, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:01:08.764080, arrival_time=2021-04-14 21:27:08.478394, cost_time=0:00:07.814092 2021-04-14 21:26:03,462 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.3456, top1-acc=88.05%, top5-acc=99.66%, remaining_time=0:01:03.976400, arrival_time=2021-04-14 21:27:07.438599, cost_time=0:00:11.561996 2021-04-14 21:26:07,209 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.32ms, fps=683 images/s, loss=0.3467, top1-acc=88.05%, top5-acc=99.63%, remaining_time=0:00:59.707440, arrival_time=2021-04-14 21:27:06.917179, cost_time=0:00:15.309618 2021-04-14 21:26:10,968 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.3438, top1-acc=88.19%, top5-acc=99.61%, remaining_time=0:00:55.677684, arrival_time=2021-04-14 21:27:06.645614, cost_time=0:00:19.067723 2021-04-14 21:26:14,719 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.3429, top1-acc=88.04%, top5-acc=99.64%, remaining_time=0:00:51.724608, arrival_time=2021-04-14 21:27:06.444429, cost_time=0:00:22.819705 2021-04-14 21:26:18,482 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.3453, top1-acc=87.98%, top5-acc=99.64%, remaining_time=0:00:47.847870, arrival_time=2021-04-14 21:27:06.330202, cost_time=0:00:26.582173 2021-04-14 21:26:22,224 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.3445, top1-acc=87.92%, top5-acc=99.65%, remaining_time=0:00:43.969800, arrival_time=2021-04-14 21:27:06.193992, cost_time=0:00:30.323992 2021-04-14 21:26:25,973 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.3442, top1-acc=87.93%, top5-acc=99.65%, remaining_time=0:00:40.130752, arrival_time=2021-04-14 21:27:06.104179, cost_time=0:00:34.073295 2021-04-14 21:26:29,730 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.3430, top1-acc=87.98%, top5-acc=99.67%, remaining_time=0:00:36.317280, arrival_time=2021-04-14 21:27:06.047925, cost_time=0:00:37.830524 2021-04-14 21:26:33,483 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.35ms, fps=682 images/s, loss=0.3477, top1-acc=87.86%, top5-acc=99.67%, remaining_time=0:00:32.510924, arrival_time=2021-04-14 21:27:05.994778, cost_time=0:00:41.583735 2021-04-14 21:26:37,250 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.3505, top1-acc=87.79%, top5-acc=99.64%, remaining_time=0:00:28.721996, arrival_time=2021-04-14 21:27:05.972632, cost_time=0:00:45.350474 2021-04-14 21:26:40,991 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.3493, top1-acc=87.82%, top5-acc=99.65%, remaining_time=0:00:24.923184, arrival_time=2021-04-14 21:27:05.914493, cost_time=0:00:49.091105 2021-04-14 21:26:44,760 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.21ms, fps=679 images/s, loss=0.3478, top1-acc=87.87%, top5-acc=99.64%, remaining_time=0:00:21.143864, arrival_time=2021-04-14 21:27:05.903788, cost_time=0:00:52.859718 2021-04-14 21:26:48,533 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.88ms, fps=679 images/s, loss=0.3485, top1-acc=87.87%, top5-acc=99.62%, remaining_time=0:00:17.367438, arrival_time=2021-04-14 21:27:05.900649, cost_time=0:00:56.633008 2021-04-14 21:26:52,286 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.3485, top1-acc=87.88%, top5-acc=99.62%, remaining_time=0:00:13.586796, arrival_time=2021-04-14 21:27:05.872738, cost_time=0:01:00.385728 2021-04-14 21:26:56,018 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.52ms, fps=686 images/s, loss=0.3475, top1-acc=87.91%, top5-acc=99.62%, remaining_time=0:00:09.806394, arrival_time=2021-04-14 21:27:05.825247, cost_time=0:01:04.118734 2021-04-14 21:26:59,766 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.3462, top1-acc=87.97%, top5-acc=99.62%, remaining_time=0:00:06.032560, arrival_time=2021-04-14 21:27:05.799102, cost_time=0:01:07.866347 2021-04-14 21:27:03,512 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.3477, top1-acc=87.90%, top5-acc=99.63%, remaining_time=0:00:02.261436, arrival_time=2021-04-14 21:27:05.773706, cost_time=0:01:11.612158 2021-04-14 21:27:05,515 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.32ms, fps=679 images/s, loss=0.3478, top1-acc=87.92%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:05.515924, cost_time=0:01:13.615806 2021-04-14 21:27:06,893 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.30ms, fps=1860 images/s, loss=0.4811, top1-acc=83.28%, top5-acc=99.26%, remaining_time=0:00:04.128030, arrival_time=2021-04-14 21:27:11.021956, cost_time=0:00:01.376013 2021-04-14 21:27:08,074 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.36ms, fps=2169 images/s, loss=0.4809, top1-acc=83.61%, top5-acc=99.24%, remaining_time=0:00:02.556580, arrival_time=2021-04-14 21:27:10.631105, cost_time=0:00:02.556572 2021-04-14 21:27:09,266 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.77ms, fps=2148 images/s, loss=0.4677, top1-acc=83.91%, top5-acc=99.31%, remaining_time=0:00:01.249530, arrival_time=2021-04-14 21:27:10.516121, cost_time=0:00:03.748598 2021-04-14 21:27:10,344 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.10ms, fps=2154 images/s, loss=0.4821, top1-acc=83.94%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:10.344112, cost_time=0:00:04.826225 2021-04-14 21:27:12,141 INFO : Epoch=0012 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:10:24.718232, arrival_time=2021-04-15 01:37:36.859302, cost_time=0:15:59.024566 2021-04-14 21:27:12,143 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:27:16,171 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.97ms, fps=636 images/s, loss=0.3311, top1-acc=88.24%, top5-acc=99.37%, remaining_time=0:01:14.921916, arrival_time=2021-04-14 21:28:31.093558, cost_time=0:00:04.028063 2021-04-14 21:27:19,925 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.3167, top1-acc=88.81%, top5-acc=99.57%, remaining_time=0:01:08.482128, arrival_time=2021-04-14 21:28:28.407729, cost_time=0:00:07.782055 2021-04-14 21:27:23,670 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.3111, top1-acc=89.11%, top5-acc=99.65%, remaining_time=0:01:03.783342, arrival_time=2021-04-14 21:28:27.454030, cost_time=0:00:11.527109 2021-04-14 21:27:27,415 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.3131, top1-acc=88.96%, top5-acc=99.70%, remaining_time=0:00:59.560176, arrival_time=2021-04-14 21:28:26.975665, cost_time=0:00:15.271846 2021-04-14 21:27:31,185 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.86ms, fps=679 images/s, loss=0.3222, top1-acc=88.63%, top5-acc=99.70%, remaining_time=0:00:55.602932, arrival_time=2021-04-14 21:28:26.788509, cost_time=0:00:19.042111 2021-04-14 21:27:34,947 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.3231, top1-acc=88.66%, top5-acc=99.67%, remaining_time=0:00:51.688976, arrival_time=2021-04-14 21:28:26.636608, cost_time=0:00:22.803972 2021-04-14 21:27:38,705 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.3231, top1-acc=88.64%, top5-acc=99.67%, remaining_time=0:00:47.810574, arrival_time=2021-04-14 21:28:26.515558, cost_time=0:00:26.561438 2021-04-14 21:27:42,474 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.3248, top1-acc=88.58%, top5-acc=99.67%, remaining_time=0:00:43.978848, arrival_time=2021-04-14 21:28:26.452809, cost_time=0:00:30.330216 2021-04-14 21:27:46,241 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.64ms, fps=680 images/s, loss=0.3265, top1-acc=88.50%, top5-acc=99.67%, remaining_time=0:00:40.159478, arrival_time=2021-04-14 21:28:26.400784, cost_time=0:00:34.097710 2021-04-14 21:27:49,983 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.3255, top1-acc=88.52%, top5-acc=99.66%, remaining_time=0:00:36.325728, arrival_time=2021-04-14 21:28:26.308824, cost_time=0:00:37.839346 2021-04-14 21:27:53,754 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=5.65ms, fps=679 images/s, loss=0.3271, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:32.532080, arrival_time=2021-04-14 21:28:26.286705, cost_time=0:00:41.610807 2021-04-14 21:27:57,516 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.3307, top1-acc=88.37%, top5-acc=99.64%, remaining_time=0:00:28.736284, arrival_time=2021-04-14 21:28:26.253091, cost_time=0:00:45.373022 2021-04-14 21:28:01,286 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.46ms, fps=679 images/s, loss=0.3313, top1-acc=88.37%, top5-acc=99.65%, remaining_time=0:00:24.949518, arrival_time=2021-04-14 21:28:26.236097, cost_time=0:00:49.142964 2021-04-14 21:28:05,048 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.3330, top1-acc=88.33%, top5-acc=99.64%, remaining_time=0:00:21.162176, arrival_time=2021-04-14 21:28:26.211079, cost_time=0:00:52.905370 2021-04-14 21:28:08,816 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.75ms, fps=680 images/s, loss=0.3342, top1-acc=88.33%, top5-acc=99.62%, remaining_time=0:00:17.379582, arrival_time=2021-04-14 21:28:26.196149, cost_time=0:00:56.672587 2021-04-14 21:28:12,582 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.3335, top1-acc=88.37%, top5-acc=99.63%, remaining_time=0:00:13.598748, arrival_time=2021-04-14 21:28:26.181294, cost_time=0:01:00.438872 2021-04-14 21:28:16,358 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.04ms, fps=678 images/s, loss=0.3342, top1-acc=88.39%, top5-acc=99.63%, remaining_time=0:00:09.821058, arrival_time=2021-04-14 21:28:26.179423, cost_time=0:01:04.214553 2021-04-14 21:28:20,130 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.3359, top1-acc=88.32%, top5-acc=99.62%, remaining_time=0:00:06.043264, arrival_time=2021-04-14 21:28:26.173712, cost_time=0:01:07.986659 2021-04-14 21:28:23,898 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.3360, top1-acc=88.34%, top5-acc=99.62%, remaining_time=0:00:02.265954, arrival_time=2021-04-14 21:28:26.164792, cost_time=0:01:11.755276 2021-04-14 21:28:25,902 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=2.66ms, fps=679 images/s, loss=0.3356, top1-acc=88.34%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:25.902382, cost_time=0:01:13.758820 2021-04-14 21:28:27,277 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.26ms, fps=1865 images/s, loss=0.5974, top1-acc=80.16%, top5-acc=99.10%, remaining_time=0:00:04.118310, arrival_time=2021-04-14 21:28:31.395684, cost_time=0:00:01.372773 2021-04-14 21:28:28,476 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.38ms, fps=2136 images/s, loss=0.6060, top1-acc=79.98%, top5-acc=98.73%, remaining_time=0:00:02.572320, arrival_time=2021-04-14 21:28:31.049167, cost_time=0:00:02.572316 2021-04-14 21:28:29,678 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.70ms, fps=2131 images/s, loss=0.5983, top1-acc=80.33%, top5-acc=98.66%, remaining_time=0:00:01.258050, arrival_time=2021-04-14 21:28:30.936724, cost_time=0:00:03.774142 2021-04-14 21:28:30,777 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=1.48ms, fps=2113 images/s, loss=0.5913, top1-acc=80.40%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:30.777142, cost_time=0:00:04.872641 2021-04-14 21:28:31,680 INFO : Epoch=0013 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:08:59.332012, arrival_time=2021-04-15 01:37:31.011882, cost_time=0:17:18.563184 2021-04-14 21:28:31,684 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:28:35,704 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.54ms, fps=637 images/s, loss=0.3447, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:01:14.772186, arrival_time=2021-04-14 21:29:50.476669, cost_time=0:00:04.020013 2021-04-14 21:28:39,470 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.3337, top1-acc=88.01%, top5-acc=99.69%, remaining_time=0:01:08.521200, arrival_time=2021-04-14 21:29:47.991958, cost_time=0:00:07.786496 2021-04-14 21:28:43,243 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.55ms, fps=679 images/s, loss=0.3250, top1-acc=88.44%, top5-acc=99.69%, remaining_time=0:01:03.961626, arrival_time=2021-04-14 21:29:47.205110, cost_time=0:00:11.559343 2021-04-14 21:28:47,005 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.41ms, fps=681 images/s, loss=0.3176, top1-acc=88.83%, top5-acc=99.72%, remaining_time=0:00:59.750964, arrival_time=2021-04-14 21:29:46.755886, cost_time=0:00:15.320742 2021-04-14 21:28:50,751 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=2.42ms, fps=683 images/s, loss=0.3163, top1-acc=88.84%, top5-acc=99.68%, remaining_time=0:00:55.676954, arrival_time=2021-04-14 21:29:46.428547, cost_time=0:00:19.067447 2021-04-14 21:28:54,502 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.3120, top1-acc=89.11%, top5-acc=99.67%, remaining_time=0:00:51.721888, arrival_time=2021-04-14 21:29:46.224537, cost_time=0:00:22.818510 2021-04-14 21:28:58,263 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.81ms, fps=681 images/s, loss=0.3100, top1-acc=89.17%, top5-acc=99.68%, remaining_time=0:00:47.842452, arrival_time=2021-04-14 21:29:46.105809, cost_time=0:00:26.579151 2021-04-14 21:29:02,033 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.16ms, fps=679 images/s, loss=0.3118, top1-acc=89.23%, top5-acc=99.67%, remaining_time=0:00:44.006688, arrival_time=2021-04-14 21:29:46.040331, cost_time=0:00:30.349433 2021-04-14 21:29:05,799 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.41ms, fps=680 images/s, loss=0.3150, top1-acc=89.11%, top5-acc=99.67%, remaining_time=0:00:40.180148, arrival_time=2021-04-14 21:29:45.979480, cost_time=0:00:34.115197 2021-04-14 21:29:09,562 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.73ms, fps=680 images/s, loss=0.3160, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:36.362592, arrival_time=2021-04-14 21:29:45.924507, cost_time=0:00:37.877731 2021-04-14 21:29:13,321 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.3154, top1-acc=89.03%, top5-acc=99.67%, remaining_time=0:00:32.552462, arrival_time=2021-04-14 21:29:45.873512, cost_time=0:00:41.636889 2021-04-14 21:29:17,083 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.3162, top1-acc=89.02%, top5-acc=99.67%, remaining_time=0:00:28.753080, arrival_time=2021-04-14 21:29:45.836908, cost_time=0:00:45.399559 2021-04-14 21:29:20,840 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.3167, top1-acc=89.04%, top5-acc=99.66%, remaining_time=0:00:24.956250, arrival_time=2021-04-14 21:29:45.796623, cost_time=0:00:49.156219 2021-04-14 21:29:24,607 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.95ms, fps=680 images/s, loss=0.3172, top1-acc=88.98%, top5-acc=99.67%, remaining_time=0:00:21.169400, arrival_time=2021-04-14 21:29:45.777219, cost_time=0:00:52.923462 2021-04-14 21:29:28,379 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.56ms, fps=679 images/s, loss=0.3175, top1-acc=88.98%, top5-acc=99.66%, remaining_time=0:00:17.386482, arrival_time=2021-04-14 21:29:45.765604, cost_time=0:00:56.694976 2021-04-14 21:29:32,139 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.3186, top1-acc=88.95%, top5-acc=99.67%, remaining_time=0:00:13.602348, arrival_time=2021-04-14 21:29:45.741333, cost_time=0:01:00.454839 2021-04-14 21:29:35,899 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.3217, top1-acc=88.83%, top5-acc=99.67%, remaining_time=0:00:09.821110, arrival_time=2021-04-14 21:29:45.720303, cost_time=0:01:04.214938 2021-04-14 21:29:39,661 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.3230, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:06.042384, arrival_time=2021-04-14 21:29:45.703530, cost_time=0:01:07.976869 2021-04-14 21:29:43,426 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.79ms, fps=680 images/s, loss=0.3242, top1-acc=88.78%, top5-acc=99.65%, remaining_time=0:00:02.265558, arrival_time=2021-04-14 21:29:45.692405, cost_time=0:01:11.742649 2021-04-14 21:29:45,430 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=2.53ms, fps=679 images/s, loss=0.3244, top1-acc=88.78%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:45.430438, cost_time=0:01:13.746301 2021-04-14 21:29:46,799 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.22ms, fps=1874 images/s, loss=0.5411, top1-acc=81.60%, top5-acc=98.75%, remaining_time=0:00:04.098870, arrival_time=2021-04-14 21:29:50.897794, cost_time=0:00:01.366292 2021-04-14 21:29:47,983 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.94ms, fps=2162 images/s, loss=0.5371, top1-acc=81.87%, top5-acc=98.95%, remaining_time=0:00:02.551000, arrival_time=2021-04-14 21:29:50.534701, cost_time=0:00:02.550995 2021-04-14 21:29:49,186 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.41ms, fps=2130 images/s, loss=0.5405, top1-acc=81.71%, top5-acc=99.00%, remaining_time=0:00:01.251160, arrival_time=2021-04-14 21:29:50.437396, cost_time=0:00:03.753483 2021-04-14 21:29:50,277 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.13ms, fps=2128 images/s, loss=0.5498, top1-acc=81.26%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:50.277211, cost_time=0:00:04.844637 2021-04-14 21:29:51,175 INFO : Epoch=0014 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:07:34.213332, arrival_time=2021-04-15 01:37:25.388958, cost_time=0:18:38.059061 2021-04-14 21:29:51,177 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:29:55,238 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.53ms, fps=630 images/s, loss=0.2976, top1-acc=89.45%, top5-acc=99.61%, remaining_time=0:01:15.532368, arrival_time=2021-04-14 21:31:10.771074, cost_time=0:00:04.060885 2021-04-14 21:29:58,993 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.58ms, fps=682 images/s, loss=0.3237, top1-acc=89.04%, top5-acc=99.61%, remaining_time=0:01:08.775872, arrival_time=2021-04-14 21:31:07.769182, cost_time=0:00:07.815450 2021-04-14 21:30:02,740 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.3135, top1-acc=89.36%, top5-acc=99.65%, remaining_time=0:01:03.980218, arrival_time=2021-04-14 21:31:06.720855, cost_time=0:00:11.562679 2021-04-14 21:30:06,506 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.3096, top1-acc=89.71%, top5-acc=99.62%, remaining_time=0:00:59.779356, arrival_time=2021-04-14 21:31:06.285345, cost_time=0:00:15.328054 2021-04-14 21:30:10,263 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.3051, top1-acc=89.70%, top5-acc=99.66%, remaining_time=0:00:55.729076, arrival_time=2021-04-14 21:31:05.992276, cost_time=0:00:19.085313 2021-04-14 21:30:14,042 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.39ms, fps=678 images/s, loss=0.2998, top1-acc=89.80%, top5-acc=99.71%, remaining_time=0:00:51.825792, arrival_time=2021-04-14 21:31:05.867901, cost_time=0:00:22.864299 2021-04-14 21:30:17,791 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.74ms, fps=683 images/s, loss=0.3048, top1-acc=89.68%, top5-acc=99.71%, remaining_time=0:00:47.904318, arrival_time=2021-04-14 21:31:05.695709, cost_time=0:00:26.613526 2021-04-14 21:30:21,539 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.3059, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:44.023276, arrival_time=2021-04-14 21:31:05.562242, cost_time=0:00:30.360891 2021-04-14 21:30:25,286 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.3047, top1-acc=89.64%, top5-acc=99.69%, remaining_time=0:00:40.172410, arrival_time=2021-04-14 21:31:05.458944, cost_time=0:00:34.108649 2021-04-14 21:30:29,039 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.33ms, fps=682 images/s, loss=0.3060, top1-acc=89.57%, top5-acc=99.71%, remaining_time=0:00:36.347232, arrival_time=2021-04-14 21:31:05.386827, cost_time=0:00:37.861709 2021-04-14 21:30:32,788 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.3085, top1-acc=89.49%, top5-acc=99.70%, remaining_time=0:00:32.531650, arrival_time=2021-04-14 21:31:05.319672, cost_time=0:00:41.610201 2021-04-14 21:30:36,542 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=2.51ms, fps=682 images/s, loss=0.3088, top1-acc=89.41%, top5-acc=99.68%, remaining_time=0:00:28.731116, arrival_time=2021-04-14 21:31:05.273966, cost_time=0:00:45.364932 2021-04-14 21:30:40,311 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.3095, top1-acc=89.42%, top5-acc=99.68%, remaining_time=0:00:24.944568, arrival_time=2021-04-14 21:31:05.255778, cost_time=0:00:49.133284 2021-04-14 21:30:44,068 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.3096, top1-acc=89.43%, top5-acc=99.66%, remaining_time=0:00:21.156184, arrival_time=2021-04-14 21:31:05.224509, cost_time=0:00:52.890452 2021-04-14 21:30:47,854 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.88ms, fps=676 images/s, loss=0.3098, top1-acc=89.46%, top5-acc=99.67%, remaining_time=0:00:17.380916, arrival_time=2021-04-14 21:31:05.235699, cost_time=0:00:56.676869 2021-04-14 21:30:51,610 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.3088, top1-acc=89.46%, top5-acc=99.67%, remaining_time=0:00:13.597308, arrival_time=2021-04-14 21:31:05.207799, cost_time=0:01:00.432443 2021-04-14 21:30:55,358 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.3092, top1-acc=89.47%, top5-acc=99.66%, remaining_time=0:00:09.815832, arrival_time=2021-04-14 21:31:05.174102, cost_time=0:01:04.180388 2021-04-14 21:30:59,126 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.71ms, fps=680 images/s, loss=0.3091, top1-acc=89.47%, top5-acc=99.67%, remaining_time=0:00:06.039856, arrival_time=2021-04-14 21:31:05.166232, cost_time=0:01:07.948429 2021-04-14 21:31:02,881 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.3089, top1-acc=89.50%, top5-acc=99.68%, remaining_time=0:00:02.264328, arrival_time=2021-04-14 21:31:05.145944, cost_time=0:01:11.703796 2021-04-14 21:31:04,891 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=2.25ms, fps=677 images/s, loss=0.3105, top1-acc=89.46%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:04.891790, cost_time=0:01:13.713859 2021-04-14 21:31:06,217 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.28ms, fps=1936 images/s, loss=0.5703, top1-acc=81.84%, top5-acc=98.28%, remaining_time=0:00:03.965970, arrival_time=2021-04-14 21:31:10.183299, cost_time=0:00:01.321989 2021-04-14 21:31:07,415 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.95ms, fps=2138 images/s, loss=0.5642, top1-acc=81.23%, top5-acc=98.63%, remaining_time=0:00:02.520040, arrival_time=2021-04-14 21:31:09.935484, cost_time=0:00:02.520038 2021-04-14 21:31:08,602 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.87ms, fps=2157 images/s, loss=0.5685, top1-acc=81.13%, top5-acc=98.63%, remaining_time=0:00:01.235890, arrival_time=2021-04-14 21:31:09.838808, cost_time=0:00:03.707659 2021-04-14 21:31:09,678 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.35ms, fps=2158 images/s, loss=0.5698, top1-acc=81.00%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:09.678374, cost_time=0:00:04.783156 2021-04-14 21:31:10,419 INFO : Epoch=0015 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:06:06.737000, arrival_time=2021-04-15 01:37:17.156478, cost_time=0:19:57.302994 2021-04-14 21:31:10,420 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:31:14,404 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=2.84ms, fps=643 images/s, loss=0.3211, top1-acc=89.45%, top5-acc=99.61%, remaining_time=0:01:14.085660, arrival_time=2021-04-14 21:32:28.489766, cost_time=0:00:03.983100 2021-04-14 21:31:18,162 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.89ms, fps=681 images/s, loss=0.3087, top1-acc=89.63%, top5-acc=99.59%, remaining_time=0:01:08.126960, arrival_time=2021-04-14 21:32:26.289589, cost_time=0:00:07.741709 2021-04-14 21:31:21,926 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.06ms, fps=680 images/s, loss=0.3047, top1-acc=89.79%, top5-acc=99.61%, remaining_time=0:01:03.664984, arrival_time=2021-04-14 21:32:25.591620, cost_time=0:00:11.505731 2021-04-14 21:31:25,688 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.2952, top1-acc=89.95%, top5-acc=99.67%, remaining_time=0:00:59.540988, arrival_time=2021-04-14 21:32:25.228936, cost_time=0:00:15.266939 2021-04-14 21:31:29,456 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.2927, top1-acc=89.97%, top5-acc=99.69%, remaining_time=0:00:55.582200, arrival_time=2021-04-14 21:32:25.038184, cost_time=0:00:19.035005 2021-04-14 21:31:33,214 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.2935, top1-acc=89.90%, top5-acc=99.69%, remaining_time=0:00:51.664904, arrival_time=2021-04-14 21:32:24.879161, cost_time=0:00:22.793348 2021-04-14 21:31:36,966 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.2948, top1-acc=89.89%, top5-acc=99.69%, remaining_time=0:00:47.781216, arrival_time=2021-04-14 21:32:24.747237, cost_time=0:00:26.545109 2021-04-14 21:31:40,723 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.2983, top1-acc=89.76%, top5-acc=99.70%, remaining_time=0:00:43.938596, arrival_time=2021-04-14 21:32:24.661938, cost_time=0:00:30.302509 2021-04-14 21:31:44,478 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.2989, top1-acc=89.77%, top5-acc=99.67%, remaining_time=0:00:40.111884, arrival_time=2021-04-14 21:32:24.590074, cost_time=0:00:34.057292 2021-04-14 21:31:48,237 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.2995, top1-acc=89.73%, top5-acc=99.68%, remaining_time=0:00:36.304128, arrival_time=2021-04-14 21:32:24.541890, cost_time=0:00:37.816778 2021-04-14 21:31:51,996 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.2992, top1-acc=89.67%, top5-acc=99.69%, remaining_time=0:00:32.504646, arrival_time=2021-04-14 21:32:24.501358, cost_time=0:00:41.575683 2021-04-14 21:31:55,750 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.2978, top1-acc=89.71%, top5-acc=99.68%, remaining_time=0:00:28.708772, arrival_time=2021-04-14 21:32:24.459324, cost_time=0:00:45.329647 2021-04-14 21:31:59,511 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.2977, top1-acc=89.68%, top5-acc=99.70%, remaining_time=0:00:24.922986, arrival_time=2021-04-14 21:32:24.434575, cost_time=0:00:49.090683 2021-04-14 21:32:03,271 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.2997, top1-acc=89.60%, top5-acc=99.70%, remaining_time=0:00:21.140336, arrival_time=2021-04-14 21:32:24.412190, cost_time=0:00:52.850876 2021-04-14 21:32:07,052 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.59ms, fps=677 images/s, loss=0.2998, top1-acc=89.60%, top5-acc=99.70%, remaining_time=0:00:17.367070, arrival_time=2021-04-14 21:32:24.419730, cost_time=0:00:56.631723 2021-04-14 21:32:10,821 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.16ms, fps=679 images/s, loss=0.3003, top1-acc=89.60%, top5-acc=99.71%, remaining_time=0:00:13.590036, arrival_time=2021-04-14 21:32:24.411104, cost_time=0:01:00.400139 2021-04-14 21:32:14,570 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.3015, top1-acc=89.58%, top5-acc=99.72%, remaining_time=0:00:09.811100, arrival_time=2021-04-14 21:32:24.381502, cost_time=0:01:04.149415 2021-04-14 21:32:18,319 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.3006, top1-acc=89.59%, top5-acc=99.72%, remaining_time=0:00:06.035424, arrival_time=2021-04-14 21:32:24.354765, cost_time=0:01:07.898433 2021-04-14 21:32:22,073 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.21ms, fps=682 images/s, loss=0.3007, top1-acc=89.58%, top5-acc=99.72%, remaining_time=0:00:02.262708, arrival_time=2021-04-14 21:32:24.335938, cost_time=0:01:11.652357 2021-04-14 21:32:24,070 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.22ms, fps=681 images/s, loss=0.3024, top1-acc=89.58%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:24.070196, cost_time=0:01:13.649294 2021-04-14 21:32:25,375 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.45ms, fps=1964 images/s, loss=0.6665, top1-acc=79.41%, top5-acc=98.09%, remaining_time=0:00:03.910230, arrival_time=2021-04-14 21:32:29.285820, cost_time=0:00:01.303406 2021-04-14 21:32:26,578 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.64ms, fps=2130 images/s, loss=0.6464, top1-acc=79.53%, top5-acc=98.34%, remaining_time=0:00:02.505700, arrival_time=2021-04-14 21:32:29.083670, cost_time=0:00:02.505707 2021-04-14 21:32:27,781 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.87ms, fps=2129 images/s, loss=0.6439, top1-acc=79.64%, top5-acc=98.44%, remaining_time=0:00:01.236300, arrival_time=2021-04-14 21:32:29.017517, cost_time=0:00:03.708913 2021-04-14 21:32:28,862 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.10ms, fps=2148 images/s, loss=0.6307, top1-acc=79.78%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:28.862031, cost_time=0:00:04.789808 2021-04-14 21:32:29,563 INFO : Epoch=0016 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:04:39.134704, arrival_time=2021-04-15 01:37:08.697684, cost_time=0:21:16.446494 2021-04-14 21:32:29,564 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:32:33,534 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.50ms, fps=645 images/s, loss=0.3157, top1-acc=89.18%, top5-acc=99.80%, remaining_time=0:01:13.850184, arrival_time=2021-04-14 21:33:47.385037, cost_time=0:00:03.970437 2021-04-14 21:32:37,289 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.2972, top1-acc=89.67%, top5-acc=99.82%, remaining_time=0:01:07.977712, arrival_time=2021-04-14 21:33:45.266869, cost_time=0:00:07.724743 2021-04-14 21:32:41,051 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.2995, top1-acc=89.56%, top5-acc=99.80%, remaining_time=0:01:03.559242, arrival_time=2021-04-14 21:33:44.610509, cost_time=0:00:11.486607 2021-04-14 21:32:44,803 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3019, top1-acc=89.33%, top5-acc=99.78%, remaining_time=0:00:59.432568, arrival_time=2021-04-14 21:33:44.236119, cost_time=0:00:15.239132 2021-04-14 21:32:48,550 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.3015, top1-acc=89.43%, top5-acc=99.76%, remaining_time=0:00:55.439558, arrival_time=2021-04-14 21:33:43.990129, cost_time=0:00:18.986158 2021-04-14 21:32:52,299 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.3023, top1-acc=89.54%, top5-acc=99.75%, remaining_time=0:00:51.532712, arrival_time=2021-04-14 21:33:43.832172, cost_time=0:00:22.735044 2021-04-14 21:32:56,059 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.3021, top1-acc=89.55%, top5-acc=99.74%, remaining_time=0:00:47.691126, arrival_time=2021-04-14 21:33:43.750601, cost_time=0:00:26.495066 2021-04-14 21:32:59,821 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.2987, top1-acc=89.60%, top5-acc=99.73%, remaining_time=0:00:43.872244, arrival_time=2021-04-14 21:33:43.693381, cost_time=0:00:30.256714 2021-04-14 21:33:03,580 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.2976, top1-acc=89.64%, top5-acc=99.75%, remaining_time=0:00:40.063760, arrival_time=2021-04-14 21:33:43.644548, cost_time=0:00:34.016383 2021-04-14 21:33:07,334 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.2977, top1-acc=89.68%, top5-acc=99.74%, remaining_time=0:00:36.259488, arrival_time=2021-04-14 21:33:43.594204, cost_time=0:00:37.770305 2021-04-14 21:33:11,108 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.61ms, fps=679 images/s, loss=0.2955, top1-acc=89.77%, top5-acc=99.75%, remaining_time=0:00:32.479792, arrival_time=2021-04-14 21:33:43.588167, cost_time=0:00:41.543905 2021-04-14 21:33:14,852 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.2967, top1-acc=89.70%, top5-acc=99.75%, remaining_time=0:00:28.682400, arrival_time=2021-04-14 21:33:43.534885, cost_time=0:00:45.288047 2021-04-14 21:33:18,605 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.2956, top1-acc=89.74%, top5-acc=99.74%, remaining_time=0:00:24.897840, arrival_time=2021-04-14 21:33:43.503504, cost_time=0:00:49.041183 2021-04-14 21:33:22,355 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.2959, top1-acc=89.71%, top5-acc=99.74%, remaining_time=0:00:21.116480, arrival_time=2021-04-14 21:33:43.472163, cost_time=0:00:52.791203 2021-04-14 21:33:26,117 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.2961, top1-acc=89.72%, top5-acc=99.73%, remaining_time=0:00:17.342966, arrival_time=2021-04-14 21:33:43.460637, cost_time=0:00:56.553117 2021-04-14 21:33:29,862 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.87ms, fps=684 images/s, loss=0.2975, top1-acc=89.69%, top5-acc=99.72%, remaining_time=0:00:13.567068, arrival_time=2021-04-14 21:33:43.429627, cost_time=0:01:00.298145 2021-04-14 21:33:33,622 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.37ms, fps=681 images/s, loss=0.2971, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:09.797164, arrival_time=2021-04-14 21:33:43.419991, cost_time=0:01:04.058410 2021-04-14 21:33:37,379 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.2963, top1-acc=89.72%, top5-acc=99.74%, remaining_time=0:00:06.028016, arrival_time=2021-04-14 21:33:43.407765, cost_time=0:01:07.815162 2021-04-14 21:33:41,145 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.2959, top1-acc=89.72%, top5-acc=99.74%, remaining_time=0:00:02.260434, arrival_time=2021-04-14 21:33:43.405847, cost_time=0:01:11.580502 2021-04-14 21:33:43,165 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=2.56ms, fps=674 images/s, loss=0.2955, top1-acc=89.73%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:43.165317, cost_time=0:01:13.600876 2021-04-14 21:33:44,481 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.32ms, fps=1949 images/s, loss=0.5748, top1-acc=81.56%, top5-acc=98.44%, remaining_time=0:00:03.940140, arrival_time=2021-04-14 21:33:48.421137, cost_time=0:00:01.313381 2021-04-14 21:33:45,671 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.43ms, fps=2153 images/s, loss=0.5773, top1-acc=80.90%, top5-acc=98.65%, remaining_time=0:00:02.503320, arrival_time=2021-04-14 21:33:48.174233, cost_time=0:00:02.503328 2021-04-14 21:33:46,863 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.97ms, fps=2149 images/s, loss=0.5677, top1-acc=81.22%, top5-acc=98.75%, remaining_time=0:00:01.231780, arrival_time=2021-04-14 21:33:48.094858, cost_time=0:00:03.695346 2021-04-14 21:33:47,959 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=2118 images/s, loss=0.5497, top1-acc=81.38%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:47.959187, cost_time=0:00:04.791645 2021-04-14 21:33:48,697 INFO : Epoch=0017 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:03:12.435189, arrival_time=2021-04-15 01:37:01.133093, cost_time=0:22:35.581416 2021-04-14 21:33:48,699 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:33:52,700 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=2.43ms, fps=640 images/s, loss=0.3151, top1-acc=89.22%, top5-acc=99.69%, remaining_time=0:01:14.410416, arrival_time=2021-04-14 21:35:07.110776, cost_time=0:00:04.000565 2021-04-14 21:33:56,479 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=2.89ms, fps=678 images/s, loss=0.2921, top1-acc=89.73%, top5-acc=99.75%, remaining_time=0:01:08.461888, arrival_time=2021-04-14 21:35:04.941187, cost_time=0:00:07.779767 2021-04-14 21:34:00,242 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.41ms, fps=680 images/s, loss=0.2858, top1-acc=90.07%, top5-acc=99.74%, remaining_time=0:01:03.869330, arrival_time=2021-04-14 21:35:04.111485, cost_time=0:00:11.542641 2021-04-14 21:34:04,000 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.2847, top1-acc=89.94%, top5-acc=99.78%, remaining_time=0:00:59.672340, arrival_time=2021-04-14 21:35:03.672372, cost_time=0:00:15.300593 2021-04-14 21:34:07,760 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.2765, top1-acc=90.21%, top5-acc=99.78%, remaining_time=0:00:55.658412, arrival_time=2021-04-14 21:35:03.419103, cost_time=0:00:19.061114 2021-04-14 21:34:11,523 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.80ms, fps=680 images/s, loss=0.2768, top1-acc=90.27%, top5-acc=99.78%, remaining_time=0:00:51.734536, arrival_time=2021-04-14 21:35:03.258071, cost_time=0:00:22.824082 2021-04-14 21:34:15,287 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.84ms, fps=680 images/s, loss=0.2769, top1-acc=90.22%, top5-acc=99.78%, remaining_time=0:00:47.858076, arrival_time=2021-04-14 21:35:03.145319, cost_time=0:00:26.587793 2021-04-14 21:34:19,042 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.2792, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:43.996712, arrival_time=2021-04-14 21:35:03.038927, cost_time=0:00:30.342570 2021-04-14 21:34:22,792 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.2798, top1-acc=90.19%, top5-acc=99.76%, remaining_time=0:00:40.153436, arrival_time=2021-04-14 21:35:02.945423, cost_time=0:00:34.092497 2021-04-14 21:34:26,545 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.2783, top1-acc=90.29%, top5-acc=99.76%, remaining_time=0:00:36.331584, arrival_time=2021-04-14 21:35:02.876463, cost_time=0:00:37.845352 2021-04-14 21:34:30,310 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.2785, top1-acc=90.27%, top5-acc=99.78%, remaining_time=0:00:32.531822, arrival_time=2021-04-14 21:35:02.841789, cost_time=0:00:41.610523 2021-04-14 21:34:34,078 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.05ms, fps=680 images/s, loss=0.2806, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:28.739628, arrival_time=2021-04-14 21:35:02.817534, cost_time=0:00:45.378391 2021-04-14 21:34:37,841 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.2813, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:24.949254, arrival_time=2021-04-14 21:35:02.791107, cost_time=0:00:49.142409 2021-04-14 21:34:41,596 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.2823, top1-acc=90.19%, top5-acc=99.77%, remaining_time=0:00:21.158648, arrival_time=2021-04-14 21:35:02.754691, cost_time=0:00:52.896551 2021-04-14 21:34:45,368 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=0.2829, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:17.378478, arrival_time=2021-04-14 21:35:02.747123, cost_time=0:00:56.668959 2021-04-14 21:34:49,122 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.2846, top1-acc=90.11%, top5-acc=99.76%, remaining_time=0:00:13.595256, arrival_time=2021-04-14 21:35:02.718039, cost_time=0:01:00.423291 2021-04-14 21:34:52,875 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.2843, top1-acc=90.12%, top5-acc=99.77%, remaining_time=0:00:09.815104, arrival_time=2021-04-14 21:35:02.690164, cost_time=0:01:04.175616 2021-04-14 21:34:56,639 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=2.89ms, fps=680 images/s, loss=0.2858, top1-acc=90.05%, top5-acc=99.77%, remaining_time=0:00:06.039120, arrival_time=2021-04-14 21:35:02.678652, cost_time=0:01:07.940019 2021-04-14 21:35:00,402 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=2.45ms, fps=681 images/s, loss=0.2864, top1-acc=90.02%, top5-acc=99.76%, remaining_time=0:00:02.264244, arrival_time=2021-04-14 21:35:02.666424, cost_time=0:01:11.700978 2021-04-14 21:35:02,403 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.2866, top1-acc=90.01%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:02.403251, cost_time=0:01:13.703816 2021-04-14 21:35:03,775 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.32ms, fps=1869 images/s, loss=0.7894, top1-acc=76.56%, top5-acc=97.77%, remaining_time=0:00:04.109280, arrival_time=2021-04-14 21:35:07.884335, cost_time=0:00:01.369757 2021-04-14 21:35:04,963 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.51ms, fps=2155 images/s, loss=0.7571, top1-acc=77.11%, top5-acc=98.09%, remaining_time=0:00:02.558400, arrival_time=2021-04-14 21:35:07.522111, cost_time=0:00:02.558401 2021-04-14 21:35:06,152 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.83ms, fps=2155 images/s, loss=0.7477, top1-acc=77.58%, top5-acc=97.99%, remaining_time=0:00:01.248980, arrival_time=2021-04-14 21:35:07.401140, cost_time=0:00:03.746939 2021-04-14 21:35:07,229 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.7428, top1-acc=77.55%, top5-acc=98.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:07.229674, cost_time=0:00:04.824474 2021-04-14 21:35:08,054 INFO : Epoch=0018 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:01:48.818688, arrival_time=2021-04-15 01:36:56.873365, cost_time=0:23:54.938114 2021-04-14 21:35:08,057 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:35:12,052 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=2.13ms, fps=641 images/s, loss=0.3089, top1-acc=88.79%, top5-acc=99.61%, remaining_time=0:01:14.301792, arrival_time=2021-04-14 21:36:26.354425, cost_time=0:00:03.994715 2021-04-14 21:35:15,820 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.96ms, fps=680 images/s, loss=0.3051, top1-acc=89.02%, top5-acc=99.69%, remaining_time=0:01:08.307888, arrival_time=2021-04-14 21:36:24.127978, cost_time=0:00:07.762261 2021-04-14 21:35:19,576 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.2914, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:01:03.736862, arrival_time=2021-04-14 21:36:23.313337, cost_time=0:00:11.518716 2021-04-14 21:35:23,325 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.2851, top1-acc=90.12%, top5-acc=99.73%, remaining_time=0:00:59.544576, arrival_time=2021-04-14 21:36:22.870200, cost_time=0:00:15.267845 2021-04-14 21:35:27,097 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.36ms, fps=679 images/s, loss=0.2774, top1-acc=90.48%, top5-acc=99.74%, remaining_time=0:00:55.596654, arrival_time=2021-04-14 21:36:22.694354, cost_time=0:00:19.039956 2021-04-14 21:35:30,847 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.2743, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:51.656064, arrival_time=2021-04-14 21:36:22.503228, cost_time=0:00:22.789421 2021-04-14 21:35:34,591 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.2757, top1-acc=90.45%, top5-acc=99.73%, remaining_time=0:00:47.760300, arrival_time=2021-04-14 21:36:22.351561, cost_time=0:00:26.533481 2021-04-14 21:35:38,355 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.82ms, fps=680 images/s, loss=0.2814, top1-acc=90.27%, top5-acc=99.71%, remaining_time=0:00:43.932332, arrival_time=2021-04-14 21:36:22.288219, cost_time=0:00:30.298142 2021-04-14 21:35:42,118 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.2840, top1-acc=90.13%, top5-acc=99.71%, remaining_time=0:00:40.115488, arrival_time=2021-04-14 21:36:22.233530, cost_time=0:00:34.060295 2021-04-14 21:35:45,872 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.2864, top1-acc=90.02%, top5-acc=99.71%, remaining_time=0:00:36.301920, arrival_time=2021-04-14 21:36:22.174152, cost_time=0:00:37.814471 2021-04-14 21:35:49,628 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.2855, top1-acc=89.99%, top5-acc=99.72%, remaining_time=0:00:32.501034, arrival_time=2021-04-14 21:36:22.129896, cost_time=0:00:41.571084 2021-04-14 21:35:53,374 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.20ms, fps=684 images/s, loss=0.2820, top1-acc=90.13%, top5-acc=99.73%, remaining_time=0:00:28.700868, arrival_time=2021-04-14 21:36:22.075766, cost_time=0:00:45.317125 2021-04-14 21:35:57,120 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.2822, top1-acc=90.13%, top5-acc=99.72%, remaining_time=0:00:24.908796, arrival_time=2021-04-14 21:36:22.029306, cost_time=0:00:49.062836 2021-04-14 21:36:00,878 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.2811, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:21.128128, arrival_time=2021-04-14 21:36:22.006352, cost_time=0:00:52.820280 2021-04-14 21:36:04,646 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.60ms, fps=679 images/s, loss=0.2813, top1-acc=90.19%, top5-acc=99.73%, remaining_time=0:00:17.354006, arrival_time=2021-04-14 21:36:22.000863, cost_time=0:00:56.589079 2021-04-14 21:36:08,419 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=3.06ms, fps=679 images/s, loss=0.2816, top1-acc=90.20%, top5-acc=99.72%, remaining_time=0:00:13.581432, arrival_time=2021-04-14 21:36:22.001187, cost_time=0:01:00.361949 2021-04-14 21:36:12,178 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.2827, top1-acc=90.18%, top5-acc=99.72%, remaining_time=0:00:09.806732, arrival_time=2021-04-14 21:36:21.985572, cost_time=0:01:04.120994 2021-04-14 21:36:15,944 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.2829, top1-acc=90.19%, top5-acc=99.72%, remaining_time=0:00:06.034336, arrival_time=2021-04-14 21:36:21.978516, cost_time=0:01:07.886301 2021-04-14 21:36:19,714 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=2.01ms, fps=679 images/s, loss=0.2829, top1-acc=90.15%, top5-acc=99.72%, remaining_time=0:00:02.262840, arrival_time=2021-04-14 21:36:21.977227, cost_time=0:01:11.656628 2021-04-14 21:36:21,715 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.25ms, fps=680 images/s, loss=0.2846, top1-acc=90.11%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:21.714982, cost_time=0:01:13.657316 2021-04-14 21:36:23,028 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.05ms, fps=1952 images/s, loss=0.5728, top1-acc=81.84%, top5-acc=98.79%, remaining_time=0:00:03.933690, arrival_time=2021-04-14 21:36:26.962003, cost_time=0:00:01.311229 2021-04-14 21:36:24,237 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.68ms, fps=2119 images/s, loss=0.5666, top1-acc=81.95%, top5-acc=98.95%, remaining_time=0:00:02.520020, arrival_time=2021-04-14 21:36:26.757178, cost_time=0:00:02.520012 2021-04-14 21:36:25,435 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.39ms, fps=2138 images/s, loss=0.5832, top1-acc=81.51%, top5-acc=98.87%, remaining_time=0:00:01.239420, arrival_time=2021-04-14 21:36:26.674936, cost_time=0:00:03.718263 2021-04-14 21:36:26,520 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=1.40ms, fps=2141 images/s, loss=0.5760, top1-acc=81.48%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:26.520019, cost_time=0:00:04.803047 2021-04-14 21:36:27,223 INFO : Epoch=0019 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=4:00:23.857239, arrival_time=2021-04-15 01:36:51.080339, cost_time=0:25:14.106569 2021-04-14 21:36:27,225 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:36:31,225 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.58ms, fps=640 images/s, loss=0.2880, top1-acc=89.88%, top5-acc=99.80%, remaining_time=0:01:14.392560, arrival_time=2021-04-14 21:37:45.618134, cost_time=0:00:03.999597 2021-04-14 21:36:34,985 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.26ms, fps=681 images/s, loss=0.2912, top1-acc=89.59%, top5-acc=99.80%, remaining_time=0:01:08.288704, arrival_time=2021-04-14 21:37:43.274487, cost_time=0:00:07.760075 2021-04-14 21:36:38,723 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.2865, top1-acc=89.83%, top5-acc=99.75%, remaining_time=0:01:03.617674, arrival_time=2021-04-14 21:37:42.340608, cost_time=0:00:11.497174 2021-04-14 21:36:42,479 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2837, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:59.491224, arrival_time=2021-04-14 21:37:41.971105, cost_time=0:00:15.254158 2021-04-14 21:36:46,233 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.2839, top1-acc=90.18%, top5-acc=99.77%, remaining_time=0:00:55.501024, arrival_time=2021-04-14 21:37:41.733941, cost_time=0:00:19.007207 2021-04-14 21:36:49,988 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.2872, top1-acc=90.07%, top5-acc=99.76%, remaining_time=0:00:51.594728, arrival_time=2021-04-14 21:37:41.582826, cost_time=0:00:22.762373 2021-04-14 21:36:53,746 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.2855, top1-acc=90.26%, top5-acc=99.73%, remaining_time=0:00:47.737746, arrival_time=2021-04-14 21:37:41.484501, cost_time=0:00:26.520987 2021-04-14 21:36:57,501 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.2820, top1-acc=90.37%, top5-acc=99.75%, remaining_time=0:00:43.899040, arrival_time=2021-04-14 21:37:41.399995, cost_time=0:00:30.275188 2021-04-14 21:37:01,254 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.2796, top1-acc=90.43%, top5-acc=99.76%, remaining_time=0:00:40.077858, arrival_time=2021-04-14 21:37:41.331948, cost_time=0:00:34.028336 2021-04-14 21:37:05,011 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.2771, top1-acc=90.54%, top5-acc=99.77%, remaining_time=0:00:36.273984, arrival_time=2021-04-14 21:37:41.285288, cost_time=0:00:37.785399 2021-04-14 21:37:08,767 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2749, top1-acc=90.56%, top5-acc=99.78%, remaining_time=0:00:32.477728, arrival_time=2021-04-14 21:37:41.244722, cost_time=0:00:41.541277 2021-04-14 21:37:12,512 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.2748, top1-acc=90.55%, top5-acc=99.79%, remaining_time=0:00:28.681336, arrival_time=2021-04-14 21:37:41.193575, cost_time=0:00:45.286312 2021-04-14 21:37:16,258 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.84ms, fps=684 images/s, loss=0.2740, top1-acc=90.57%, top5-acc=99.79%, remaining_time=0:00:24.893418, arrival_time=2021-04-14 21:37:41.151527, cost_time=0:00:49.032431 2021-04-14 21:37:20,007 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.2753, top1-acc=90.56%, top5-acc=99.78%, remaining_time=0:00:21.112672, arrival_time=2021-04-14 21:37:41.120050, cost_time=0:00:52.781671 2021-04-14 21:37:23,782 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=2.09ms, fps=678 images/s, loss=0.2767, top1-acc=90.51%, top5-acc=99.78%, remaining_time=0:00:17.344070, arrival_time=2021-04-14 21:37:41.126584, cost_time=0:00:56.556723 2021-04-14 21:37:27,536 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.2767, top1-acc=90.47%, top5-acc=99.77%, remaining_time=0:00:13.569804, arrival_time=2021-04-14 21:37:41.105781, cost_time=0:01:00.310264 2021-04-14 21:37:31,288 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.2783, top1-acc=90.42%, top5-acc=99.77%, remaining_time=0:00:09.797762, arrival_time=2021-04-14 21:37:41.085721, cost_time=0:01:04.062215 2021-04-14 21:37:35,052 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.84ms, fps=680 images/s, loss=0.2789, top1-acc=90.41%, top5-acc=99.76%, remaining_time=0:00:06.029056, arrival_time=2021-04-14 21:37:41.081826, cost_time=0:01:07.826964 2021-04-14 21:37:38,819 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=0.2783, top1-acc=90.43%, top5-acc=99.77%, remaining_time=0:00:02.260854, arrival_time=2021-04-14 21:37:41.080496, cost_time=0:01:11.593795 2021-04-14 21:37:40,821 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.25ms, fps=680 images/s, loss=0.2782, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:40.821854, cost_time=0:01:13.596125 2021-04-14 21:37:42,204 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.30ms, fps=1854 images/s, loss=0.5062, top1-acc=83.48%, top5-acc=99.30%, remaining_time=0:00:04.141650, arrival_time=2021-04-14 21:37:46.346134, cost_time=0:00:01.380548 2021-04-14 21:37:43,394 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.77ms, fps=2152 images/s, loss=0.4914, top1-acc=83.98%, top5-acc=99.32%, remaining_time=0:00:02.570880, arrival_time=2021-04-14 21:37:45.965702, cost_time=0:00:02.570889 2021-04-14 21:37:44,580 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.48ms, fps=2160 images/s, loss=0.5173, top1-acc=83.28%, top5-acc=99.37%, remaining_time=0:00:01.252270, arrival_time=2021-04-14 21:37:45.832904, cost_time=0:00:03.756800 2021-04-14 21:37:45,665 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=1.46ms, fps=2139 images/s, loss=0.5130, top1-acc=83.55%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:45.665459, cost_time=0:00:04.841640 2021-04-14 21:37:46,392 INFO : Epoch=0020 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=3:58:59.485080, arrival_time=2021-04-15 01:36:45.877697, cost_time=0:26:33.276130 2021-04-14 21:37:46,393 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:37:50,339 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.43ms, fps=649 images/s, loss=0.2610, top1-acc=91.21%, top5-acc=99.92%, remaining_time=0:01:13.384254, arrival_time=2021-04-14 21:39:03.723893, cost_time=0:00:03.945389 2021-04-14 21:37:54,101 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.2509, top1-acc=91.52%, top5-acc=99.90%, remaining_time=0:01:07.821600, arrival_time=2021-04-14 21:39:01.922857, cost_time=0:00:07.707004 2021-04-14 21:37:57,854 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.2500, top1-acc=91.56%, top5-acc=99.84%, remaining_time=0:01:03.415652, arrival_time=2021-04-14 21:39:01.270455, cost_time=0:00:11.460645 2021-04-14 21:38:01,604 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.2493, top1-acc=91.42%, top5-acc=99.86%, remaining_time=0:00:59.319000, arrival_time=2021-04-14 21:39:00.923242, cost_time=0:00:15.209980 2021-04-14 21:38:05,373 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.22ms, fps=679 images/s, loss=0.2542, top1-acc=91.29%, top5-acc=99.87%, remaining_time=0:00:55.418534, arrival_time=2021-04-14 21:39:00.791860, cost_time=0:00:18.978969 2021-04-14 21:38:09,137 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=0.2533, top1-acc=91.27%, top5-acc=99.86%, remaining_time=0:00:51.550392, arrival_time=2021-04-14 21:39:00.687491, cost_time=0:00:22.742846 2021-04-14 21:38:12,901 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.2535, top1-acc=91.34%, top5-acc=99.84%, remaining_time=0:00:47.712546, arrival_time=2021-04-14 21:39:00.613822, cost_time=0:00:26.506998 2021-04-14 21:38:16,651 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.2558, top1-acc=91.23%, top5-acc=99.85%, remaining_time=0:00:43.872940, arrival_time=2021-04-14 21:39:00.524310, cost_time=0:00:30.257179 2021-04-14 21:38:20,399 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.2592, top1-acc=91.15%, top5-acc=99.82%, remaining_time=0:00:40.051146, arrival_time=2021-04-14 21:39:00.450951, cost_time=0:00:34.005649 2021-04-14 21:38:24,168 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.68ms, fps=679 images/s, loss=0.2600, top1-acc=91.14%, top5-acc=99.82%, remaining_time=0:00:36.263712, arrival_time=2021-04-14 21:39:00.432617, cost_time=0:00:37.774746 2021-04-14 21:38:27,920 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.2608, top1-acc=91.10%, top5-acc=99.82%, remaining_time=0:00:32.466376, arrival_time=2021-04-14 21:39:00.387281, cost_time=0:00:41.526748 2021-04-14 21:38:31,677 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.2625, top1-acc=91.07%, top5-acc=99.80%, remaining_time=0:00:28.679284, arrival_time=2021-04-14 21:39:00.356637, cost_time=0:00:45.283103 2021-04-14 21:38:35,435 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.2644, top1-acc=90.96%, top5-acc=99.80%, remaining_time=0:00:24.897708, arrival_time=2021-04-14 21:39:00.332788, cost_time=0:00:49.040989 2021-04-14 21:38:39,175 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.2655, top1-acc=90.96%, top5-acc=99.80%, remaining_time=0:00:21.112336, arrival_time=2021-04-14 21:39:00.287393, cost_time=0:00:52.780904 2021-04-14 21:38:42,923 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.2664, top1-acc=90.85%, top5-acc=99.81%, remaining_time=0:00:17.335744, arrival_time=2021-04-14 21:39:00.259509, cost_time=0:00:56.529593 2021-04-14 21:38:46,687 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.42ms, fps=680 images/s, loss=0.2683, top1-acc=90.75%, top5-acc=99.81%, remaining_time=0:00:13.565952, arrival_time=2021-04-14 21:39:00.253207, cost_time=0:01:00.293101 2021-04-14 21:38:50,431 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.2686, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:09.793914, arrival_time=2021-04-14 21:39:00.225440, cost_time=0:01:04.037207 2021-04-14 21:38:54,185 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2677, top1-acc=90.77%, top5-acc=99.80%, remaining_time=0:00:06.025856, arrival_time=2021-04-14 21:39:00.210833, cost_time=0:01:07.790896 2021-04-14 21:38:57,922 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.2691, top1-acc=90.69%, top5-acc=99.80%, remaining_time=0:00:02.258790, arrival_time=2021-04-14 21:39:00.181283, cost_time=0:01:11.528341 2021-04-14 21:38:59,925 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.39ms, fps=679 images/s, loss=0.2698, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:59.925690, cost_time=0:01:13.531604 2021-04-14 21:39:01,257 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.33ms, fps=1925 images/s, loss=0.5550, top1-acc=81.45%, top5-acc=99.22%, remaining_time=0:00:03.990360, arrival_time=2021-04-14 21:39:05.248011, cost_time=0:00:01.330121 2021-04-14 21:39:02,440 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.27ms, fps=2165 images/s, loss=0.5660, top1-acc=81.11%, top5-acc=99.08%, remaining_time=0:00:02.512660, arrival_time=2021-04-14 21:39:04.952864, cost_time=0:00:02.512655 2021-04-14 21:39:03,623 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.29ms, fps=2164 images/s, loss=0.5691, top1-acc=81.02%, top5-acc=99.14%, remaining_time=0:00:01.232060, arrival_time=2021-04-14 21:39:04.855757, cost_time=0:00:03.696166 2021-04-14 21:39:04,702 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=2152 images/s, loss=0.5849, top1-acc=80.68%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:04.702137, cost_time=0:00:04.774634 2021-04-14 21:39:05,389 INFO : Epoch=0021 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=3:57:34.133191, arrival_time=2021-04-15 01:36:39.522300, cost_time=0:27:52.272603 2021-04-14 21:39:05,391 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:39:09,354 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=6.30ms, fps=646 images/s, loss=0.2863, top1-acc=90.47%, top5-acc=99.88%, remaining_time=0:01:13.712916, arrival_time=2021-04-14 21:40:23.067300, cost_time=0:00:03.963056 2021-04-14 21:39:13,123 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.2748, top1-acc=90.53%, top5-acc=99.84%, remaining_time=0:01:08.042304, arrival_time=2021-04-14 21:40:21.165785, cost_time=0:00:07.732079 2021-04-14 21:39:16,882 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.2735, top1-acc=90.52%, top5-acc=99.79%, remaining_time=0:01:03.585138, arrival_time=2021-04-14 21:40:20.467857, cost_time=0:00:11.491284 2021-04-14 21:39:20,628 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.90ms, fps=684 images/s, loss=0.2686, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:00:59.423676, arrival_time=2021-04-14 21:40:20.051868, cost_time=0:00:15.236858 2021-04-14 21:39:24,388 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.2679, top1-acc=90.60%, top5-acc=99.80%, remaining_time=0:00:55.471824, arrival_time=2021-04-14 21:40:19.860436, cost_time=0:00:18.997209 2021-04-14 21:39:28,158 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.20ms, fps=679 images/s, loss=0.2647, top1-acc=90.84%, top5-acc=99.79%, remaining_time=0:00:51.606288, arrival_time=2021-04-14 21:40:19.765070, cost_time=0:00:22.767450 2021-04-14 21:39:31,907 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.2672, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:47.729808, arrival_time=2021-04-14 21:40:19.637682, cost_time=0:00:26.516531 2021-04-14 21:39:35,674 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.48ms, fps=680 images/s, loss=0.2711, top1-acc=90.57%, top5-acc=99.76%, remaining_time=0:00:43.910292, arrival_time=2021-04-14 21:40:19.584674, cost_time=0:00:30.282987 2021-04-14 21:39:39,460 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=2.41ms, fps=676 images/s, loss=0.2704, top1-acc=90.60%, top5-acc=99.76%, remaining_time=0:00:40.125240, arrival_time=2021-04-14 21:40:19.585195, cost_time=0:00:34.068626 2021-04-14 21:39:43,210 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.2672, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:36.306240, arrival_time=2021-04-14 21:40:19.516562, cost_time=0:00:37.818995 2021-04-14 21:39:46,968 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.2685, top1-acc=90.67%, top5-acc=99.78%, remaining_time=0:00:32.505420, arrival_time=2021-04-14 21:40:19.473592, cost_time=0:00:41.576729 2021-04-14 21:39:50,734 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.2677, top1-acc=90.73%, top5-acc=99.80%, remaining_time=0:00:28.717512, arrival_time=2021-04-14 21:40:19.452325, cost_time=0:00:45.343473 2021-04-14 21:39:54,492 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.2671, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:24.928002, arrival_time=2021-04-14 21:40:19.420036, cost_time=0:00:49.100642 2021-04-14 21:39:58,257 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.2684, top1-acc=90.69%, top5-acc=99.80%, remaining_time=0:00:21.146496, arrival_time=2021-04-14 21:40:19.404189, cost_time=0:00:52.866294 2021-04-14 21:40:02,031 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=2.66ms, fps=679 images/s, loss=0.2666, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:17.369508, arrival_time=2021-04-14 21:40:19.400618, cost_time=0:00:56.639717 2021-04-14 21:40:05,811 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.18ms, fps=677 images/s, loss=0.2658, top1-acc=90.81%, top5-acc=99.80%, remaining_time=0:00:13.594464, arrival_time=2021-04-14 21:40:19.405734, cost_time=0:01:00.419869 2021-04-14 21:40:09,570 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=0.2648, top1-acc=90.82%, top5-acc=99.81%, remaining_time=0:00:09.815598, arrival_time=2021-04-14 21:40:19.385978, cost_time=0:01:04.178890 2021-04-14 21:40:13,330 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.2654, top1-acc=90.75%, top5-acc=99.80%, remaining_time=0:00:06.038992, arrival_time=2021-04-14 21:40:19.369144, cost_time=0:01:07.938744 2021-04-14 21:40:17,088 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.2657, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:02.264118, arrival_time=2021-04-14 21:40:19.352569, cost_time=0:01:11.697120 2021-04-14 21:40:19,095 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.78ms, fps=678 images/s, loss=0.2668, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:19.095036, cost_time=0:01:13.703697 2021-04-14 21:40:20,454 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.23ms, fps=1886 images/s, loss=0.5225, top1-acc=83.01%, top5-acc=99.22%, remaining_time=0:00:04.072290, arrival_time=2021-04-14 21:40:24.526813, cost_time=0:00:01.357432 2021-04-14 21:40:21,642 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.50ms, fps=2156 images/s, loss=0.5228, top1-acc=83.32%, top5-acc=99.22%, remaining_time=0:00:02.545180, arrival_time=2021-04-14 21:40:24.187619, cost_time=0:00:02.545174 2021-04-14 21:40:22,829 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.83ms, fps=2158 images/s, loss=0.5189, top1-acc=83.52%, top5-acc=99.17%, remaining_time=0:00:01.244130, arrival_time=2021-04-14 21:40:24.073580, cost_time=0:00:03.732395 2021-04-14 21:40:23,920 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=1.51ms, fps=2128 images/s, loss=0.5406, top1-acc=82.97%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:23.920056, cost_time=0:00:04.822973 2021-04-14 21:40:24,643 INFO : Epoch=0022 complete, best val top1-acc=83.94%, top5-acc=99.19% (epoch=12), remaining_time=3:56:11.448106, arrival_time=2021-04-15 01:36:36.091922, cost_time=0:29:11.527299 2021-04-14 21:40:24,646 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:40:28,595 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.63ms, fps=648 images/s, loss=0.2543, top1-acc=91.37%, top5-acc=99.84%, remaining_time=0:01:13.457166, arrival_time=2021-04-14 21:41:42.052680, cost_time=0:00:03.949311 2021-04-14 21:40:32,357 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.86ms, fps=681 images/s, loss=0.2483, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:01:07.858208, arrival_time=2021-04-14 21:41:40.215685, cost_time=0:00:07.711167 2021-04-14 21:40:36,117 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.2517, top1-acc=91.33%, top5-acc=99.78%, remaining_time=0:01:03.472424, arrival_time=2021-04-14 21:41:39.589624, cost_time=0:00:11.470912 2021-04-14 21:40:39,879 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.2540, top1-acc=91.26%, top5-acc=99.78%, remaining_time=0:00:59.409480, arrival_time=2021-04-14 21:41:39.288880, cost_time=0:00:15.233220 2021-04-14 21:40:43,650 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.50ms, fps=679 images/s, loss=0.2578, top1-acc=91.00%, top5-acc=99.78%, remaining_time=0:00:55.491096, arrival_time=2021-04-14 21:41:39.141162, cost_time=0:00:19.003808 2021-04-14 21:40:47,402 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.2584, top1-acc=91.04%, top5-acc=99.77%, remaining_time=0:00:51.579768, arrival_time=2021-04-14 21:41:38.981845, cost_time=0:00:22.755755 2021-04-14 21:40:51,160 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.2561, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:47.725650, arrival_time=2021-04-14 21:41:38.886083, cost_time=0:00:26.514242 2021-04-14 21:40:54,909 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.2563, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:43.881060, arrival_time=2021-04-14 21:41:38.790125, cost_time=0:00:30.262815 2021-04-14 21:40:58,666 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.2580, top1-acc=91.12%, top5-acc=99.78%, remaining_time=0:00:40.068318, arrival_time=2021-04-14 21:41:38.734840, cost_time=0:00:34.020251 2021-04-14 21:41:02,416 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.2592, top1-acc=91.11%, top5-acc=99.78%, remaining_time=0:00:36.259104, arrival_time=2021-04-14 21:41:38.675356, cost_time=0:00:37.769868 2021-04-14 21:41:06,192 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.94ms, fps=678 images/s, loss=0.2599, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:32.481856, arrival_time=2021-04-14 21:41:38.674579, cost_time=0:00:41.546530 2021-04-14 21:41:09,953 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.2661, top1-acc=90.90%, top5-acc=99.79%, remaining_time=0:00:28.694788, arrival_time=2021-04-14 21:41:38.648602, cost_time=0:00:45.307584 2021-04-14 21:41:13,713 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.2650, top1-acc=90.93%, top5-acc=99.79%, remaining_time=0:00:24.910974, arrival_time=2021-04-14 21:41:38.624207, cost_time=0:00:49.067041 2021-04-14 21:41:17,461 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.2668, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:21.126000, arrival_time=2021-04-14 21:41:38.587207, cost_time=0:00:52.815015 2021-04-14 21:41:21,232 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=2.56ms, fps=679 images/s, loss=0.2658, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:17.353224, arrival_time=2021-04-14 21:41:38.585974, cost_time=0:00:56.586536 2021-04-14 21:41:25,015 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.88ms, fps=677 images/s, loss=0.2653, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:13.583124, arrival_time=2021-04-14 21:41:38.598769, cost_time=0:01:00.369451 2021-04-14 21:41:28,780 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.2660, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:09.808786, arrival_time=2021-04-14 21:41:38.589601, cost_time=0:01:04.134454 2021-04-14 21:41:32,548 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.38ms, fps=680 images/s, loss=0.2662, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:06.035760, arrival_time=2021-04-14 21:41:38.584326, cost_time=0:01:07.902319 2021-04-14 21:41:36,395 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.27ms, fps=666 images/s, loss=0.2649, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:02.265768, arrival_time=2021-04-14 21:41:38.661410, cost_time=0:01:11.749413 2021-04-14 21:41:38,407 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.24ms, fps=676 images/s, loss=0.2649, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:38.407395, cost_time=0:01:13.761201 2021-04-14 21:41:39,785 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.53ms, fps=1862 images/s, loss=0.4753, top1-acc=84.37%, top5-acc=99.34%, remaining_time=0:00:04.123440, arrival_time=2021-04-14 21:41:43.909114, cost_time=0:00:01.374476 2021-04-14 21:41:40,986 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.52ms, fps=2135 images/s, loss=0.4651, top1-acc=84.67%, top5-acc=99.37%, remaining_time=0:00:02.575000, arrival_time=2021-04-14 21:41:43.561158, cost_time=0:00:02.574999 2021-04-14 21:41:42,175 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.41ms, fps=2155 images/s, loss=0.4565, top1-acc=84.90%, top5-acc=99.36%, remaining_time=0:00:01.254700, arrival_time=2021-04-14 21:41:43.429648, cost_time=0:00:03.764104 2021-04-14 21:41:43,262 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=1.75ms, fps=2135 images/s, loss=0.4482, top1-acc=84.92%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:43.262390, cost_time=0:00:04.851409 2021-04-14 21:41:44,985 INFO : Epoch=0023 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:54:57.428553, arrival_time=2021-04-15 01:36:42.414348, cost_time=0:30:31.869244 2021-04-14 21:41:44,988 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:41:48,929 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.48ms, fps=650 images/s, loss=0.2616, top1-acc=91.21%, top5-acc=99.73%, remaining_time=0:01:13.297764, arrival_time=2021-04-14 21:43:02.227242, cost_time=0:00:03.940739 2021-04-14 21:41:52,721 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.76ms, fps=675 images/s, loss=0.2558, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:01:08.044768, arrival_time=2021-04-14 21:43:00.765898, cost_time=0:00:07.732351 2021-04-14 21:41:56,474 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.2529, top1-acc=91.35%, top5-acc=99.83%, remaining_time=0:01:03.555922, arrival_time=2021-04-14 21:43:00.030595, cost_time=0:00:11.486003 2021-04-14 21:42:00,219 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.2537, top1-acc=91.27%, top5-acc=99.83%, remaining_time=0:00:59.399964, arrival_time=2021-04-14 21:42:59.619407, cost_time=0:00:15.230757 2021-04-14 21:42:03,979 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=3.03ms, fps=681 images/s, loss=0.2506, top1-acc=91.40%, top5-acc=99.84%, remaining_time=0:00:55.453574, arrival_time=2021-04-14 21:42:59.433225, cost_time=0:00:18.990951 2021-04-14 21:42:07,740 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.2489, top1-acc=91.42%, top5-acc=99.84%, remaining_time=0:00:51.569976, arrival_time=2021-04-14 21:42:59.310154, cost_time=0:00:22.751464 2021-04-14 21:42:11,493 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.2510, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:47.708766, arrival_time=2021-04-14 21:42:59.202315, cost_time=0:00:26.504848 2021-04-14 21:42:15,253 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.2487, top1-acc=91.45%, top5-acc=99.84%, remaining_time=0:00:43.884076, arrival_time=2021-04-14 21:42:59.137648, cost_time=0:00:30.264867 2021-04-14 21:42:19,028 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.84ms, fps=678 images/s, loss=0.2510, top1-acc=91.36%, top5-acc=99.83%, remaining_time=0:00:40.091426, arrival_time=2021-04-14 21:42:59.119989, cost_time=0:00:34.039878 2021-04-14 21:42:22,786 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.2531, top1-acc=91.30%, top5-acc=99.84%, remaining_time=0:00:36.285504, arrival_time=2021-04-14 21:42:59.071653, cost_time=0:00:37.797376 2021-04-14 21:42:26,535 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.2549, top1-acc=91.28%, top5-acc=99.82%, remaining_time=0:00:32.482114, arrival_time=2021-04-14 21:42:59.017704, cost_time=0:00:41.546902 2021-04-14 21:42:30,291 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2554, top1-acc=91.25%, top5-acc=99.81%, remaining_time=0:00:28.691976, arrival_time=2021-04-14 21:42:58.983822, cost_time=0:00:45.303165 2021-04-14 21:42:34,057 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=0.2555, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:24.911766, arrival_time=2021-04-14 21:42:58.969083, cost_time=0:00:49.068642 2021-04-14 21:42:37,811 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.2573, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:21.129136, arrival_time=2021-04-14 21:42:58.940581, cost_time=0:00:52.822771 2021-04-14 21:42:41,551 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.2591, top1-acc=91.10%, top5-acc=99.81%, remaining_time=0:00:17.345818, arrival_time=2021-04-14 21:42:58.897040, cost_time=0:00:56.562447 2021-04-14 21:42:45,297 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.2603, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:13.569552, arrival_time=2021-04-14 21:42:58.867396, cost_time=0:01:00.309144 2021-04-14 21:42:49,047 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.2613, top1-acc=91.08%, top5-acc=99.80%, remaining_time=0:00:09.797190, arrival_time=2021-04-14 21:42:58.844518, cost_time=0:01:04.058514 2021-04-14 21:42:52,804 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.2602, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:06.028032, arrival_time=2021-04-14 21:42:58.832060, cost_time=0:01:07.815352 2021-04-14 21:42:56,564 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.2614, top1-acc=91.05%, top5-acc=99.80%, remaining_time=0:00:02.260284, arrival_time=2021-04-14 21:42:58.824741, cost_time=0:01:11.575710 2021-04-14 21:42:58,567 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.26ms, fps=679 images/s, loss=0.2615, top1-acc=91.03%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:58.567059, cost_time=0:01:13.578386 2021-04-14 21:42:59,877 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.45ms, fps=1956 images/s, loss=0.5955, top1-acc=80.62%, top5-acc=98.59%, remaining_time=0:00:03.926100, arrival_time=2021-04-14 21:43:03.804009, cost_time=0:00:01.308698 2021-04-14 21:43:01,078 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.56ms, fps=2134 images/s, loss=0.5820, top1-acc=80.96%, top5-acc=98.71%, remaining_time=0:00:02.508860, arrival_time=2021-04-14 21:43:03.586971, cost_time=0:00:02.508854 2021-04-14 21:43:02,270 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.59ms, fps=2148 images/s, loss=0.5800, top1-acc=81.04%, top5-acc=98.93%, remaining_time=0:00:01.233790, arrival_time=2021-04-14 21:43:03.504592, cost_time=0:00:03.701358 2021-04-14 21:43:03,368 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.10ms, fps=2115 images/s, loss=0.5823, top1-acc=81.02%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:03.368278, cost_time=0:00:04.799118 2021-04-14 21:43:04,106 INFO : Epoch=0024 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:53:33.926080, arrival_time=2021-04-15 01:36:38.032491, cost_time=0:31:50.989924 2021-04-14 21:43:04,107 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:43:08,055 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.49ms, fps=649 images/s, loss=0.2523, top1-acc=91.41%, top5-acc=99.61%, remaining_time=0:01:13.412712, arrival_time=2021-04-14 21:44:21.467600, cost_time=0:00:03.946918 2021-04-14 21:43:11,829 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.91ms, fps=678 images/s, loss=0.2552, top1-acc=91.13%, top5-acc=99.65%, remaining_time=0:01:07.951664, arrival_time=2021-04-14 21:44:19.781300, cost_time=0:00:07.721783 2021-04-14 21:43:15,589 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.2537, top1-acc=91.16%, top5-acc=99.66%, remaining_time=0:01:03.529528, arrival_time=2021-04-14 21:44:19.118704, cost_time=0:00:11.481250 2021-04-14 21:43:19,355 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=3.02ms, fps=680 images/s, loss=0.2583, top1-acc=91.08%, top5-acc=99.69%, remaining_time=0:00:59.466264, arrival_time=2021-04-14 21:44:18.821878, cost_time=0:00:15.247771 2021-04-14 21:43:23,112 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2541, top1-acc=91.23%, top5-acc=99.72%, remaining_time=0:00:55.493286, arrival_time=2021-04-14 21:44:18.605710, cost_time=0:00:19.004563 2021-04-14 21:43:26,874 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.2510, top1-acc=91.41%, top5-acc=99.75%, remaining_time=0:00:51.603704, arrival_time=2021-04-14 21:44:18.477918, cost_time=0:00:22.766361 2021-04-14 21:43:30,629 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.2508, top1-acc=91.43%, top5-acc=99.77%, remaining_time=0:00:47.738880, arrival_time=2021-04-14 21:44:18.368359, cost_time=0:00:26.521625 2021-04-14 21:43:34,388 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.2499, top1-acc=91.44%, top5-acc=99.75%, remaining_time=0:00:43.907044, arrival_time=2021-04-14 21:44:18.295579, cost_time=0:00:30.280684 2021-04-14 21:43:38,141 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2479, top1-acc=91.58%, top5-acc=99.75%, remaining_time=0:00:40.083582, arrival_time=2021-04-14 21:44:18.224764, cost_time=0:00:34.033233 2021-04-14 21:43:41,892 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.2482, top1-acc=91.58%, top5-acc=99.76%, remaining_time=0:00:36.273120, arrival_time=2021-04-14 21:44:18.165639, cost_time=0:00:37.784454 2021-04-14 21:43:45,649 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.2475, top1-acc=91.60%, top5-acc=99.76%, remaining_time=0:00:32.477814, arrival_time=2021-04-14 21:44:18.127171, cost_time=0:00:41.541339 2021-04-14 21:43:49,409 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.2491, top1-acc=91.50%, top5-acc=99.76%, remaining_time=0:00:28.690836, arrival_time=2021-04-14 21:44:18.099967, cost_time=0:00:45.301278 2021-04-14 21:43:53,159 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.2503, top1-acc=91.42%, top5-acc=99.76%, remaining_time=0:00:24.902856, arrival_time=2021-04-14 21:44:18.061832, cost_time=0:00:49.051016 2021-04-14 21:43:56,907 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.2528, top1-acc=91.33%, top5-acc=99.75%, remaining_time=0:00:21.119672, arrival_time=2021-04-14 21:44:18.026743, cost_time=0:00:52.799166 2021-04-14 21:44:00,683 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.02ms, fps=678 images/s, loss=0.2544, top1-acc=91.28%, top5-acc=99.75%, remaining_time=0:00:17.349912, arrival_time=2021-04-14 21:44:18.033608, cost_time=0:00:56.575847 2021-04-14 21:44:04,464 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=2.32ms, fps=677 images/s, loss=0.2559, top1-acc=91.21%, top5-acc=99.75%, remaining_time=0:00:13.580100, arrival_time=2021-04-14 21:44:18.044150, cost_time=0:01:00.356073 2021-04-14 21:44:08,209 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.2579, top1-acc=91.15%, top5-acc=99.75%, remaining_time=0:00:09.803820, arrival_time=2021-04-14 21:44:18.013530, cost_time=0:01:04.101864 2021-04-14 21:44:11,957 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.2567, top1-acc=91.16%, top5-acc=99.75%, remaining_time=0:00:06.031056, arrival_time=2021-04-14 21:44:17.988360, cost_time=0:01:07.849456 2021-04-14 21:44:15,691 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.2570, top1-acc=91.14%, top5-acc=99.75%, remaining_time=0:00:02.260536, arrival_time=2021-04-14 21:44:17.951843, cost_time=0:01:11.583545 2021-04-14 21:44:17,696 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.56ms, fps=678 images/s, loss=0.2581, top1-acc=91.09%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:17.696754, cost_time=0:01:13.588856 2021-04-14 21:44:19,051 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.21ms, fps=1893 images/s, loss=0.5867, top1-acc=80.70%, top5-acc=98.83%, remaining_time=0:00:04.057740, arrival_time=2021-04-14 21:44:23.109599, cost_time=0:00:01.352576 2021-04-14 21:44:20,245 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.85ms, fps=2146 images/s, loss=0.6210, top1-acc=80.51%, top5-acc=98.63%, remaining_time=0:00:02.546200, arrival_time=2021-04-14 21:44:22.791692, cost_time=0:00:02.546198 2021-04-14 21:44:21,431 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.81ms, fps=2159 images/s, loss=0.6478, top1-acc=80.00%, top5-acc=98.52%, remaining_time=0:00:01.244130, arrival_time=2021-04-14 21:44:22.675721, cost_time=0:00:03.732390 2021-04-14 21:44:22,508 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.15ms, fps=2156 images/s, loss=0.6451, top1-acc=80.12%, top5-acc=98.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:22.508244, cost_time=0:00:04.808970 2021-04-14 21:44:23,232 INFO : Epoch=0025 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:52:10.813225, arrival_time=2021-04-15 01:36:34.045905, cost_time=0:33:10.116167 2021-04-14 21:44:23,234 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:44:27,165 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.42ms, fps=651 images/s, loss=0.2625, top1-acc=91.45%, top5-acc=99.88%, remaining_time=0:01:13.101534, arrival_time=2021-04-14 21:45:40.266749, cost_time=0:00:03.930191 2021-04-14 21:44:30,934 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.97ms, fps=679 images/s, loss=0.2502, top1-acc=91.48%, top5-acc=99.84%, remaining_time=0:01:07.752608, arrival_time=2021-04-14 21:45:38.686842, cost_time=0:00:07.699169 2021-04-14 21:44:34,708 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.18ms, fps=678 images/s, loss=0.2505, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:01:03.488360, arrival_time=2021-04-14 21:45:38.197181, cost_time=0:00:11.473792 2021-04-14 21:44:38,476 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.2516, top1-acc=91.45%, top5-acc=99.81%, remaining_time=0:00:59.441304, arrival_time=2021-04-14 21:45:37.917698, cost_time=0:00:15.241360 2021-04-14 21:44:42,224 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.2501, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:55.448610, arrival_time=2021-04-14 21:45:37.673038, cost_time=0:00:18.989271 2021-04-14 21:44:45,986 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.2479, top1-acc=91.70%, top5-acc=99.82%, remaining_time=0:00:51.568480, arrival_time=2021-04-14 21:45:37.554458, cost_time=0:00:22.750804 2021-04-14 21:44:49,757 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.49ms, fps=679 images/s, loss=0.2470, top1-acc=91.65%, top5-acc=99.82%, remaining_time=0:00:47.740140, arrival_time=2021-04-14 21:45:37.497642, cost_time=0:00:26.522269 2021-04-14 21:44:53,504 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.2482, top1-acc=91.59%, top5-acc=99.81%, remaining_time=0:00:43.891152, arrival_time=2021-04-14 21:45:37.395937, cost_time=0:00:30.269754 2021-04-14 21:44:57,260 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.2534, top1-acc=91.39%, top5-acc=99.80%, remaining_time=0:00:40.074148, arrival_time=2021-04-14 21:45:37.334506, cost_time=0:00:34.025257 2021-04-14 21:45:01,016 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.2521, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:36.270336, arrival_time=2021-04-14 21:45:37.287008, cost_time=0:00:37.781581 2021-04-14 21:45:04,769 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.2538, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:32.472396, arrival_time=2021-04-14 21:45:37.241795, cost_time=0:00:41.534447 2021-04-14 21:45:08,516 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.2539, top1-acc=91.33%, top5-acc=99.81%, remaining_time=0:00:28.678068, arrival_time=2021-04-14 21:45:37.194145, cost_time=0:00:45.281142 2021-04-14 21:45:12,261 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.2533, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:24.890448, arrival_time=2021-04-14 21:45:37.152072, cost_time=0:00:49.026638 2021-04-14 21:45:16,006 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.83ms, fps=684 images/s, loss=0.2545, top1-acc=91.32%, top5-acc=99.81%, remaining_time=0:00:21.108528, arrival_time=2021-04-14 21:45:37.114874, cost_time=0:00:52.771311 2021-04-14 21:45:19,748 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.2548, top1-acc=91.29%, top5-acc=99.82%, remaining_time=0:00:17.330868, arrival_time=2021-04-14 21:45:37.079603, cost_time=0:00:56.513749 2021-04-14 21:45:23,510 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.2563, top1-acc=91.25%, top5-acc=99.81%, remaining_time=0:00:13.561992, arrival_time=2021-04-14 21:45:37.072446, cost_time=0:01:00.275520 2021-04-14 21:45:27,256 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.2573, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:09.791496, arrival_time=2021-04-14 21:45:37.047853, cost_time=0:01:04.021335 2021-04-14 21:45:31,004 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.2552, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:06.023920, arrival_time=2021-04-14 21:45:37.028107, cost_time=0:01:07.769154 2021-04-14 21:45:34,760 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.28ms, fps=682 images/s, loss=0.2549, top1-acc=91.31%, top5-acc=99.80%, remaining_time=0:00:02.258706, arrival_time=2021-04-14 21:45:37.019540, cost_time=0:01:11.525707 2021-04-14 21:45:36,763 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.63ms, fps=679 images/s, loss=0.2558, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:36.763518, cost_time=0:01:13.528517 2021-04-14 21:45:38,130 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.42ms, fps=1877 images/s, loss=0.7633, top1-acc=77.54%, top5-acc=98.95%, remaining_time=0:00:04.092210, arrival_time=2021-04-14 21:45:42.222951, cost_time=0:00:01.364072 2021-04-14 21:45:39,318 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.43ms, fps=2158 images/s, loss=0.7538, top1-acc=77.93%, top5-acc=98.93%, remaining_time=0:00:02.551320, arrival_time=2021-04-14 21:45:41.869249, cost_time=0:00:02.551325 2021-04-14 21:45:40,501 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.35ms, fps=2163 images/s, loss=0.7362, top1-acc=78.41%, top5-acc=98.95%, remaining_time=0:00:01.245080, arrival_time=2021-04-14 21:45:41.746835, cost_time=0:00:03.735252 2021-04-14 21:45:41,585 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=2141 images/s, loss=0.7369, top1-acc=78.57%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:41.585578, cost_time=0:00:04.818986 2021-04-14 21:45:42,319 INFO : Epoch=0026 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:50:47.742846, arrival_time=2021-04-15 01:36:30.062307, cost_time=0:34:29.202953 2021-04-14 21:45:42,321 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:45:46,298 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.73ms, fps=644 images/s, loss=0.2549, top1-acc=91.13%, top5-acc=99.84%, remaining_time=0:01:13.968108, arrival_time=2021-04-14 21:47:00.266667, cost_time=0:00:03.976779 2021-04-14 21:45:50,060 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.2441, top1-acc=91.43%, top5-acc=99.84%, remaining_time=0:01:08.101792, arrival_time=2021-04-14 21:46:58.162231, cost_time=0:00:07.738835 2021-04-14 21:45:53,806 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.2389, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:01:03.549282, arrival_time=2021-04-14 21:46:57.355769, cost_time=0:00:11.484800 2021-04-14 21:45:57,562 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.2381, top1-acc=91.59%, top5-acc=99.83%, remaining_time=0:00:59.440836, arrival_time=2021-04-14 21:46:57.003667, cost_time=0:00:15.241224 2021-04-14 21:46:01,310 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.2366, top1-acc=91.69%, top5-acc=99.83%, remaining_time=0:00:55.448610, arrival_time=2021-04-14 21:46:56.759456, cost_time=0:00:18.989263 2021-04-14 21:46:05,065 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.36ms, fps=682 images/s, loss=0.2404, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:00:51.552432, arrival_time=2021-04-14 21:46:56.617844, cost_time=0:00:22.743707 2021-04-14 21:46:08,839 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.10ms, fps=679 images/s, loss=0.2411, top1-acc=91.66%, top5-acc=99.83%, remaining_time=0:00:47.731824, arrival_time=2021-04-14 21:46:56.571138, cost_time=0:00:26.517645 2021-04-14 21:46:12,603 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=2.54ms, fps=680 images/s, loss=0.2395, top1-acc=91.68%, top5-acc=99.83%, remaining_time=0:00:43.908320, arrival_time=2021-04-14 21:46:56.511598, cost_time=0:00:30.281639 2021-04-14 21:46:16,367 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.2422, top1-acc=91.59%, top5-acc=99.82%, remaining_time=0:00:40.097574, arrival_time=2021-04-14 21:46:56.464457, cost_time=0:00:34.045106 2021-04-14 21:46:20,127 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.2444, top1-acc=91.48%, top5-acc=99.81%, remaining_time=0:00:36.293472, arrival_time=2021-04-14 21:46:56.420763, cost_time=0:00:37.805699 2021-04-14 21:46:23,888 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=2.63ms, fps=681 images/s, loss=0.2462, top1-acc=91.43%, top5-acc=99.81%, remaining_time=0:00:32.498024, arrival_time=2021-04-14 21:46:56.386866, cost_time=0:00:41.567214 2021-04-14 21:46:27,642 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.2455, top1-acc=91.48%, top5-acc=99.81%, remaining_time=0:00:28.703148, arrival_time=2021-04-14 21:46:56.345509, cost_time=0:00:45.320702 2021-04-14 21:46:31,406 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=3.45ms, fps=680 images/s, loss=0.2483, top1-acc=91.38%, top5-acc=99.81%, remaining_time=0:00:24.919884, arrival_time=2021-04-14 21:46:56.326156, cost_time=0:00:49.084571 2021-04-14 21:46:35,163 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.2519, top1-acc=91.31%, top5-acc=99.81%, remaining_time=0:00:21.136864, arrival_time=2021-04-14 21:46:56.300544, cost_time=0:00:52.842094 2021-04-14 21:46:38,929 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.2516, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:17.359802, arrival_time=2021-04-14 21:46:56.289478, cost_time=0:00:56.608057 2021-04-14 21:46:42,689 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.2525, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:13.582692, arrival_time=2021-04-14 21:46:56.272197, cost_time=0:01:00.367527 2021-04-14 21:46:46,445 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.2519, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:09.807122, arrival_time=2021-04-14 21:46:56.252266, cost_time=0:01:04.123452 2021-04-14 21:46:50,190 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.2543, top1-acc=91.29%, top5-acc=99.79%, remaining_time=0:00:06.032752, arrival_time=2021-04-14 21:46:56.223086, cost_time=0:01:07.868473 2021-04-14 21:46:53,952 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.2546, top1-acc=91.27%, top5-acc=99.80%, remaining_time=0:00:02.262018, arrival_time=2021-04-14 21:46:56.214469, cost_time=0:01:11.630655 2021-04-14 21:46:55,967 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.77ms, fps=675 images/s, loss=0.2536, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:55.967081, cost_time=0:01:13.645475 2021-04-14 21:46:57,298 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.27ms, fps=1926 images/s, loss=0.4885, top1-acc=84.49%, top5-acc=98.59%, remaining_time=0:00:03.986580, arrival_time=2021-04-14 21:47:01.284689, cost_time=0:00:01.328862 2021-04-14 21:46:58,483 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=2.16ms, fps=2162 images/s, loss=0.4749, top1-acc=84.57%, top5-acc=98.81%, remaining_time=0:00:02.513680, arrival_time=2021-04-14 21:47:00.996616, cost_time=0:00:02.513686 2021-04-14 21:46:59,673 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.94ms, fps=2151 images/s, loss=0.4802, top1-acc=84.52%, top5-acc=98.87%, remaining_time=0:00:01.234790, arrival_time=2021-04-14 21:47:00.908356, cost_time=0:00:03.704371 2021-04-14 21:47:00,764 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.09ms, fps=2128 images/s, loss=0.4787, top1-acc=84.47%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:00.764079, cost_time=0:00:04.794849 2021-04-14 21:47:01,595 INFO : Epoch=0027 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:49:26.179170, arrival_time=2021-04-15 01:36:27.774511, cost_time=0:35:48.478821 2021-04-14 21:47:01,597 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:47:05,566 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.55ms, fps=645 images/s, loss=0.2466, top1-acc=91.68%, top5-acc=99.88%, remaining_time=0:01:13.808148, arrival_time=2021-04-14 21:48:19.374397, cost_time=0:00:03.968178 2021-04-14 21:47:09,327 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.2469, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:01:08.020304, arrival_time=2021-04-14 21:48:17.347885, cost_time=0:00:07.729587 2021-04-14 21:47:13,077 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.2336, top1-acc=92.02%, top5-acc=99.90%, remaining_time=0:01:03.519236, arrival_time=2021-04-14 21:48:16.596609, cost_time=0:00:11.479369 2021-04-14 21:47:16,839 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.2320, top1-acc=92.05%, top5-acc=99.89%, remaining_time=0:00:59.440680, arrival_time=2021-04-14 21:48:16.279951, cost_time=0:00:15.241208 2021-04-14 21:47:20,593 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2314, top1-acc=92.16%, top5-acc=99.88%, remaining_time=0:00:55.467590, arrival_time=2021-04-14 21:48:16.061333, cost_time=0:00:18.995749 2021-04-14 21:47:24,347 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.2362, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:51.564944, arrival_time=2021-04-14 21:48:15.912250, cost_time=0:00:22.749234 2021-04-14 21:47:28,105 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.2419, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:47.712672, arrival_time=2021-04-14 21:48:15.817674, cost_time=0:00:26.507006 2021-04-14 21:47:31,854 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.2430, top1-acc=91.78%, top5-acc=99.83%, remaining_time=0:00:43.871664, arrival_time=2021-04-14 21:48:15.725961, cost_time=0:00:30.256302 2021-04-14 21:47:35,617 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.2425, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:40.067470, arrival_time=2021-04-14 21:48:15.685182, cost_time=0:00:34.019588 2021-04-14 21:47:39,377 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.2437, top1-acc=91.75%, top5-acc=99.84%, remaining_time=0:00:36.268032, arrival_time=2021-04-14 21:48:15.645273, cost_time=0:00:37.779166 2021-04-14 21:47:43,140 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.2435, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:32.478502, arrival_time=2021-04-14 21:48:15.618765, cost_time=0:00:41.542278 2021-04-14 21:47:46,898 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.2433, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:28.690076, arrival_time=2021-04-14 21:48:15.588154, cost_time=0:00:45.300087 2021-04-14 21:47:50,648 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.2444, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:24.902658, arrival_time=2021-04-14 21:48:15.551482, cost_time=0:00:49.050726 2021-04-14 21:47:54,400 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2436, top1-acc=91.76%, top5-acc=99.83%, remaining_time=0:00:21.121184, arrival_time=2021-04-14 21:48:15.522017, cost_time=0:00:52.802929 2021-04-14 21:47:58,146 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.2436, top1-acc=91.73%, top5-acc=99.83%, remaining_time=0:00:17.341632, arrival_time=2021-04-14 21:48:15.488477, cost_time=0:00:56.548750 2021-04-14 21:48:01,896 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.2435, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:13.566996, arrival_time=2021-04-14 21:48:15.462998, cost_time=0:01:00.297787 2021-04-14 21:48:05,645 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.2441, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:09.795500, arrival_time=2021-04-14 21:48:15.440835, cost_time=0:01:04.047419 2021-04-14 21:48:09,387 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.2447, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:06.025728, arrival_time=2021-04-14 21:48:15.413101, cost_time=0:01:07.789440 2021-04-14 21:48:13,138 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.28ms, fps=683 images/s, loss=0.2445, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:02.259180, arrival_time=2021-04-14 21:48:15.397957, cost_time=0:01:11.540679 2021-04-14 21:48:15,141 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.2441, top1-acc=91.75%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:15.141595, cost_time=0:01:13.541930 2021-04-14 21:48:16,510 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.34ms, fps=1874 images/s, loss=0.5641, top1-acc=81.60%, top5-acc=98.87%, remaining_time=0:00:04.098000, arrival_time=2021-04-14 21:48:20.608739, cost_time=0:00:01.366001 2021-04-14 21:48:17,698 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.39ms, fps=2156 images/s, loss=0.5878, top1-acc=81.46%, top5-acc=98.87%, remaining_time=0:00:02.553880, arrival_time=2021-04-14 21:48:20.252507, cost_time=0:00:02.553883 2021-04-14 21:48:18,885 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.35ms, fps=2159 images/s, loss=0.5980, top1-acc=81.18%, top5-acc=98.80%, remaining_time=0:00:01.246780, arrival_time=2021-04-14 21:48:20.131775, cost_time=0:00:03.740338 2021-04-14 21:48:19,964 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=2150 images/s, loss=0.5923, top1-acc=81.12%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:19.964416, cost_time=0:00:04.819792 2021-04-14 21:48:20,674 INFO : Epoch=0028 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:48:03.571284, arrival_time=2021-04-15 01:36:24.245878, cost_time=0:37:07.558104 2021-04-14 21:48:20,676 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:48:24,630 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.25ms, fps=647 images/s, loss=0.2120, top1-acc=92.42%, top5-acc=99.96%, remaining_time=0:01:13.540494, arrival_time=2021-04-14 21:49:38.171088, cost_time=0:00:03.953788 2021-04-14 21:48:28,387 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.2225, top1-acc=92.13%, top5-acc=99.86%, remaining_time=0:01:07.849232, arrival_time=2021-04-14 21:49:36.236163, cost_time=0:00:07.710149 2021-04-14 21:48:32,152 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.2241, top1-acc=92.19%, top5-acc=99.88%, remaining_time=0:01:03.500478, arrival_time=2021-04-14 21:49:35.653238, cost_time=0:00:11.475983 2021-04-14 21:48:35,902 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.2241, top1-acc=92.16%, top5-acc=99.90%, remaining_time=0:00:59.379060, arrival_time=2021-04-14 21:49:35.281243, cost_time=0:00:15.225403 2021-04-14 21:48:39,644 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.28ms, fps=684 images/s, loss=0.2328, top1-acc=91.89%, top5-acc=99.89%, remaining_time=0:00:55.385392, arrival_time=2021-04-14 21:49:35.029780, cost_time=0:00:18.967599 2021-04-14 21:48:43,376 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.72ms, fps=686 images/s, loss=0.2337, top1-acc=91.82%, top5-acc=99.88%, remaining_time=0:00:51.451656, arrival_time=2021-04-14 21:49:34.827645, cost_time=0:00:22.699287 2021-04-14 21:48:47,126 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.2349, top1-acc=91.72%, top5-acc=99.87%, remaining_time=0:00:47.610108, arrival_time=2021-04-14 21:49:34.736982, cost_time=0:00:26.450084 2021-04-14 21:48:50,877 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.2388, top1-acc=91.61%, top5-acc=99.86%, remaining_time=0:00:43.790000, arrival_time=2021-04-14 21:49:34.666882, cost_time=0:00:30.200017 2021-04-14 21:48:54,626 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.2431, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:00:39.984472, arrival_time=2021-04-14 21:49:34.610467, cost_time=0:00:33.949123 2021-04-14 21:48:58,380 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.2456, top1-acc=91.35%, top5-acc=99.83%, remaining_time=0:00:36.195072, arrival_time=2021-04-14 21:49:34.575193, cost_time=0:00:37.703244 2021-04-14 21:49:02,123 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.2462, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:32.403596, arrival_time=2021-04-14 21:49:34.526862, cost_time=0:00:41.446491 2021-04-14 21:49:05,866 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.2463, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:28.620460, arrival_time=2021-04-14 21:49:34.487393, cost_time=0:00:45.190187 2021-04-14 21:49:09,611 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.2464, top1-acc=91.33%, top5-acc=99.81%, remaining_time=0:00:24.843588, arrival_time=2021-04-14 21:49:34.454762, cost_time=0:00:48.934388 2021-04-14 21:49:13,358 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.2469, top1-acc=91.34%, top5-acc=99.82%, remaining_time=0:00:21.072800, arrival_time=2021-04-14 21:49:34.431560, cost_time=0:00:52.682061 2021-04-14 21:49:17,120 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.2468, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:17.309386, arrival_time=2021-04-14 21:49:34.430032, cost_time=0:00:56.443717 2021-04-14 21:49:20,868 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.2477, top1-acc=91.30%, top5-acc=99.81%, remaining_time=0:00:13.543092, arrival_time=2021-04-14 21:49:34.411447, cost_time=0:01:00.191579 2021-04-14 21:49:24,625 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.2471, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:09.780342, arrival_time=2021-04-14 21:49:34.405461, cost_time=0:01:03.948337 2021-04-14 21:49:28,368 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.2486, top1-acc=91.30%, top5-acc=99.81%, remaining_time=0:00:06.016992, arrival_time=2021-04-14 21:49:34.384932, cost_time=0:01:07.691151 2021-04-14 21:49:32,120 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.31ms, fps=682 images/s, loss=0.2478, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:02.256114, arrival_time=2021-04-14 21:49:34.376714, cost_time=0:01:11.443601 2021-04-14 21:49:34,125 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.26ms, fps=679 images/s, loss=0.2475, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:34.125775, cost_time=0:01:13.449070 2021-04-14 21:49:35,449 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.81ms, fps=1936 images/s, loss=0.7600, top1-acc=77.03%, top5-acc=98.75%, remaining_time=0:00:03.966270, arrival_time=2021-04-14 21:49:39.416082, cost_time=0:00:01.322088 2021-04-14 21:49:36,640 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.63ms, fps=2151 images/s, loss=0.7377, top1-acc=77.23%, top5-acc=99.04%, remaining_time=0:00:02.512580, arrival_time=2021-04-14 21:49:39.152959, cost_time=0:00:02.512584 2021-04-14 21:49:37,823 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.43ms, fps=2165 images/s, loss=0.7408, top1-acc=77.03%, top5-acc=99.02%, remaining_time=0:00:01.232060, arrival_time=2021-04-14 21:49:39.055881, cost_time=0:00:03.696174 2021-04-14 21:49:38,900 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=2156 images/s, loss=0.7421, top1-acc=77.13%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:38.900188, cost_time=0:00:04.772577 2021-04-14 21:49:39,662 INFO : Epoch=0029 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:46:40.667628, arrival_time=2021-04-15 01:36:20.330101, cost_time=0:38:26.545981 2021-04-14 21:49:39,663 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:49:43,629 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=2.39ms, fps=646 images/s, loss=0.2455, top1-acc=91.60%, top5-acc=99.88%, remaining_time=0:01:13.755882, arrival_time=2021-04-14 21:50:57.385223, cost_time=0:00:03.965368 2021-04-14 21:49:47,375 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.2389, top1-acc=91.87%, top5-acc=99.88%, remaining_time=0:01:07.864896, arrival_time=2021-04-14 21:50:55.240733, cost_time=0:00:07.711926 2021-04-14 21:49:51,126 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.2305, top1-acc=92.03%, top5-acc=99.91%, remaining_time=0:01:03.424284, arrival_time=2021-04-14 21:50:54.550330, cost_time=0:00:11.462221 2021-04-14 21:49:54,882 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2286, top1-acc=92.24%, top5-acc=99.88%, remaining_time=0:00:59.350824, arrival_time=2021-04-14 21:50:54.232886, cost_time=0:00:15.218146 2021-04-14 21:49:58,623 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.2290, top1-acc=92.12%, top5-acc=99.87%, remaining_time=0:00:55.360426, arrival_time=2021-04-14 21:50:53.983368, cost_time=0:00:18.959068 2021-04-14 21:50:02,379 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.2270, top1-acc=92.23%, top5-acc=99.86%, remaining_time=0:00:51.487152, arrival_time=2021-04-14 21:50:53.866055, cost_time=0:00:22.714892 2021-04-14 21:50:06,125 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.2288, top1-acc=92.24%, top5-acc=99.84%, remaining_time=0:00:47.630898, arrival_time=2021-04-14 21:50:53.756453, cost_time=0:00:26.461644 2021-04-14 21:50:09,872 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.2271, top1-acc=92.35%, top5-acc=99.83%, remaining_time=0:00:43.802296, arrival_time=2021-04-14 21:50:53.674643, cost_time=0:00:30.208442 2021-04-14 21:50:13,611 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.26ms, fps=685 images/s, loss=0.2294, top1-acc=92.24%, top5-acc=99.83%, remaining_time=0:00:39.982246, arrival_time=2021-04-14 21:50:53.593334, cost_time=0:00:33.947200 2021-04-14 21:50:17,365 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.2316, top1-acc=92.15%, top5-acc=99.82%, remaining_time=0:00:36.193824, arrival_time=2021-04-14 21:50:53.559560, cost_time=0:00:37.701916 2021-04-14 21:50:21,119 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.75ms, fps=682 images/s, loss=0.2325, top1-acc=92.07%, top5-acc=99.82%, remaining_time=0:00:32.410648, arrival_time=2021-04-14 21:50:53.530158, cost_time=0:00:41.455461 2021-04-14 21:50:24,864 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.2355, top1-acc=91.97%, top5-acc=99.82%, remaining_time=0:00:28.627148, arrival_time=2021-04-14 21:50:53.491839, cost_time=0:00:45.200731 2021-04-14 21:50:28,621 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.2364, top1-acc=91.92%, top5-acc=99.83%, remaining_time=0:00:24.855402, arrival_time=2021-04-14 21:50:53.477026, cost_time=0:00:48.957549 2021-04-14 21:50:32,374 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.2376, top1-acc=91.86%, top5-acc=99.83%, remaining_time=0:00:21.084280, arrival_time=2021-04-14 21:50:53.458899, cost_time=0:00:52.710715 2021-04-14 21:50:36,124 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.2387, top1-acc=91.83%, top5-acc=99.82%, remaining_time=0:00:17.314676, arrival_time=2021-04-14 21:50:53.439543, cost_time=0:00:56.460960 2021-04-14 21:50:39,869 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.18ms, fps=684 images/s, loss=0.2385, top1-acc=91.82%, top5-acc=99.81%, remaining_time=0:00:13.546296, arrival_time=2021-04-14 21:50:53.415986, cost_time=0:01:00.205781 2021-04-14 21:50:43,632 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=4.95ms, fps=681 images/s, loss=0.2384, top1-acc=91.79%, top5-acc=99.81%, remaining_time=0:00:09.783332, arrival_time=2021-04-14 21:50:53.415302, cost_time=0:01:03.967988 2021-04-14 21:50:47,408 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.99ms, fps=678 images/s, loss=0.2387, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:06.021696, arrival_time=2021-04-14 21:50:53.429745, cost_time=0:01:07.743993 2021-04-14 21:50:51,178 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.23ms, fps=679 images/s, loss=0.2393, top1-acc=91.79%, top5-acc=99.81%, remaining_time=0:00:02.258358, arrival_time=2021-04-14 21:50:53.436893, cost_time=0:01:11.514622 2021-04-14 21:50:53,174 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.2399, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:53.174797, cost_time=0:01:13.510881 2021-04-14 21:50:54,535 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.23ms, fps=1884 images/s, loss=0.7528, top1-acc=77.11%, top5-acc=98.40%, remaining_time=0:00:04.075500, arrival_time=2021-04-14 21:50:58.610960, cost_time=0:00:01.358496 2021-04-14 21:50:55,729 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.69ms, fps=2146 images/s, loss=0.7490, top1-acc=77.29%, top5-acc=98.57%, remaining_time=0:00:02.552360, arrival_time=2021-04-14 21:50:58.281608, cost_time=0:00:02.552359 2021-04-14 21:50:56,911 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.37ms, fps=2166 images/s, loss=0.7306, top1-acc=77.30%, top5-acc=98.71%, remaining_time=0:00:01.244920, arrival_time=2021-04-14 21:50:58.156490, cost_time=0:00:03.734754 2021-04-14 21:50:57,993 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=1.32ms, fps=2144 images/s, loss=0.7239, top1-acc=77.44%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:57.993935, cost_time=0:00:04.817161 2021-04-14 21:50:58,777 INFO : Epoch=0030 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:45:18.743740, arrival_time=2021-04-15 01:36:17.520912, cost_time=0:39:45.660652 2021-04-14 21:50:58,779 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:51:02,813 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.59ms, fps=635 images/s, loss=0.2696, top1-acc=90.51%, top5-acc=99.92%, remaining_time=0:01:15.019008, arrival_time=2021-04-14 21:52:17.832028, cost_time=0:00:04.033275 2021-04-14 21:51:06,570 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.2390, top1-acc=91.62%, top5-acc=99.90%, remaining_time=0:01:08.556048, arrival_time=2021-04-14 21:52:15.126290, cost_time=0:00:07.790457 2021-04-14 21:51:10,318 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=5.02ms, fps=683 images/s, loss=0.2288, top1-acc=91.97%, top5-acc=99.93%, remaining_time=0:01:03.845758, arrival_time=2021-04-14 21:52:14.163954, cost_time=0:00:11.538400 2021-04-14 21:51:14,058 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.2313, top1-acc=91.96%, top5-acc=99.90%, remaining_time=0:00:59.588412, arrival_time=2021-04-14 21:52:13.647088, cost_time=0:00:15.279073 2021-04-14 21:51:17,821 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.2283, top1-acc=92.08%, top5-acc=99.90%, remaining_time=0:00:55.600742, arrival_time=2021-04-14 21:52:13.421670, cost_time=0:00:19.041344 2021-04-14 21:51:21,562 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.2284, top1-acc=92.07%, top5-acc=99.89%, remaining_time=0:00:51.640288, arrival_time=2021-04-14 21:52:13.202465, cost_time=0:00:22.782502 2021-04-14 21:51:25,318 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.49ms, fps=682 images/s, loss=0.2277, top1-acc=92.04%, top5-acc=99.89%, remaining_time=0:00:47.770758, arrival_time=2021-04-14 21:52:13.089618, cost_time=0:00:26.539280 2021-04-14 21:51:29,068 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.2274, top1-acc=92.08%, top5-acc=99.88%, remaining_time=0:00:43.918876, arrival_time=2021-04-14 21:52:12.987307, cost_time=0:00:30.288855 2021-04-14 21:51:32,820 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.2296, top1-acc=91.95%, top5-acc=99.88%, remaining_time=0:00:40.092910, arrival_time=2021-04-14 21:52:12.913610, cost_time=0:00:34.041122 2021-04-14 21:51:36,576 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.2286, top1-acc=91.98%, top5-acc=99.89%, remaining_time=0:00:36.285024, arrival_time=2021-04-14 21:52:12.861698, cost_time=0:00:37.796915 2021-04-14 21:51:40,329 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.2304, top1-acc=91.97%, top5-acc=99.89%, remaining_time=0:00:32.484264, arrival_time=2021-04-14 21:52:12.813439, cost_time=0:00:41.549603 2021-04-14 21:51:44,090 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.2314, top1-acc=91.87%, top5-acc=99.89%, remaining_time=0:00:28.697068, arrival_time=2021-04-14 21:52:12.787809, cost_time=0:00:45.311169 2021-04-14 21:51:47,842 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.2326, top1-acc=91.84%, top5-acc=99.88%, remaining_time=0:00:24.908994, arrival_time=2021-04-14 21:52:12.751780, cost_time=0:00:49.063204 2021-04-14 21:51:51,582 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.86ms, fps=685 images/s, loss=0.2335, top1-acc=91.83%, top5-acc=99.87%, remaining_time=0:00:21.121128, arrival_time=2021-04-14 21:52:12.703525, cost_time=0:00:52.802818 2021-04-14 21:51:55,337 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2327, top1-acc=91.89%, top5-acc=99.87%, remaining_time=0:00:17.344300, arrival_time=2021-04-14 21:52:12.681316, cost_time=0:00:56.557444 2021-04-14 21:51:59,091 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2330, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:13.570128, arrival_time=2021-04-14 21:52:12.661266, cost_time=0:01:00.311607 2021-04-14 21:52:02,832 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.2335, top1-acc=91.85%, top5-acc=99.85%, remaining_time=0:00:09.796332, arrival_time=2021-04-14 21:52:12.628885, cost_time=0:01:04.052967 2021-04-14 21:52:06,576 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.2340, top1-acc=91.84%, top5-acc=99.85%, remaining_time=0:00:06.026416, arrival_time=2021-04-14 21:52:12.603172, cost_time=0:01:07.797204 2021-04-14 21:52:10,326 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.83ms, fps=683 images/s, loss=0.2350, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:02.259378, arrival_time=2021-04-14 21:52:12.585962, cost_time=0:01:11.546976 2021-04-14 21:52:12,332 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.40ms, fps=678 images/s, loss=0.2353, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:12.332192, cost_time=0:01:13.552686 2021-04-14 21:52:13,695 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.71ms, fps=1880 images/s, loss=0.7518, top1-acc=78.63%, top5-acc=97.38%, remaining_time=0:00:04.084620, arrival_time=2021-04-14 21:52:17.780307, cost_time=0:00:01.361543 2021-04-14 21:52:14,882 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.38ms, fps=2159 images/s, loss=0.7311, top1-acc=78.67%, top5-acc=97.60%, remaining_time=0:00:02.548000, arrival_time=2021-04-14 21:52:17.430145, cost_time=0:00:02.547993 2021-04-14 21:52:16,063 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.48ms, fps=2168 images/s, loss=0.7259, top1-acc=78.85%, top5-acc=97.50%, remaining_time=0:00:01.243050, arrival_time=2021-04-14 21:52:17.306275, cost_time=0:00:03.729154 2021-04-14 21:52:17,138 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=2158 images/s, loss=0.7198, top1-acc=78.96%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:17.138831, cost_time=0:00:04.804795 2021-04-14 21:52:17,772 INFO : Epoch=0031 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:43:56.350915, arrival_time=2021-04-15 01:36:14.123544, cost_time=0:41:04.656082 2021-04-14 21:52:17,774 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:52:21,730 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=3.13ms, fps=647 images/s, loss=0.2466, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:01:13.566162, arrival_time=2021-04-14 21:53:35.296211, cost_time=0:00:03.955166 2021-04-14 21:52:25,487 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.2439, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:01:07.873872, arrival_time=2021-04-14 21:53:33.361570, cost_time=0:00:07.712946 2021-04-14 21:52:29,255 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.90ms, fps=680 images/s, loss=0.2342, top1-acc=92.06%, top5-acc=99.83%, remaining_time=0:01:03.528200, arrival_time=2021-04-14 21:53:32.784058, cost_time=0:00:11.480989 2021-04-14 21:52:32,999 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.2274, top1-acc=92.40%, top5-acc=99.81%, remaining_time=0:00:59.376408, arrival_time=2021-04-14 21:53:32.375959, cost_time=0:00:15.224722 2021-04-14 21:52:36,755 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.2231, top1-acc=92.59%, top5-acc=99.80%, remaining_time=0:00:55.423206, arrival_time=2021-04-14 21:53:32.178534, cost_time=0:00:18.980539 2021-04-14 21:52:40,505 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.2245, top1-acc=92.49%, top5-acc=99.77%, remaining_time=0:00:51.522104, arrival_time=2021-04-14 21:53:32.027210, cost_time=0:00:22.730353 2021-04-14 21:52:44,268 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=2.17ms, fps=680 images/s, loss=0.2268, top1-acc=92.41%, top5-acc=99.78%, remaining_time=0:00:47.688606, arrival_time=2021-04-14 21:53:31.957011, cost_time=0:00:26.493659 2021-04-14 21:52:48,015 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.2269, top1-acc=92.35%, top5-acc=99.79%, remaining_time=0:00:43.848696, arrival_time=2021-04-14 21:53:31.863976, cost_time=0:00:30.240494 2021-04-14 21:52:51,769 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=2.55ms, fps=682 images/s, loss=0.2264, top1-acc=92.30%, top5-acc=99.80%, remaining_time=0:00:40.038320, arrival_time=2021-04-14 21:53:31.807924, cost_time=0:00:33.994824 2021-04-14 21:52:55,528 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.2285, top1-acc=92.25%, top5-acc=99.80%, remaining_time=0:00:36.243264, arrival_time=2021-04-14 21:53:31.771463, cost_time=0:00:37.753441 2021-04-14 21:52:59,281 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.2295, top1-acc=92.21%, top5-acc=99.79%, remaining_time=0:00:32.450466, arrival_time=2021-04-14 21:53:31.731671, cost_time=0:00:41.506430 2021-04-14 21:53:03,021 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.2305, top1-acc=92.19%, top5-acc=99.79%, remaining_time=0:00:28.656332, arrival_time=2021-04-14 21:53:31.677869, cost_time=0:00:45.246793 2021-04-14 21:53:06,771 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.2314, top1-acc=92.13%, top5-acc=99.80%, remaining_time=0:00:24.875334, arrival_time=2021-04-14 21:53:31.646980, cost_time=0:00:48.996870 2021-04-14 21:53:10,510 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.2322, top1-acc=92.07%, top5-acc=99.81%, remaining_time=0:00:21.094192, arrival_time=2021-04-14 21:53:31.604532, cost_time=0:00:52.735517 2021-04-14 21:53:14,279 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.2344, top1-acc=91.98%, top5-acc=99.81%, remaining_time=0:00:17.328246, arrival_time=2021-04-14 21:53:31.608109, cost_time=0:00:56.505111 2021-04-14 21:53:18,037 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.2332, top1-acc=92.02%, top5-acc=99.81%, remaining_time=0:00:13.559040, arrival_time=2021-04-14 21:53:31.596278, cost_time=0:01:00.262418 2021-04-14 21:53:21,792 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.2323, top1-acc=92.00%, top5-acc=99.82%, remaining_time=0:00:09.790898, arrival_time=2021-04-14 21:53:31.583074, cost_time=0:01:04.017420 2021-04-14 21:53:25,548 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.2332, top1-acc=91.94%, top5-acc=99.82%, remaining_time=0:00:06.024320, arrival_time=2021-04-14 21:53:31.572637, cost_time=0:01:07.773563 2021-04-14 21:53:29,303 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.28ms, fps=682 images/s, loss=0.2333, top1-acc=91.94%, top5-acc=99.81%, remaining_time=0:00:02.258808, arrival_time=2021-04-14 21:53:31.562294, cost_time=0:01:11.528825 2021-04-14 21:53:31,304 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.59ms, fps=680 images/s, loss=0.2345, top1-acc=91.91%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:31.304270, cost_time=0:01:13.529515 2021-04-14 21:53:32,643 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.44ms, fps=1914 images/s, loss=0.6722, top1-acc=80.04%, top5-acc=98.36%, remaining_time=0:00:04.012680, arrival_time=2021-04-14 21:53:36.656470, cost_time=0:00:01.337560 2021-04-14 21:53:33,828 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.47ms, fps=2162 images/s, loss=0.6553, top1-acc=79.63%, top5-acc=98.44%, remaining_time=0:00:02.522060, arrival_time=2021-04-14 21:53:36.350523, cost_time=0:00:02.522067 2021-04-14 21:53:35,020 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.46ms, fps=2148 images/s, loss=0.6536, top1-acc=80.08%, top5-acc=98.29%, remaining_time=0:00:01.238170, arrival_time=2021-04-14 21:53:36.259020, cost_time=0:00:03.714524 2021-04-14 21:53:36,107 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=1.60ms, fps=2136 images/s, loss=0.6486, top1-acc=79.91%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:36.107488, cost_time=0:00:04.801240 2021-04-14 21:53:36,831 INFO : Epoch=0032 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:42:34.501440, arrival_time=2021-04-15 01:36:11.332475, cost_time=0:42:23.714553 2021-04-14 21:53:36,832 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:53:40,762 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.67ms, fps=651 images/s, loss=0.2444, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:01:13.095024, arrival_time=2021-04-14 21:54:53.857339, cost_time=0:00:03.929844 2021-04-14 21:53:44,511 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.2453, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:01:07.577664, arrival_time=2021-04-14 21:54:52.089464, cost_time=0:00:07.679273 2021-04-14 21:53:48,270 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.2400, top1-acc=91.67%, top5-acc=99.80%, remaining_time=0:01:03.289160, arrival_time=2021-04-14 21:54:51.559533, cost_time=0:00:11.437793 2021-04-14 21:53:52,021 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.2383, top1-acc=91.68%, top5-acc=99.79%, remaining_time=0:00:59.234604, arrival_time=2021-04-14 21:54:51.255529, cost_time=0:00:15.188377 2021-04-14 21:53:55,780 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.2377, top1-acc=91.86%, top5-acc=99.78%, remaining_time=0:00:55.326992, arrival_time=2021-04-14 21:54:51.106997, cost_time=0:00:18.947611 2021-04-14 21:53:59,523 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.2358, top1-acc=91.91%, top5-acc=99.78%, remaining_time=0:00:51.433160, arrival_time=2021-04-14 21:54:50.956750, cost_time=0:00:22.691112 2021-04-14 21:54:03,270 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.2349, top1-acc=91.84%, top5-acc=99.79%, remaining_time=0:00:47.587932, arrival_time=2021-04-14 21:54:50.858174, cost_time=0:00:26.437760 2021-04-14 21:54:07,012 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.2351, top1-acc=91.85%, top5-acc=99.79%, remaining_time=0:00:43.761232, arrival_time=2021-04-14 21:54:50.773893, cost_time=0:00:30.180183 2021-04-14 21:54:10,754 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.2333, top1-acc=91.91%, top5-acc=99.80%, remaining_time=0:00:39.952036, arrival_time=2021-04-14 21:54:50.706044, cost_time=0:00:33.921528 2021-04-14 21:54:14,496 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.2292, top1-acc=92.06%, top5-acc=99.82%, remaining_time=0:00:36.157056, arrival_time=2021-04-14 21:54:50.653284, cost_time=0:00:37.663617 2021-04-14 21:54:18,254 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.2292, top1-acc=92.10%, top5-acc=99.82%, remaining_time=0:00:32.384246, arrival_time=2021-04-14 21:54:50.638378, cost_time=0:00:41.421735 2021-04-14 21:54:21,998 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.2305, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:28.605336, arrival_time=2021-04-14 21:54:50.604116, cost_time=0:00:45.166362 2021-04-14 21:54:25,735 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.2320, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:24.827880, arrival_time=2021-04-14 21:54:50.563642, cost_time=0:00:48.903375 2021-04-14 21:54:29,487 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.31ms, fps=682 images/s, loss=0.2315, top1-acc=92.01%, top5-acc=99.83%, remaining_time=0:00:21.061992, arrival_time=2021-04-14 21:54:50.549466, cost_time=0:00:52.654965 2021-04-14 21:54:33,229 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.2315, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:17.295080, arrival_time=2021-04-14 21:54:50.524581, cost_time=0:00:56.397024 2021-04-14 21:54:36,962 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.2303, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:13.529268, arrival_time=2021-04-14 21:54:50.491842, cost_time=0:01:00.130098 2021-04-14 21:54:40,707 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.2293, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:09.769188, arrival_time=2021-04-14 21:54:50.477113, cost_time=0:01:03.875490 2021-04-14 21:54:44,474 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.2285, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:06.012640, arrival_time=2021-04-14 21:54:50.487343, cost_time=0:01:07.642152 2021-04-14 21:54:48,228 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.2282, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:02.254620, arrival_time=2021-04-14 21:54:50.483466, cost_time=0:01:11.396328 2021-04-14 21:54:50,233 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.29ms, fps=679 images/s, loss=0.2290, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:50.233017, cost_time=0:01:13.400625 2021-04-14 21:54:51,572 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.30ms, fps=1914 images/s, loss=0.7240, top1-acc=78.28%, top5-acc=98.01%, remaining_time=0:00:04.013190, arrival_time=2021-04-14 21:54:55.585874, cost_time=0:00:01.337734 2021-04-14 21:54:52,760 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.37ms, fps=2157 images/s, loss=0.7007, top1-acc=78.93%, top5-acc=98.26%, remaining_time=0:00:02.525180, arrival_time=2021-04-14 21:54:55.285345, cost_time=0:00:02.525187 2021-04-14 21:54:53,944 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.79ms, fps=2162 images/s, loss=0.6919, top1-acc=78.98%, top5-acc=98.29%, remaining_time=0:00:01.236590, arrival_time=2021-04-14 21:54:55.181260, cost_time=0:00:03.709782 2021-04-14 21:54:55,031 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.24ms, fps=2137 images/s, loss=0.6819, top1-acc=79.25%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:55.030892, cost_time=0:00:04.795853 2021-04-14 21:54:55,893 INFO : Epoch=0033 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:41:12.842366, arrival_time=2021-04-15 01:36:08.736102, cost_time=0:43:42.777220 2021-04-14 21:54:55,895 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:54:59,834 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.46ms, fps=650 images/s, loss=0.2538, top1-acc=91.33%, top5-acc=99.92%, remaining_time=0:01:13.254798, arrival_time=2021-04-14 21:56:13.089433, cost_time=0:00:03.938432 2021-04-14 21:55:03,594 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.2301, top1-acc=92.05%, top5-acc=99.90%, remaining_time=0:01:07.747328, arrival_time=2021-04-14 21:56:11.341991, cost_time=0:00:07.698569 2021-04-14 21:55:07,358 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.2223, top1-acc=92.40%, top5-acc=99.84%, remaining_time=0:01:03.424782, arrival_time=2021-04-14 21:56:10.783238, cost_time=0:00:11.462316 2021-04-14 21:55:11,119 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.2266, top1-acc=92.28%, top5-acc=99.82%, remaining_time=0:00:59.372196, arrival_time=2021-04-14 21:56:10.491978, cost_time=0:00:15.223654 2021-04-14 21:55:14,870 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.2262, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:55.403934, arrival_time=2021-04-14 21:56:10.274020, cost_time=0:00:18.973974 2021-04-14 21:55:18,617 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.2237, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:51.502656, arrival_time=2021-04-14 21:56:10.120550, cost_time=0:00:22.721765 2021-04-14 21:55:22,365 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.2221, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:47.645136, arrival_time=2021-04-14 21:56:10.010860, cost_time=0:00:26.469534 2021-04-14 21:55:26,116 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.2237, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:43.819116, arrival_time=2021-04-14 21:56:09.935371, cost_time=0:00:30.220079 2021-04-14 21:55:29,872 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.2249, top1-acc=92.14%, top5-acc=99.85%, remaining_time=0:00:40.016590, arrival_time=2021-04-14 21:56:09.889229, cost_time=0:00:33.976392 2021-04-14 21:55:33,635 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.40ms, fps=680 images/s, loss=0.2275, top1-acc=92.05%, top5-acc=99.85%, remaining_time=0:00:36.229824, arrival_time=2021-04-14 21:56:09.865353, cost_time=0:00:37.739428 2021-04-14 21:55:37,390 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.2280, top1-acc=92.00%, top5-acc=99.84%, remaining_time=0:00:32.440662, arrival_time=2021-04-14 21:56:09.830659, cost_time=0:00:41.493859 2021-04-14 21:55:41,134 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.2284, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:28.650860, arrival_time=2021-04-14 21:56:09.785123, cost_time=0:00:45.238161 2021-04-14 21:55:44,895 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=2.16ms, fps=681 images/s, loss=0.2290, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:24.876522, arrival_time=2021-04-14 21:56:09.771866, cost_time=0:00:48.999246 2021-04-14 21:55:48,638 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.07ms, fps=684 images/s, loss=0.2295, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:21.097048, arrival_time=2021-04-14 21:56:09.735820, cost_time=0:00:52.742640 2021-04-14 21:55:52,384 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.2283, top1-acc=92.07%, top5-acc=99.83%, remaining_time=0:00:17.323002, arrival_time=2021-04-14 21:56:09.707224, cost_time=0:00:56.488112 2021-04-14 21:55:56,138 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.2289, top1-acc=92.08%, top5-acc=99.83%, remaining_time=0:00:13.554540, arrival_time=2021-04-14 21:56:09.693096, cost_time=0:01:00.242390 2021-04-14 21:55:59,902 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.43ms, fps=680 images/s, loss=0.2294, top1-acc=92.07%, top5-acc=99.83%, remaining_time=0:00:09.789234, arrival_time=2021-04-14 21:56:09.691896, cost_time=0:01:04.006506 2021-04-14 21:56:03,647 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.2304, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:06.022368, arrival_time=2021-04-14 21:56:09.670128, cost_time=0:01:07.751659 2021-04-14 21:56:07,407 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.2305, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:02.258238, arrival_time=2021-04-14 21:56:09.665203, cost_time=0:01:11.510781 2021-04-14 21:56:09,404 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.2307, top1-acc=92.00%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:09.404642, cost_time=0:01:13.508533 2021-04-14 21:56:10,738 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.95ms, fps=1922 images/s, loss=0.6382, top1-acc=79.73%, top5-acc=98.59%, remaining_time=0:00:03.995520, arrival_time=2021-04-14 21:56:14.734086, cost_time=0:00:01.331838 2021-04-14 21:56:11,932 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.82ms, fps=2146 images/s, loss=0.6251, top1-acc=79.69%, top5-acc=98.85%, remaining_time=0:00:02.525500, arrival_time=2021-04-14 21:56:14.457746, cost_time=0:00:02.525493 2021-04-14 21:56:13,121 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.53ms, fps=2154 images/s, loss=0.6337, top1-acc=79.54%, top5-acc=98.92%, remaining_time=0:00:01.238190, arrival_time=2021-04-14 21:56:14.359384, cost_time=0:00:03.714567 2021-04-14 21:56:14,200 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=1.17ms, fps=2150 images/s, loss=0.6362, top1-acc=79.60%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:14.200601, cost_time=0:00:04.793997 2021-04-14 21:56:14,900 INFO : Epoch=0034 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:39:51.061848, arrival_time=2021-04-15 01:36:05.962138, cost_time=0:45:01.783743 2021-04-14 21:56:14,903 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:56:18,855 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.28ms, fps=648 images/s, loss=0.2202, top1-acc=91.99%, top5-acc=100.00%, remaining_time=0:01:13.499946, arrival_time=2021-04-14 21:57:32.354901, cost_time=0:00:03.951613 2021-04-14 21:56:22,602 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.2147, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:01:07.750496, arrival_time=2021-04-14 21:57:30.352773, cost_time=0:00:07.698921 2021-04-14 21:56:26,357 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.2057, top1-acc=92.75%, top5-acc=99.90%, remaining_time=0:01:03.377306, arrival_time=2021-04-14 21:57:29.734320, cost_time=0:00:11.453726 2021-04-14 21:56:30,113 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=7.32ms, fps=682 images/s, loss=0.2049, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:59.319312, arrival_time=2021-04-14 21:57:29.432681, cost_time=0:00:15.210071 2021-04-14 21:56:33,862 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.2028, top1-acc=92.91%, top5-acc=99.91%, remaining_time=0:00:55.361302, arrival_time=2021-04-14 21:57:29.223958, cost_time=0:00:18.959365 2021-04-14 21:56:37,627 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.2059, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:51.507144, arrival_time=2021-04-14 21:57:29.134165, cost_time=0:00:22.723716 2021-04-14 21:56:41,383 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.2089, top1-acc=92.73%, top5-acc=99.90%, remaining_time=0:00:47.664414, arrival_time=2021-04-14 21:57:29.047973, cost_time=0:00:26.480215 2021-04-14 21:56:45,130 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.2104, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:43.829788, arrival_time=2021-04-14 21:57:28.960524, cost_time=0:00:30.227440 2021-04-14 21:56:48,893 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.50ms, fps=680 images/s, loss=0.2094, top1-acc=92.67%, top5-acc=99.88%, remaining_time=0:00:40.033126, arrival_time=2021-04-14 21:57:28.926803, cost_time=0:00:33.990392 2021-04-14 21:56:52,656 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.2129, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:36.243072, arrival_time=2021-04-14 21:57:28.899572, cost_time=0:00:37.753195 2021-04-14 21:56:56,424 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.46ms, fps=679 images/s, loss=0.2134, top1-acc=92.63%, top5-acc=99.86%, remaining_time=0:00:32.462162, arrival_time=2021-04-14 21:57:28.886908, cost_time=0:00:41.521395 2021-04-14 21:57:00,204 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=2.87ms, fps=678 images/s, loss=0.2159, top1-acc=92.60%, top5-acc=99.85%, remaining_time=0:00:28.690304, arrival_time=2021-04-14 21:57:28.894202, cost_time=0:00:45.300513 2021-04-14 21:57:03,969 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.2187, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:24.910314, arrival_time=2021-04-14 21:57:28.879393, cost_time=0:00:49.065748 2021-04-14 21:57:07,733 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=0.2192, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:21.132160, arrival_time=2021-04-14 21:57:28.865929, cost_time=0:00:52.830403 2021-04-14 21:57:11,494 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.2202, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:17.354696, arrival_time=2021-04-14 21:57:28.849491, cost_time=0:00:56.591445 2021-04-14 21:57:15,250 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.80ms, fps=682 images/s, loss=0.2200, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:13.578192, arrival_time=2021-04-14 21:57:28.829021, cost_time=0:01:00.347494 2021-04-14 21:57:18,999 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.2204, top1-acc=92.44%, top5-acc=99.85%, remaining_time=0:00:09.803014, arrival_time=2021-04-14 21:57:28.802914, cost_time=0:01:04.096571 2021-04-14 21:57:22,755 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.2221, top1-acc=92.35%, top5-acc=99.85%, remaining_time=0:00:06.031296, arrival_time=2021-04-14 21:57:28.786809, cost_time=0:01:07.852054 2021-04-14 21:57:26,519 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.92ms, fps=680 images/s, loss=0.2233, top1-acc=92.31%, top5-acc=99.85%, remaining_time=0:00:02.261532, arrival_time=2021-04-14 21:57:28.780555, cost_time=0:01:11.615242 2021-04-14 21:57:28,523 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.25ms, fps=679 images/s, loss=0.2250, top1-acc=92.29%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:28.523063, cost_time=0:01:13.619577 2021-04-14 21:57:29,883 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.24ms, fps=1886 images/s, loss=0.6037, top1-acc=80.55%, top5-acc=98.87%, remaining_time=0:00:04.071030, arrival_time=2021-04-14 21:57:33.954242, cost_time=0:00:01.357011 2021-04-14 21:57:31,083 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.66ms, fps=2135 images/s, loss=0.6155, top1-acc=80.62%, top5-acc=98.87%, remaining_time=0:00:02.557580, arrival_time=2021-04-14 21:57:33.641122, cost_time=0:00:02.557576 2021-04-14 21:57:32,278 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.53ms, fps=2144 images/s, loss=0.6126, top1-acc=80.62%, top5-acc=98.78%, remaining_time=0:00:01.250720, arrival_time=2021-04-14 21:57:33.528780, cost_time=0:00:03.752169 2021-04-14 21:57:33,356 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=2153 images/s, loss=0.6133, top1-acc=80.59%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:33.356125, cost_time=0:00:04.830349 2021-04-14 21:57:34,161 INFO : Epoch=0035 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:38:30.638310, arrival_time=2021-04-15 01:36:04.799315, cost_time=0:46:21.044487 2021-04-14 21:57:34,163 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:57:38,070 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.44ms, fps=655 images/s, loss=0.2666, top1-acc=90.43%, top5-acc=99.77%, remaining_time=0:01:12.663132, arrival_time=2021-04-14 21:58:50.733233, cost_time=0:00:03.906617 2021-04-14 21:57:41,824 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.2567, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:01:07.414336, arrival_time=2021-04-14 21:58:49.238566, cost_time=0:00:07.660711 2021-04-14 21:57:45,587 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=5.90ms, fps=681 images/s, loss=0.2472, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:01:03.211306, arrival_time=2021-04-14 21:58:48.798584, cost_time=0:00:11.423723 2021-04-14 21:57:49,342 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.2387, top1-acc=91.78%, top5-acc=99.83%, remaining_time=0:00:59.196540, arrival_time=2021-04-14 21:58:48.538653, cost_time=0:00:15.178584 2021-04-14 21:57:53,118 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.13ms, fps=678 images/s, loss=0.2337, top1-acc=91.93%, top5-acc=99.83%, remaining_time=0:00:55.348308, arrival_time=2021-04-14 21:58:48.466830, cost_time=0:00:18.954896 2021-04-14 21:57:56,864 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.03ms, fps=684 images/s, loss=0.2266, top1-acc=92.21%, top5-acc=99.85%, remaining_time=0:00:51.455872, arrival_time=2021-04-14 21:58:48.320599, cost_time=0:00:22.701125 2021-04-14 21:58:00,617 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.2244, top1-acc=92.31%, top5-acc=99.86%, remaining_time=0:00:47.617164, arrival_time=2021-04-14 21:58:48.234717, cost_time=0:00:26.454001 2021-04-14 21:58:04,364 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.2238, top1-acc=92.24%, top5-acc=99.87%, remaining_time=0:00:43.791392, arrival_time=2021-04-14 21:58:48.155818, cost_time=0:00:30.200943 2021-04-14 21:58:08,121 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.2249, top1-acc=92.22%, top5-acc=99.87%, remaining_time=0:00:39.994542, arrival_time=2021-04-14 21:58:48.115662, cost_time=0:00:33.957645 2021-04-14 21:58:11,864 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.2257, top1-acc=92.26%, top5-acc=99.87%, remaining_time=0:00:36.193248, arrival_time=2021-04-14 21:58:48.057914, cost_time=0:00:37.701267 2021-04-14 21:58:15,612 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.2264, top1-acc=92.21%, top5-acc=99.88%, remaining_time=0:00:32.405660, arrival_time=2021-04-14 21:58:48.018200, cost_time=0:00:41.449139 2021-04-14 21:58:19,371 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.2270, top1-acc=92.20%, top5-acc=99.87%, remaining_time=0:00:28.631784, arrival_time=2021-04-14 21:58:48.003342, cost_time=0:00:45.208074 2021-04-14 21:58:23,115 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.2255, top1-acc=92.24%, top5-acc=99.87%, remaining_time=0:00:24.852564, arrival_time=2021-04-14 21:58:47.968025, cost_time=0:00:48.951977 2021-04-14 21:58:26,869 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.2238, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:21.082264, arrival_time=2021-04-14 21:58:47.951433, cost_time=0:00:52.705685 2021-04-14 21:58:30,613 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.2247, top1-acc=92.32%, top5-acc=99.87%, remaining_time=0:00:17.311134, arrival_time=2021-04-14 21:58:47.924049, cost_time=0:00:56.449364 2021-04-14 21:58:34,381 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.13ms, fps=679 images/s, loss=0.2243, top1-acc=92.35%, top5-acc=99.87%, remaining_time=0:00:13.548996, arrival_time=2021-04-14 21:58:47.930195, cost_time=0:01:00.217717 2021-04-14 21:58:38,139 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.2247, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:09.784502, arrival_time=2021-04-14 21:58:47.923596, cost_time=0:01:03.975617 2021-04-14 21:58:41,888 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.2246, top1-acc=92.34%, top5-acc=99.87%, remaining_time=0:00:06.019952, arrival_time=2021-04-14 21:58:47.908047, cost_time=0:01:07.724509 2021-04-14 21:58:45,645 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.26ms, fps=681 images/s, loss=0.2252, top1-acc=92.29%, top5-acc=99.86%, remaining_time=0:00:02.257320, arrival_time=2021-04-14 21:58:47.902536, cost_time=0:01:11.481734 2021-04-14 21:58:47,644 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.41ms, fps=680 images/s, loss=0.2256, top1-acc=92.27%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:47.644787, cost_time=0:01:13.481306 2021-04-14 21:58:49,012 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.24ms, fps=1874 images/s, loss=0.5502, top1-acc=83.32%, top5-acc=98.98%, remaining_time=0:00:04.097100, arrival_time=2021-04-14 21:58:53.109731, cost_time=0:00:01.365695 2021-04-14 21:58:50,201 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.53ms, fps=2155 images/s, loss=0.5506, top1-acc=83.54%, top5-acc=99.02%, remaining_time=0:00:02.554440, arrival_time=2021-04-14 21:58:52.755650, cost_time=0:00:02.554447 2021-04-14 21:58:51,388 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.38ms, fps=2156 images/s, loss=0.5365, top1-acc=83.75%, top5-acc=99.04%, remaining_time=0:00:01.247300, arrival_time=2021-04-14 21:58:52.636039, cost_time=0:00:03.741890 2021-04-14 21:58:52,464 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=2158 images/s, loss=0.5310, top1-acc=83.76%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:52.464121, cost_time=0:00:04.817374 2021-04-14 21:58:53,124 INFO : Epoch=0036 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:37:08.926044, arrival_time=2021-04-15 01:36:02.050729, cost_time=0:47:40.008163 2021-04-14 21:58:53,126 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:58:57,123 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.67ms, fps=641 images/s, loss=0.2392, top1-acc=91.68%, top5-acc=99.80%, remaining_time=0:01:14.331552, arrival_time=2021-04-14 22:00:11.454848, cost_time=0:00:03.996315 2021-04-14 21:59:00,873 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.2293, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:01:08.166912, arrival_time=2021-04-14 22:00:09.040062, cost_time=0:00:07.746239 2021-04-14 21:59:04,629 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.2215, top1-acc=92.73%, top5-acc=99.75%, remaining_time=0:01:03.648384, arrival_time=2021-04-14 22:00:08.277924, cost_time=0:00:11.502716 2021-04-14 21:59:08,376 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=2.47ms, fps=683 images/s, loss=0.2149, top1-acc=92.76%, top5-acc=99.79%, remaining_time=0:00:59.473908, arrival_time=2021-04-14 22:00:07.850543, cost_time=0:00:15.249705 2021-04-14 21:59:12,143 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.2170, top1-acc=92.63%, top5-acc=99.80%, remaining_time=0:00:55.527158, arrival_time=2021-04-14 22:00:07.670209, cost_time=0:00:19.016131 2021-04-14 21:59:15,889 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.2171, top1-acc=92.64%, top5-acc=99.80%, remaining_time=0:00:51.595816, arrival_time=2021-04-14 22:00:07.485679, cost_time=0:00:22.762867 2021-04-14 21:59:19,649 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.2160, top1-acc=92.71%, top5-acc=99.80%, remaining_time=0:00:47.740770, arrival_time=2021-04-14 22:00:07.390465, cost_time=0:00:26.522666 2021-04-14 21:59:23,412 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.2149, top1-acc=92.72%, top5-acc=99.81%, remaining_time=0:00:43.913192, arrival_time=2021-04-14 22:00:07.325305, cost_time=0:00:30.284945 2021-04-14 21:59:27,170 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.2164, top1-acc=92.65%, top5-acc=99.81%, remaining_time=0:00:40.095348, arrival_time=2021-04-14 22:00:07.265522, cost_time=0:00:34.043231 2021-04-14 21:59:30,937 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=7.85ms, fps=680 images/s, loss=0.2157, top1-acc=92.70%, top5-acc=99.81%, remaining_time=0:00:36.297504, arrival_time=2021-04-14 22:00:07.234455, cost_time=0:00:37.809891 2021-04-14 21:59:34,700 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=5.01ms, fps=680 images/s, loss=0.2152, top1-acc=92.74%, top5-acc=99.81%, remaining_time=0:00:32.502926, arrival_time=2021-04-14 22:00:07.203335, cost_time=0:00:41.573465 2021-04-14 21:59:38,474 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=2.27ms, fps=679 images/s, loss=0.2157, top1-acc=92.74%, top5-acc=99.82%, remaining_time=0:00:28.719564, arrival_time=2021-04-14 22:00:07.193589, cost_time=0:00:45.346711 2021-04-14 21:59:42,236 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.2164, top1-acc=92.70%, top5-acc=99.82%, remaining_time=0:00:24.932424, arrival_time=2021-04-14 22:00:07.168796, cost_time=0:00:49.109337 2021-04-14 21:59:45,989 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.2173, top1-acc=92.66%, top5-acc=99.82%, remaining_time=0:00:21.145096, arrival_time=2021-04-14 22:00:07.134794, cost_time=0:00:52.862767 2021-04-14 21:59:49,745 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.2188, top1-acc=92.58%, top5-acc=99.83%, remaining_time=0:00:17.363160, arrival_time=2021-04-14 22:00:07.108933, cost_time=0:00:56.618936 2021-04-14 21:59:53,524 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.68ms, fps=678 images/s, loss=0.2197, top1-acc=92.55%, top5-acc=99.82%, remaining_time=0:00:13.589496, arrival_time=2021-04-14 22:00:07.114280, cost_time=0:01:00.397830 2021-04-14 21:59:57,299 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=3.25ms, fps=678 images/s, loss=0.2223, top1-acc=92.45%, top5-acc=99.82%, remaining_time=0:00:09.814532, arrival_time=2021-04-14 22:00:07.113450, cost_time=0:01:04.171874 2021-04-14 22:00:01,064 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.68ms, fps=680 images/s, loss=0.2226, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:06.038864, arrival_time=2021-04-14 22:00:07.103131, cost_time=0:01:07.937283 2021-04-14 22:00:04,845 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=2.06ms, fps=677 images/s, loss=0.2221, top1-acc=92.45%, top5-acc=99.83%, remaining_time=0:00:02.264796, arrival_time=2021-04-14 22:00:07.110237, cost_time=0:01:11.718493 2021-04-14 22:00:06,854 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.52ms, fps=677 images/s, loss=0.2222, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:06.854461, cost_time=0:01:13.727415 2021-04-14 22:00:08,228 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.26ms, fps=1867 images/s, loss=0.6292, top1-acc=80.66%, top5-acc=98.83%, remaining_time=0:00:04.113510, arrival_time=2021-04-14 22:00:12.342197, cost_time=0:00:01.371170 2021-04-14 22:00:09,421 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.66ms, fps=2147 images/s, loss=0.6243, top1-acc=81.04%, top5-acc=98.85%, remaining_time=0:00:02.564240, arrival_time=2021-04-14 22:00:11.986105, cost_time=0:00:02.564242 2021-04-14 22:00:10,612 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.44ms, fps=2151 images/s, loss=0.6228, top1-acc=80.82%, top5-acc=98.93%, remaining_time=0:00:01.251700, arrival_time=2021-04-14 22:00:11.864252, cost_time=0:00:03.755112 2021-04-14 22:00:11,697 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=2139 images/s, loss=0.6089, top1-acc=80.73%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:11.697385, cost_time=0:00:04.839989 2021-04-14 22:00:12,435 INFO : Epoch=0037 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:35:48.889194, arrival_time=2021-04-15 01:36:01.324168, cost_time=0:48:59.318420 2021-04-14 22:00:12,437 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 22:00:16,419 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=2.37ms, fps=643 images/s, loss=0.2223, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:01:14.051622, arrival_time=2021-04-14 22:01:30.470864, cost_time=0:00:03.981268 2021-04-14 22:00:20,177 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.2148, top1-acc=92.68%, top5-acc=99.84%, remaining_time=0:01:08.100032, arrival_time=2021-04-14 22:01:28.277225, cost_time=0:00:07.738639 2021-04-14 22:00:23,954 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.56ms, fps=678 images/s, loss=0.2117, top1-acc=92.79%, top5-acc=99.87%, remaining_time=0:01:03.723416, arrival_time=2021-04-14 22:01:27.677695, cost_time=0:00:11.516270 2021-04-14 22:00:27,719 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.2058, top1-acc=92.94%, top5-acc=99.87%, remaining_time=0:00:59.592468, arrival_time=2021-04-14 22:01:27.311126, cost_time=0:00:15.280106 2021-04-14 22:00:31,485 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=2.57ms, fps=680 images/s, loss=0.2072, top1-acc=92.84%, top5-acc=99.89%, remaining_time=0:00:55.617824, arrival_time=2021-04-14 22:01:27.103170, cost_time=0:00:19.047218 2021-04-14 22:00:35,249 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.45ms, fps=680 images/s, loss=0.2155, top1-acc=92.55%, top5-acc=99.88%, remaining_time=0:00:51.706112, arrival_time=2021-04-14 22:01:26.955667, cost_time=0:00:22.811539 2021-04-14 22:00:39,011 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.2150, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:47.830860, arrival_time=2021-04-14 22:01:26.841934, cost_time=0:00:26.572672 2021-04-14 22:00:42,786 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=2.00ms, fps=678 images/s, loss=0.2135, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:44.005412, arrival_time=2021-04-14 22:01:26.792108, cost_time=0:00:30.348547 2021-04-14 22:00:46,556 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.46ms, fps=679 images/s, loss=0.2145, top1-acc=92.66%, top5-acc=99.88%, remaining_time=0:00:40.184388, arrival_time=2021-04-14 22:01:26.741243, cost_time=0:00:34.118843 2021-04-14 22:00:50,329 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.90ms, fps=679 images/s, loss=0.2178, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:36.375264, arrival_time=2021-04-14 22:01:26.704236, cost_time=0:00:37.890879 2021-04-14 22:00:54,102 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.62ms, fps=679 images/s, loss=0.2175, top1-acc=92.55%, top5-acc=99.89%, remaining_time=0:00:32.573532, arrival_time=2021-04-14 22:01:26.675507, cost_time=0:00:41.663817 2021-04-14 22:00:57,875 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.99ms, fps=679 images/s, loss=0.2167, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:28.777248, arrival_time=2021-04-14 22:01:26.653073, cost_time=0:00:45.437736 2021-04-14 22:01:01,643 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.2162, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:24.981000, arrival_time=2021-04-14 22:01:26.623978, cost_time=0:00:49.204976 2021-04-14 22:01:05,406 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.42ms, fps=680 images/s, loss=0.2164, top1-acc=92.59%, top5-acc=99.87%, remaining_time=0:00:21.187544, arrival_time=2021-04-14 22:01:26.594401, cost_time=0:00:52.968826 2021-04-14 22:01:09,159 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.42ms, fps=682 images/s, loss=0.2159, top1-acc=92.61%, top5-acc=99.87%, remaining_time=0:00:17.394532, arrival_time=2021-04-14 22:01:26.553807, cost_time=0:00:56.721231 2021-04-14 22:01:12,928 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.98ms, fps=679 images/s, loss=0.2147, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:13.610304, arrival_time=2021-04-14 22:01:26.538488, cost_time=0:01:00.490182 2021-04-14 22:01:16,687 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.2130, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:09.826388, arrival_time=2021-04-14 22:01:26.513995, cost_time=0:01:04.249392 2021-04-14 22:01:20,450 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.22ms, fps=680 images/s, loss=0.2127, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:06.045568, arrival_time=2021-04-14 22:01:26.496206, cost_time=0:01:08.012551 2021-04-14 22:01:24,214 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.74ms, fps=680 images/s, loss=0.2132, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:00:02.266620, arrival_time=2021-04-14 22:01:26.480951, cost_time=0:01:11.776233 2021-04-14 22:01:26,222 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.52ms, fps=678 images/s, loss=0.2146, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:26.222334, cost_time=0:01:13.783866 2021-04-14 22:01:27,569 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.42ms, fps=1904 images/s, loss=0.5571, top1-acc=83.24%, top5-acc=98.75%, remaining_time=0:00:04.032630, arrival_time=2021-04-14 22:01:31.602173, cost_time=0:00:01.344208 2021-04-14 22:01:28,752 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.54ms, fps=2166 images/s, loss=0.5597, top1-acc=83.24%, top5-acc=98.73%, remaining_time=0:00:02.526700, arrival_time=2021-04-14 22:01:31.278718, cost_time=0:00:02.526704 2021-04-14 22:01:29,937 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=2.26ms, fps=2160 images/s, loss=0.5545, top1-acc=83.33%, top5-acc=98.84%, remaining_time=0:00:01.237560, arrival_time=2021-04-14 22:01:31.175447, cost_time=0:00:03.712672 2021-04-14 22:01:31,026 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=1.52ms, fps=2133 images/s, loss=0.5424, top1-acc=83.24%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:31.026240, cost_time=0:00:04.800958 2021-04-14 22:01:31,842 INFO : Epoch=0038 complete, best val top1-acc=84.92%, top5-acc=99.36% (epoch=23), remaining_time=3:34:29.307216, arrival_time=2021-04-15 01:36:01.150102, cost_time=0:50:18.726373 2021-04-14 22:01:31,844 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 22:01:35,761 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.22ms, fps=654 images/s, loss=0.1980, top1-acc=93.75%, top5-acc=99.88%, remaining_time=0:01:12.839088, arrival_time=2021-04-14 22:02:48.600013, cost_time=0:00:03.916078 2021-04-14 22:01:39,522 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.96ms, fps=681 images/s, loss=0.2038, top1-acc=93.16%, top5-acc=99.92%, remaining_time=0:01:07.560768, arrival_time=2021-04-14 22:02:47.082875, cost_time=0:00:07.677354 2021-04-14 22:01:43,279 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.90ms, fps=681 images/s, loss=0.2052, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:01:03.269406, arrival_time=2021-04-14 22:02:46.548516, cost_time=0:00:11.434233 2021-04-14 22:01:47,029 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.2057, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:59.219004, arrival_time=2021-04-14 22:02:46.248211, cost_time=0:00:15.184366 2021-04-14 22:01:50,780 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.2078, top1-acc=92.92%, top5-acc=99.90%, remaining_time=0:00:55.292098, arrival_time=2021-04-14 22:02:46.072625, cost_time=0:00:18.935673 2021-04-14 22:01:54,536 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.2090, top1-acc=92.92%, top5-acc=99.88%, remaining_time=0:00:51.434792, arrival_time=2021-04-14 22:02:45.971496, cost_time=0:00:22.691836 2021-04-14 22:01:58,276 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.2112, top1-acc=92.78%, top5-acc=99.87%, remaining_time=0:00:47.576214, arrival_time=2021-04-14 22:02:45.852249, cost_time=0:00:26.431196 2021-04-14 22:02:02,029 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.2121, top1-acc=92.73%, top5-acc=99.86%, remaining_time=0:00:43.767612, arrival_time=2021-04-14 22:02:45.797217, cost_time=0:00:30.184540 2021-04-14 22:02:05,782 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2139, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:39.970692, arrival_time=2021-04-14 22:02:45.753014, cost_time=0:00:33.937395 2021-04-14 22:02:09,530 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.2152, top1-acc=92.57%, top5-acc=99.84%, remaining_time=0:00:36.178176, arrival_time=2021-04-14 22:02:45.708668, cost_time=0:00:37.685610 2021-04-14 22:02:13,285 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.2167, top1-acc=92.51%, top5-acc=99.84%, remaining_time=0:00:32.399038, arrival_time=2021-04-14 22:02:45.684509, cost_time=0:00:41.440635 2021-04-14 22:02:17,045 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.2147, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:28.626844, arrival_time=2021-04-14 22:02:45.672097, cost_time=0:00:45.200231 2021-04-14 22:02:20,789 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.2128, top1-acc=92.63%, top5-acc=99.85%, remaining_time=0:00:24.848802, arrival_time=2021-04-14 22:02:45.638236, cost_time=0:00:48.944591 2021-04-14 22:02:24,547 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.71ms, fps=681 images/s, loss=0.2123, top1-acc=92.66%, top5-acc=99.84%, remaining_time=0:00:21.081144, arrival_time=2021-04-14 22:02:45.628866, cost_time=0:00:52.702886 2021-04-14 22:02:28,290 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.2125, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:17.309984, arrival_time=2021-04-14 22:02:45.600373, cost_time=0:00:56.445546 2021-04-14 22:02:32,044 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.2145, top1-acc=92.55%, top5-acc=99.84%, remaining_time=0:00:13.544892, arrival_time=2021-04-14 22:02:45.589214, cost_time=0:01:00.199489 2021-04-14 22:02:35,787 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.2155, top1-acc=92.53%, top5-acc=99.83%, remaining_time=0:00:09.779380, arrival_time=2021-04-14 22:02:45.566379, cost_time=0:01:03.942165 2021-04-14 22:02:39,521 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.2157, top1-acc=92.51%, top5-acc=99.84%, remaining_time=0:00:06.015712, arrival_time=2021-04-14 22:02:45.537466, cost_time=0:01:07.676796 2021-04-14 22:02:43,267 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.2158, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:02.255460, arrival_time=2021-04-14 22:02:45.523202, cost_time=0:01:11.422910 2021-04-14 22:02:45,262 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2155, top1-acc=92.56%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:45.262729, cost_time=0:01:13.417892 2021-04-14 22:02:46,623 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.63ms, fps=1885 images/s, loss=0.3870, top1-acc=87.46%, top5-acc=99.37%, remaining_time=0:00:04.074840, arrival_time=2021-04-14 22:02:50.697951, cost_time=0:00:01.358277 2021-04-14 22:02:47,805 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.68ms, fps=2166 images/s, loss=0.3954, top1-acc=87.29%, top5-acc=99.45%, remaining_time=0:00:02.540680, arrival_time=2021-04-14 22:02:50.346232, cost_time=0:00:02.540682 2021-04-14 22:02:48,987 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.36ms, fps=2167 images/s, loss=0.4142, top1-acc=86.59%, top5-acc=99.45%, remaining_time=0:00:01.240970, arrival_time=2021-04-14 22:02:50.228628, cost_time=0:00:03.722920 2021-04-14 22:02:50,063 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=1.21ms, fps=2157 images/s, loss=0.4184, top1-acc=86.43%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:50.063672, cost_time=0:00:04.798952 2021-04-14 22:02:51,452 INFO : Epoch=0039 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:33:10.565949, arrival_time=2021-04-15 01:36:02.018329, cost_time=0:51:38.335860 2021-04-14 22:02:51,454 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 22:02:55,392 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.51ms, fps=650 images/s, loss=0.2208, top1-acc=91.91%, top5-acc=99.92%, remaining_time=0:01:13.240476, arrival_time=2021-04-14 22:04:08.632445, cost_time=0:00:03.937664 2021-04-14 22:02:59,134 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.2252, top1-acc=91.97%, top5-acc=99.90%, remaining_time=0:01:07.586640, arrival_time=2021-04-14 22:04:06.721277, cost_time=0:00:07.680302 2021-04-14 22:03:02,884 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.2145, top1-acc=92.53%, top5-acc=99.92%, remaining_time=0:01:03.248490, arrival_time=2021-04-14 22:04:06.133294, cost_time=0:00:11.430440 2021-04-14 22:03:06,639 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.2164, top1-acc=92.30%, top5-acc=99.90%, remaining_time=0:00:59.222436, arrival_time=2021-04-14 22:04:05.861989, cost_time=0:00:15.185248 2021-04-14 22:03:10,397 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.2160, top1-acc=92.37%, top5-acc=99.90%, remaining_time=0:00:55.313122, arrival_time=2021-04-14 22:04:05.710316, cost_time=0:00:18.942858 2021-04-14 22:03:14,136 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.09ms, fps=685 images/s, loss=0.2143, top1-acc=92.38%, top5-acc=99.90%, remaining_time=0:00:51.412896, arrival_time=2021-04-14 22:04:05.549388, cost_time=0:00:22.682145 2021-04-14 22:03:17,875 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.2141, top1-acc=92.52%, top5-acc=99.91%, remaining_time=0:00:47.558448, arrival_time=2021-04-14 22:04:05.434104, cost_time=0:00:26.421350 2021-04-14 22:03:21,617 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.2117, top1-acc=92.68%, top5-acc=99.88%, remaining_time=0:00:43.735596, arrival_time=2021-04-14 22:04:05.352526, cost_time=0:00:30.162518 2021-04-14 22:03:25,361 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.2108, top1-acc=92.66%, top5-acc=99.88%, remaining_time=0:00:39.935394, arrival_time=2021-04-14 22:04:05.297141, cost_time=0:00:33.907435 2021-04-14 22:03:29,111 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.2107, top1-acc=92.66%, top5-acc=99.89%, remaining_time=0:00:36.151296, arrival_time=2021-04-14 22:04:05.263197, cost_time=0:00:37.657585 2021-04-14 22:03:32,859 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.2119, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:32.371002, arrival_time=2021-04-14 22:04:05.230057, cost_time=0:00:41.404752 2021-04-14 22:03:36,603 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.94ms, fps=684 images/s, loss=0.2134, top1-acc=92.61%, top5-acc=99.88%, remaining_time=0:00:28.594316, arrival_time=2021-04-14 22:04:05.197630, cost_time=0:00:45.148972 2021-04-14 22:03:40,340 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.2126, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:24.819102, arrival_time=2021-04-14 22:04:05.159618, cost_time=0:00:48.886171 2021-04-14 22:03:44,085 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.2141, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:21.052584, arrival_time=2021-04-14 22:04:05.138423, cost_time=0:00:52.631500 2021-04-14 22:03:47,832 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.88ms, fps=683 images/s, loss=0.2132, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:17.289192, arrival_time=2021-04-14 22:04:05.121244, cost_time=0:00:56.377745 2021-04-14 22:03:51,585 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.2139, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:13.529448, arrival_time=2021-04-14 22:04:05.114677, cost_time=0:01:00.130865 2021-04-14 22:03:55,336 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.2156, top1-acc=92.60%, top5-acc=99.86%, remaining_time=0:00:09.770202, arrival_time=2021-04-14 22:04:05.106983, cost_time=0:01:03.882137 2021-04-14 22:03:59,084 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.2169, top1-acc=92.53%, top5-acc=99.86%, remaining_time=0:00:06.011600, arrival_time=2021-04-14 22:04:05.096260, cost_time=0:01:07.630437 2021-04-14 22:04:02,828 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.2166, top1-acc=92.51%, top5-acc=99.86%, remaining_time=0:00:02.253924, arrival_time=2021-04-14 22:04:05.082587, cost_time=0:01:11.374347 2021-04-14 22:04:04,825 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.2175, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:04.825228, cost_time=0:01:13.370913 2021-04-14 22:04:06,123 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=2.03ms, fps=1976 images/s, loss=0.5076, top1-acc=85.27%, top5-acc=98.71%, remaining_time=0:00:03.886620, arrival_time=2021-04-14 22:04:10.009727, cost_time=0:00:01.295542 2021-04-14 22:04:07,305 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.33ms, fps=2166 images/s, loss=0.5221, top1-acc=84.51%, top5-acc=98.67%, remaining_time=0:00:02.477920, arrival_time=2021-04-14 22:04:09.783270, cost_time=0:00:02.477914 2021-04-14 22:04:08,487 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.74ms, fps=2167 images/s, loss=0.5335, top1-acc=84.19%, top5-acc=98.65%, remaining_time=0:00:01.219820, arrival_time=2021-04-14 22:04:09.706822, cost_time=0:00:03.659470 2021-04-14 22:04:09,562 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=1.35ms, fps=2157 images/s, loss=0.5282, top1-acc=83.96%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:09.562903, cost_time=0:00:04.735397 2021-04-14 22:04:10,294 INFO : Epoch=0040 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:31:48.712320, arrival_time=2021-04-15 01:35:59.006923, cost_time=0:52:57.178076 2021-04-14 22:04:10,297 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 22:04:14,239 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.55ms, fps=649 images/s, loss=0.2004, top1-acc=93.52%, top5-acc=99.77%, remaining_time=0:01:13.323060, arrival_time=2021-04-14 22:05:27.562448, cost_time=0:00:03.942098 2021-04-14 22:04:17,986 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.31ms, fps=683 images/s, loss=0.1961, top1-acc=93.57%, top5-acc=99.77%, remaining_time=0:01:07.668656, arrival_time=2021-04-14 22:05:25.655557, cost_time=0:00:07.689613 2021-04-14 22:04:21,738 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.1939, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:01:03.308250, arrival_time=2021-04-14 22:05:25.046786, cost_time=0:00:11.441247 2021-04-14 22:04:25,478 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1904, top1-acc=93.62%, top5-acc=99.81%, remaining_time=0:00:59.207148, arrival_time=2021-04-14 22:05:24.685979, cost_time=0:00:15.181336 2021-04-14 22:04:29,229 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.1896, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:55.281002, arrival_time=2021-04-14 22:05:24.510156, cost_time=0:00:18.931859 2021-04-14 22:04:32,988 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.1944, top1-acc=93.38%, top5-acc=99.81%, remaining_time=0:00:51.433704, arrival_time=2021-04-14 22:05:24.422365, cost_time=0:00:22.691355 2021-04-14 22:04:36,740 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.1940, top1-acc=93.40%, top5-acc=99.83%, remaining_time=0:00:47.596752, arrival_time=2021-04-14 22:05:24.336696, cost_time=0:00:26.442654 2021-04-14 22:04:40,481 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1948, top1-acc=93.35%, top5-acc=99.84%, remaining_time=0:00:43.766220, arrival_time=2021-04-14 22:05:24.247224, cost_time=0:00:30.183595 2021-04-14 22:04:44,246 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.94ms, fps=680 images/s, loss=0.1964, top1-acc=93.26%, top5-acc=99.84%, remaining_time=0:00:39.984684, arrival_time=2021-04-14 22:05:24.231264, cost_time=0:00:33.949215 2021-04-14 22:04:47,997 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1962, top1-acc=93.25%, top5-acc=99.85%, remaining_time=0:00:36.192096, arrival_time=2021-04-14 22:05:24.189697, cost_time=0:00:37.700118 2021-04-14 22:04:51,743 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1985, top1-acc=93.17%, top5-acc=99.86%, remaining_time=0:00:32.403338, arrival_time=2021-04-14 22:05:24.146817, cost_time=0:00:41.446177 2021-04-14 22:04:55,492 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.1981, top1-acc=93.18%, top5-acc=99.85%, remaining_time=0:00:28.623804, arrival_time=2021-04-14 22:05:24.116600, cost_time=0:00:45.195503 2021-04-14 22:04:59,242 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.33ms, fps=683 images/s, loss=0.1992, top1-acc=93.17%, top5-acc=99.86%, remaining_time=0:00:24.849000, arrival_time=2021-04-14 22:05:24.091493, cost_time=0:00:48.945021 2021-04-14 22:05:02,987 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.2003, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:21.076160, arrival_time=2021-04-14 22:05:24.064036, cost_time=0:00:52.690458 2021-04-14 22:05:06,728 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.2025, top1-acc=93.06%, top5-acc=99.86%, remaining_time=0:00:17.305614, arrival_time=2021-04-14 22:05:24.034313, cost_time=0:00:56.431414 2021-04-14 22:05:10,465 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.28ms, fps=685 images/s, loss=0.2041, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:13.537836, arrival_time=2021-04-14 22:05:24.003376, cost_time=0:01:00.168118 2021-04-14 22:05:14,216 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.2052, top1-acc=92.98%, top5-acc=99.86%, remaining_time=0:00:09.775818, arrival_time=2021-04-14 22:05:23.991862, cost_time=0:01:03.918827 2021-04-14 22:05:17,959 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.2058, top1-acc=92.97%, top5-acc=99.85%, remaining_time=0:00:06.014416, arrival_time=2021-04-14 22:05:23.973974, cost_time=0:01:07.662148 2021-04-14 22:05:21,712 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.24ms, fps=682 images/s, loss=0.2056, top1-acc=92.98%, top5-acc=99.85%, remaining_time=0:00:02.255214, arrival_time=2021-04-14 22:05:23.967700, cost_time=0:01:11.415164 2021-04-14 22:05:23,711 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.31ms, fps=681 images/s, loss=0.2078, top1-acc=92.92%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:23.711106, cost_time=0:01:13.413868 2021-04-14 22:05:25,026 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.21ms, fps=1949 images/s, loss=0.5830, top1-acc=82.15%, top5-acc=99.34%, remaining_time=0:00:03.939660, arrival_time=2021-04-14 22:05:28.965869, cost_time=0:00:01.313221 2021-04-14 22:05:26,206 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.44ms, fps=2169 images/s, loss=0.5734, top1-acc=82.32%, top5-acc=99.18%, remaining_time=0:00:02.493900, arrival_time=2021-04-14 22:05:28.700791, cost_time=0:00:02.493903 2021-04-14 22:05:27,390 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.35ms, fps=2163 images/s, loss=0.5864, top1-acc=82.33%, top5-acc=99.28%, remaining_time=0:00:01.225840, arrival_time=2021-04-14 22:05:28.616421, cost_time=0:00:03.677506 2021-04-14 22:05:28,469 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=1.33ms, fps=2151 images/s, loss=0.5943, top1-acc=82.37%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:28.469417, cost_time=0:00:04.756440 2021-04-14 22:05:29,137 INFO : Epoch=0041 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:30:27.008214, arrival_time=2021-04-15 01:35:56.145673, cost_time=0:54:16.020973 2021-04-14 22:05:29,138 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 22:05:33,063 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.56ms, fps=652 images/s, loss=0.2049, top1-acc=93.05%, top5-acc=99.96%, remaining_time=0:01:13.005372, arrival_time=2021-04-14 22:06:46.069270, cost_time=0:00:03.925019 2021-04-14 22:05:36,821 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.2003, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:01:07.608464, arrival_time=2021-04-14 22:06:44.430209, cost_time=0:00:07.682771 2021-04-14 22:05:40,565 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.2005, top1-acc=92.97%, top5-acc=99.90%, remaining_time=0:01:03.224586, arrival_time=2021-04-14 22:06:43.789732, cost_time=0:00:11.426141 2021-04-14 22:05:44,317 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.2105, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:59.197008, arrival_time=2021-04-14 22:06:43.514601, cost_time=0:00:15.178718 2021-04-14 22:05:48,061 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.75ms, fps=684 images/s, loss=0.2096, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:55.254576, arrival_time=2021-04-14 22:06:43.316268, cost_time=0:00:18.922823 2021-04-14 22:05:51,808 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=2.55ms, fps=683 images/s, loss=0.2094, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:51.383520, arrival_time=2021-04-14 22:06:43.191692, cost_time=0:00:22.669180 2021-04-14 22:05:55,570 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.2079, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:47.576592, arrival_time=2021-04-14 22:06:43.146939, cost_time=0:00:26.431470 2021-04-14 22:05:59,310 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.2064, top1-acc=92.77%, top5-acc=99.89%, remaining_time=0:00:43.749052, arrival_time=2021-04-14 22:06:43.059806, cost_time=0:00:30.171755 2021-04-14 22:06:03,058 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.2075, top1-acc=92.73%, top5-acc=99.87%, remaining_time=0:00:39.949492, arrival_time=2021-04-14 22:06:43.007702, cost_time=0:00:33.919335 2021-04-14 22:06:06,812 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.28ms, fps=682 images/s, loss=0.2091, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:36.167040, arrival_time=2021-04-14 22:06:42.979938, cost_time=0:00:37.674003 2021-04-14 22:06:10,566 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.2104, top1-acc=92.68%, top5-acc=99.88%, remaining_time=0:00:32.388546, arrival_time=2021-04-14 22:06:42.954735, cost_time=0:00:41.427192 2021-04-14 22:06:14,332 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.61ms, fps=680 images/s, loss=0.2122, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:28.622816, arrival_time=2021-04-14 22:06:42.955581, cost_time=0:00:45.193867 2021-04-14 22:06:18,091 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.2121, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:24.852696, arrival_time=2021-04-14 22:06:42.943914, cost_time=0:00:48.952305 2021-04-14 22:06:21,842 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.2135, top1-acc=92.59%, top5-acc=99.86%, remaining_time=0:00:21.081424, arrival_time=2021-04-14 22:06:42.923840, cost_time=0:00:52.703534 2021-04-14 22:06:25,591 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.2154, top1-acc=92.54%, top5-acc=99.85%, remaining_time=0:00:17.312146, arrival_time=2021-04-14 22:06:42.903679, cost_time=0:00:56.452640 2021-04-14 22:06:29,333 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.2160, top1-acc=92.51%, top5-acc=99.85%, remaining_time=0:00:13.543632, arrival_time=2021-04-14 22:06:42.876527, cost_time=0:01:00.193919 2021-04-14 22:06:33,081 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.2165, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:09.779380, arrival_time=2021-04-14 22:06:42.860450, cost_time=0:01:03.942072 2021-04-14 22:06:36,839 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.2158, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:06.017840, arrival_time=2021-04-14 22:06:42.857354, cost_time=0:01:07.700635 2021-04-14 22:06:40,595 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.27ms, fps=682 images/s, loss=0.2167, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:02.256534, arrival_time=2021-04-14 22:06:42.852291, cost_time=0:01:11.456888 2021-04-14 22:06:42,600 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.82ms, fps=679 images/s, loss=0.2160, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:42.600667, cost_time=0:01:13.461791 2021-04-14 22:06:43,949 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.49ms, fps=1901 images/s, loss=0.4980, top1-acc=83.91%, top5-acc=99.06%, remaining_time=0:00:04.038900, arrival_time=2021-04-14 22:06:47.987888, cost_time=0:00:01.346300 2021-04-14 22:06:45,134 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.64ms, fps=2160 images/s, loss=0.5180, top1-acc=83.48%, top5-acc=99.14%, remaining_time=0:00:02.532100, arrival_time=2021-04-14 22:06:47.666835, cost_time=0:00:02.532108 2021-04-14 22:06:46,325 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.35ms, fps=2151 images/s, loss=0.5422, top1-acc=82.84%, top5-acc=99.04%, remaining_time=0:00:01.240890, arrival_time=2021-04-14 22:06:47.566288, cost_time=0:00:03.722678 2021-04-14 22:06:47,403 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=1.36ms, fps=2153 images/s, loss=0.5485, top1-acc=82.81%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:47.403464, cost_time=0:00:04.800774 2021-04-14 22:06:48,095 INFO : Epoch=0042 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:29:05.874660, arrival_time=2021-04-15 01:35:53.970497, cost_time=0:55:34.979346 2021-04-14 22:06:48,097 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 22:06:52,056 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.22ms, fps=647 images/s, loss=0.1946, top1-acc=92.54%, top5-acc=99.92%, remaining_time=0:01:13.640004, arrival_time=2021-04-14 22:08:05.696603, cost_time=0:00:03.959135 2021-04-14 22:06:55,808 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.1985, top1-acc=92.97%, top5-acc=99.90%, remaining_time=0:01:07.856096, arrival_time=2021-04-14 22:08:03.664436, cost_time=0:00:07.710918 2021-04-14 22:06:59,602 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.56ms, fps=675 images/s, loss=0.1887, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:01:03.661996, arrival_time=2021-04-14 22:08:03.264567, cost_time=0:00:11.505175 2021-04-14 22:07:03,357 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.1909, top1-acc=93.35%, top5-acc=99.92%, remaining_time=0:00:59.513376, arrival_time=2021-04-14 22:08:02.870595, cost_time=0:00:15.259823 2021-04-14 22:07:07,113 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=0.1929, top1-acc=93.22%, top5-acc=99.91%, remaining_time=0:00:55.526866, arrival_time=2021-04-14 22:08:02.640358, cost_time=0:00:19.016071 2021-04-14 22:07:10,854 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1928, top1-acc=93.20%, top5-acc=99.93%, remaining_time=0:00:51.582216, arrival_time=2021-04-14 22:08:02.436520, cost_time=0:00:22.756839 2021-04-14 22:07:14,619 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.94ms, fps=680 images/s, loss=0.1958, top1-acc=93.10%, top5-acc=99.93%, remaining_time=0:00:47.739384, arrival_time=2021-04-14 22:08:02.358659, cost_time=0:00:26.521847 2021-04-14 22:07:18,372 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.1961, top1-acc=93.13%, top5-acc=99.92%, remaining_time=0:00:43.898460, arrival_time=2021-04-14 22:08:02.270758, cost_time=0:00:30.274776 2021-04-14 22:07:22,117 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.1967, top1-acc=93.19%, top5-acc=99.92%, remaining_time=0:00:40.068318, arrival_time=2021-04-14 22:08:02.185977, cost_time=0:00:34.020269 2021-04-14 22:07:25,870 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.1975, top1-acc=93.15%, top5-acc=99.91%, remaining_time=0:00:36.262368, arrival_time=2021-04-14 22:08:02.133033, cost_time=0:00:37.773278 2021-04-14 22:07:29,613 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.28ms, fps=684 images/s, loss=0.1990, top1-acc=93.13%, top5-acc=99.89%, remaining_time=0:00:32.458292, arrival_time=2021-04-14 22:08:02.072140, cost_time=0:00:41.516454 2021-04-14 22:07:33,355 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1995, top1-acc=93.12%, top5-acc=99.89%, remaining_time=0:00:28.663628, arrival_time=2021-04-14 22:08:02.019350, cost_time=0:00:45.258333 2021-04-14 22:07:37,100 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.2001, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:24.878238, arrival_time=2021-04-14 22:08:01.978305, cost_time=0:00:49.002605 2021-04-14 22:07:40,852 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1992, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:21.101808, arrival_time=2021-04-14 22:08:01.953745, cost_time=0:00:52.754481 2021-04-14 22:07:44,593 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.2000, top1-acc=93.10%, top5-acc=99.89%, remaining_time=0:00:17.325256, arrival_time=2021-04-14 22:08:01.918206, cost_time=0:00:56.495460 2021-04-14 22:07:48,342 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.2032, top1-acc=92.99%, top5-acc=99.89%, remaining_time=0:00:13.555008, arrival_time=2021-04-14 22:08:01.896915, cost_time=0:01:00.244513 2021-04-14 22:07:52,100 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.2046, top1-acc=92.97%, top5-acc=99.88%, remaining_time=0:00:09.788740, arrival_time=2021-04-14 22:08:01.889366, cost_time=0:01:04.003232 2021-04-14 22:07:55,839 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.10ms, fps=685 images/s, loss=0.2053, top1-acc=92.96%, top5-acc=99.88%, remaining_time=0:00:06.021552, arrival_time=2021-04-14 22:08:01.861367, cost_time=0:01:07.742422 2021-04-14 22:07:59,584 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.2059, top1-acc=92.95%, top5-acc=99.88%, remaining_time=0:00:02.257476, arrival_time=2021-04-14 22:08:01.841634, cost_time=0:01:11.486673 2021-04-14 22:08:01,589 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.98ms, fps=679 images/s, loss=0.2067, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:01.589058, cost_time=0:01:13.491669 2021-04-14 22:08:02,949 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.22ms, fps=1884 images/s, loss=0.6607, top1-acc=81.17%, top5-acc=98.59%, remaining_time=0:00:04.075590, arrival_time=2021-04-14 22:08:07.025241, cost_time=0:00:01.358531 2021-04-14 22:08:04,134 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.40ms, fps=2161 images/s, loss=0.6723, top1-acc=80.86%, top5-acc=98.55%, remaining_time=0:00:02.543720, arrival_time=2021-04-14 22:08:06.678561, cost_time=0:00:02.543727 2021-04-14 22:08:05,318 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.63ms, fps=2164 images/s, loss=0.6639, top1-acc=81.07%, top5-acc=98.50%, remaining_time=0:00:01.242420, arrival_time=2021-04-14 22:08:06.560923, cost_time=0:00:03.727259 2021-04-14 22:08:06,399 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=1.32ms, fps=2147 images/s, loss=0.6703, top1-acc=80.83%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:06.399671, cost_time=0:00:04.808578 2021-04-14 22:08:07,122 INFO : Epoch=0043 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:27:45.090831, arrival_time=2021-04-15 01:35:52.213080, cost_time=0:56:54.005760 2021-04-14 22:08:07,123 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 22:08:11,069 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.52ms, fps=649 images/s, loss=0.2027, top1-acc=92.85%, top5-acc=99.84%, remaining_time=0:01:13.388346, arrival_time=2021-04-14 22:09:24.457745, cost_time=0:00:03.945608 2021-04-14 22:08:14,820 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.2039, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:01:07.730256, arrival_time=2021-04-14 22:09:22.550580, cost_time=0:00:07.696627 2021-04-14 22:08:18,574 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=3.01ms, fps=682 images/s, loss=0.2047, top1-acc=92.80%, top5-acc=99.79%, remaining_time=0:01:03.361702, arrival_time=2021-04-14 22:09:21.936293, cost_time=0:00:11.450896 2021-04-14 22:08:22,322 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.2027, top1-acc=92.86%, top5-acc=99.81%, remaining_time=0:00:59.276568, arrival_time=2021-04-14 22:09:21.599380, cost_time=0:00:15.199120 2021-04-14 22:08:26,074 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.2071, top1-acc=92.76%, top5-acc=99.81%, remaining_time=0:00:55.333854, arrival_time=2021-04-14 22:09:21.407759, cost_time=0:00:18.949965 2021-04-14 22:08:29,818 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=2.96ms, fps=684 images/s, loss=0.2020, top1-acc=93.01%, top5-acc=99.83%, remaining_time=0:00:51.441456, arrival_time=2021-04-14 22:09:21.259893, cost_time=0:00:22.694738 2021-04-14 22:08:33,558 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.1990, top1-acc=93.11%, top5-acc=99.84%, remaining_time=0:00:47.582388, arrival_time=2021-04-14 22:09:21.140713, cost_time=0:00:26.434625 2021-04-14 22:08:37,307 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.2010, top1-acc=93.05%, top5-acc=99.84%, remaining_time=0:00:43.765872, arrival_time=2021-04-14 22:09:21.073042, cost_time=0:00:30.183342 2021-04-14 22:08:41,040 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.2003, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:39.946630, arrival_time=2021-04-14 22:09:20.987232, cost_time=0:00:33.916968 2021-04-14 22:08:44,780 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1988, top1-acc=93.14%, top5-acc=99.84%, remaining_time=0:00:36.150048, arrival_time=2021-04-14 22:09:20.930099, cost_time=0:00:37.656348 2021-04-14 22:08:48,525 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.1985, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:32.368852, arrival_time=2021-04-14 22:09:20.894567, cost_time=0:00:41.402023 2021-04-14 22:08:52,274 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=2.43ms, fps=683 images/s, loss=0.1984, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:28.595760, arrival_time=2021-04-14 22:09:20.870537, cost_time=0:00:45.151169 2021-04-14 22:08:56,014 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1980, top1-acc=93.11%, top5-acc=99.85%, remaining_time=0:00:24.821478, arrival_time=2021-04-14 22:09:20.835995, cost_time=0:00:48.890824 2021-04-14 22:08:59,763 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.1972, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:21.055888, arrival_time=2021-04-14 22:09:20.819238, cost_time=0:00:52.639655 2021-04-14 22:09:03,504 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1964, top1-acc=93.16%, top5-acc=99.86%, remaining_time=0:00:17.290020, arrival_time=2021-04-14 22:09:20.794274, cost_time=0:00:56.380540 2021-04-14 22:09:07,243 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1969, top1-acc=93.13%, top5-acc=99.86%, remaining_time=0:00:13.526820, arrival_time=2021-04-14 22:09:20.769846, cost_time=0:01:00.119218 2021-04-14 22:09:10,979 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1970, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:09.766172, arrival_time=2021-04-14 22:09:20.745577, cost_time=0:01:03.855795 2021-04-14 22:09:14,724 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1975, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:06.008960, arrival_time=2021-04-14 22:09:20.733324, cost_time=0:01:07.600754 2021-04-14 22:09:18,464 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.74ms, fps=685 images/s, loss=0.1979, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:02.252862, arrival_time=2021-04-14 22:09:20.717212, cost_time=0:01:11.340589 2021-04-14 22:09:20,462 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.40ms, fps=681 images/s, loss=0.1981, top1-acc=93.08%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:20.462801, cost_time=0:01:13.339190 2021-04-14 22:09:21,830 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.44ms, fps=1875 images/s, loss=0.4975, top1-acc=83.75%, top5-acc=99.73%, remaining_time=0:00:04.096020, arrival_time=2021-04-14 22:09:25.926140, cost_time=0:00:01.365337 2021-04-14 22:09:23,015 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.39ms, fps=2161 images/s, loss=0.4763, top1-acc=84.24%, top5-acc=99.51%, remaining_time=0:00:02.550340, arrival_time=2021-04-14 22:09:25.565376, cost_time=0:00:02.550345 2021-04-14 22:09:24,198 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.79ms, fps=2164 images/s, loss=0.4732, top1-acc=84.49%, top5-acc=99.45%, remaining_time=0:00:01.244530, arrival_time=2021-04-14 22:09:25.442798, cost_time=0:00:03.733576 2021-04-14 22:09:25,273 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.10ms, fps=2159 images/s, loss=0.4707, top1-acc=84.55%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:25.273258, cost_time=0:00:04.808586 2021-04-14 22:09:25,959 INFO : Epoch=0044 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:26:23.716176, arrival_time=2021-04-15 01:35:49.675697, cost_time=0:58:12.843031 2021-04-14 22:09:25,960 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 22:09:29,868 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.68ms, fps=655 images/s, loss=0.2154, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:01:12.671688, arrival_time=2021-04-14 22:10:42.539752, cost_time=0:00:03.907079 2021-04-14 22:09:33,619 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.2000, top1-acc=93.42%, top5-acc=99.94%, remaining_time=0:01:07.394096, arrival_time=2021-04-14 22:10:41.013492, cost_time=0:00:07.658411 2021-04-14 22:09:37,368 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.1971, top1-acc=93.42%, top5-acc=99.92%, remaining_time=0:01:03.120172, arrival_time=2021-04-14 22:10:40.488409, cost_time=0:00:11.407255 2021-04-14 22:09:41,109 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.1931, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:00:59.078292, arrival_time=2021-04-14 22:10:40.187680, cost_time=0:00:15.148294 2021-04-14 22:09:44,867 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.1893, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:55.206980, arrival_time=2021-04-14 22:10:40.074495, cost_time=0:00:18.906496 2021-04-14 22:09:48,621 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.1924, top1-acc=93.45%, top5-acc=99.90%, remaining_time=0:00:51.362712, arrival_time=2021-04-14 22:10:39.983724, cost_time=0:00:22.659994 2021-04-14 22:09:52,373 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.1931, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:47.542698, arrival_time=2021-04-14 22:10:39.916306, cost_time=0:00:26.412608 2021-04-14 22:09:56,132 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.1956, top1-acc=93.39%, top5-acc=99.89%, remaining_time=0:00:43.748704, arrival_time=2021-04-14 22:10:39.881303, cost_time=0:00:30.171542 2021-04-14 22:09:59,887 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.1965, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:39.958078, arrival_time=2021-04-14 22:10:39.845752, cost_time=0:00:33.926690 2021-04-14 22:10:03,639 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.1987, top1-acc=93.26%, top5-acc=99.87%, remaining_time=0:00:36.171744, arrival_time=2021-04-14 22:10:39.811609, cost_time=0:00:37.678879 2021-04-14 22:10:07,388 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.1988, top1-acc=93.27%, top5-acc=99.87%, remaining_time=0:00:32.388890, arrival_time=2021-04-14 22:10:39.777554, cost_time=0:00:41.427666 2021-04-14 22:10:11,149 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.2023, top1-acc=93.16%, top5-acc=99.87%, remaining_time=0:00:28.619092, arrival_time=2021-04-14 22:10:39.768201, cost_time=0:00:45.188015 2021-04-14 22:10:14,896 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.2014, top1-acc=93.16%, top5-acc=99.87%, remaining_time=0:00:24.844116, arrival_time=2021-04-14 22:10:39.740549, cost_time=0:00:48.935439 2021-04-14 22:10:18,642 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.2013, top1-acc=93.17%, top5-acc=99.87%, remaining_time=0:00:21.072520, arrival_time=2021-04-14 22:10:39.714813, cost_time=0:00:52.681302 2021-04-14 22:10:22,388 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.2018, top1-acc=93.13%, top5-acc=99.87%, remaining_time=0:00:17.304418, arrival_time=2021-04-14 22:10:39.692836, cost_time=0:00:56.427432 2021-04-14 22:10:26,144 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=2.57ms, fps=682 images/s, loss=0.2017, top1-acc=93.15%, top5-acc=99.87%, remaining_time=0:00:13.541184, arrival_time=2021-04-14 22:10:39.685277, cost_time=0:01:00.183078 2021-04-14 22:10:29,898 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.2026, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:09.778730, arrival_time=2021-04-14 22:10:39.677586, cost_time=0:01:03.937842 2021-04-14 22:10:33,653 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.2036, top1-acc=93.10%, top5-acc=99.87%, remaining_time=0:00:06.017136, arrival_time=2021-04-14 22:10:39.670929, cost_time=0:01:07.692800 2021-04-14 22:10:37,400 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.2045, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:02.255976, arrival_time=2021-04-14 22:10:39.656269, cost_time=0:01:11.439278 2021-04-14 22:10:39,399 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.2043, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:39.399129, cost_time=0:01:13.438079 2021-04-14 22:10:40,762 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.77ms, fps=1882 images/s, loss=0.5824, top1-acc=82.19%, top5-acc=98.67%, remaining_time=0:00:04.080780, arrival_time=2021-04-14 22:10:44.843384, cost_time=0:00:01.360263 2021-04-14 22:10:41,948 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.61ms, fps=2161 images/s, loss=0.5883, top1-acc=82.11%, top5-acc=98.71%, remaining_time=0:00:02.545540, arrival_time=2021-04-14 22:10:44.493454, cost_time=0:00:02.545539 2021-04-14 22:10:43,129 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.85ms, fps=2167 images/s, loss=0.5981, top1-acc=81.67%, top5-acc=98.67%, remaining_time=0:00:01.242520, arrival_time=2021-04-14 22:10:44.372384, cost_time=0:00:03.727562 2021-04-14 22:10:44,216 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.09ms, fps=2137 images/s, loss=0.6257, top1-acc=81.46%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:44.216160, cost_time=0:00:04.813940 2021-04-14 22:10:44,946 INFO : Epoch=0045 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:25:02.967675, arrival_time=2021-04-15 01:35:47.913564, cost_time=0:59:31.829337 2021-04-14 22:10:44,948 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 22:10:48,886 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.48ms, fps=650 images/s, loss=0.2191, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:01:13.239546, arrival_time=2021-04-14 22:12:02.126187, cost_time=0:00:03.937611 2021-04-14 22:10:52,628 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=2.20ms, fps=684 images/s, loss=0.2095, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:01:07.575200, arrival_time=2021-04-14 22:12:00.203176, cost_time=0:00:07.678997 2021-04-14 22:10:56,375 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.2060, top1-acc=93.12%, top5-acc=99.79%, remaining_time=0:01:03.226412, arrival_time=2021-04-14 22:11:59.601811, cost_time=0:00:11.426458 2021-04-14 22:11:00,117 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.2051, top1-acc=93.13%, top5-acc=99.84%, remaining_time=0:00:59.155512, arrival_time=2021-04-14 22:11:59.272786, cost_time=0:00:15.168082 2021-04-14 22:11:03,864 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.2034, top1-acc=93.15%, top5-acc=99.83%, remaining_time=0:00:55.234428, arrival_time=2021-04-14 22:11:59.099284, cost_time=0:00:18.915898 2021-04-14 22:11:07,642 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.82ms, fps=678 images/s, loss=0.2012, top1-acc=93.20%, top5-acc=99.85%, remaining_time=0:00:51.438600, arrival_time=2021-04-14 22:11:59.081024, cost_time=0:00:22.693481 2021-04-14 22:11:11,384 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.2038, top1-acc=93.18%, top5-acc=99.85%, remaining_time=0:00:47.583144, arrival_time=2021-04-14 22:11:58.967197, cost_time=0:00:26.435106 2021-04-14 22:11:15,124 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.2016, top1-acc=93.20%, top5-acc=99.85%, remaining_time=0:00:43.754736, arrival_time=2021-04-14 22:11:58.879346, cost_time=0:00:30.175648 2021-04-14 22:11:18,865 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1994, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:00:39.946206, arrival_time=2021-04-14 22:11:58.811761, cost_time=0:00:33.916584 2021-04-14 22:11:22,612 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1998, top1-acc=93.22%, top5-acc=99.87%, remaining_time=0:00:36.156672, arrival_time=2021-04-14 22:11:58.768816, cost_time=0:00:37.663192 2021-04-14 22:11:26,366 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.1980, top1-acc=93.26%, top5-acc=99.88%, remaining_time=0:00:32.380978, arrival_time=2021-04-14 22:11:58.747558, cost_time=0:00:41.417505 2021-04-14 22:11:30,131 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.79ms, fps=680 images/s, loss=0.1988, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:28.615368, arrival_time=2021-04-14 22:11:58.746467, cost_time=0:00:45.182112 2021-04-14 22:11:33,875 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.2003, top1-acc=93.20%, top5-acc=99.86%, remaining_time=0:00:24.839694, arrival_time=2021-04-14 22:11:58.715317, cost_time=0:00:48.926671 2021-04-14 22:11:37,621 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.2030, top1-acc=93.08%, top5-acc=99.85%, remaining_time=0:00:21.068824, arrival_time=2021-04-14 22:11:58.689813, cost_time=0:00:52.672040 2021-04-14 22:11:41,362 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.2028, top1-acc=93.07%, top5-acc=99.85%, remaining_time=0:00:17.299956, arrival_time=2021-04-14 22:11:58.661913, cost_time=0:00:56.412916 2021-04-14 22:11:45,106 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.2012, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:13.535424, arrival_time=2021-04-14 22:11:58.641654, cost_time=0:01:00.157365 2021-04-14 22:11:48,856 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.2026, top1-acc=93.11%, top5-acc=99.85%, remaining_time=0:00:09.774128, arrival_time=2021-04-14 22:11:58.630978, cost_time=0:01:03.907786 2021-04-14 22:11:52,599 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.2033, top1-acc=93.09%, top5-acc=99.85%, remaining_time=0:00:06.013360, arrival_time=2021-04-14 22:11:58.612668, cost_time=0:01:07.650370 2021-04-14 22:11:56,352 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=3.54ms, fps=682 images/s, loss=0.2041, top1-acc=93.03%, top5-acc=99.85%, remaining_time=0:00:02.254854, arrival_time=2021-04-14 22:11:58.607585, cost_time=0:01:11.403742 2021-04-14 22:11:58,351 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.2043, top1-acc=93.03%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:58.350928, cost_time=0:01:13.401981 2021-04-14 22:11:59,677 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.23ms, fps=1933 images/s, loss=0.5758, top1-acc=82.62%, top5-acc=99.02%, remaining_time=0:00:03.972480, arrival_time=2021-04-14 22:12:03.649558, cost_time=0:00:01.324160 2021-04-14 22:12:00,860 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.37ms, fps=2164 images/s, loss=0.5596, top1-acc=83.42%, top5-acc=99.06%, remaining_time=0:00:02.507300, arrival_time=2021-04-14 22:12:03.367541, cost_time=0:00:02.507300 2021-04-14 22:12:02,044 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.37ms, fps=2164 images/s, loss=0.5637, top1-acc=83.46%, top5-acc=99.01%, remaining_time=0:00:01.230330, arrival_time=2021-04-14 22:12:03.274326, cost_time=0:00:03.690994 2021-04-14 22:12:03,121 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.08ms, fps=2154 images/s, loss=0.5543, top1-acc=83.39%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:03.121307, cost_time=0:00:04.768409 2021-04-14 22:12:03,830 INFO : Epoch=0046 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:23:41.956208, arrival_time=2021-04-15 01:35:45.786904, cost_time=1:00:50.714209 2021-04-14 22:12:03,831 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 22:12:07,781 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.49ms, fps=648 images/s, loss=0.2075, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:01:13.446936, arrival_time=2021-04-14 22:13:21.227898, cost_time=0:00:03.948763 2021-04-14 22:12:11,523 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1972, top1-acc=93.20%, top5-acc=99.92%, remaining_time=0:01:07.681328, arrival_time=2021-04-14 22:13:19.204572, cost_time=0:00:07.691057 2021-04-14 22:12:15,273 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=2.49ms, fps=683 images/s, loss=0.1862, top1-acc=93.65%, top5-acc=99.93%, remaining_time=0:01:03.308084, arrival_time=2021-04-14 22:13:18.581488, cost_time=0:00:11.441233 2021-04-14 22:12:19,028 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1892, top1-acc=93.51%, top5-acc=99.92%, remaining_time=0:00:59.263776, arrival_time=2021-04-14 22:13:18.291780, cost_time=0:00:15.195834 2021-04-14 22:12:22,775 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.1877, top1-acc=93.50%, top5-acc=99.94%, remaining_time=0:00:55.313560, arrival_time=2021-04-14 22:13:18.088740, cost_time=0:00:18.943002 2021-04-14 22:12:26,517 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1827, top1-acc=93.72%, top5-acc=99.93%, remaining_time=0:00:51.419152, arrival_time=2021-04-14 22:13:17.936388, cost_time=0:00:22.684916 2021-04-14 22:12:30,261 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1847, top1-acc=93.64%, top5-acc=99.93%, remaining_time=0:00:47.573316, arrival_time=2021-04-14 22:13:17.835143, cost_time=0:00:26.429586 2021-04-14 22:12:34,002 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.1897, top1-acc=93.45%, top5-acc=99.92%, remaining_time=0:00:43.747080, arrival_time=2021-04-14 22:13:17.749892, cost_time=0:00:30.170418 2021-04-14 22:12:37,758 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.1934, top1-acc=93.31%, top5-acc=99.90%, remaining_time=0:00:39.957336, arrival_time=2021-04-14 22:13:17.715529, cost_time=0:00:33.926020 2021-04-14 22:12:41,492 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.1943, top1-acc=93.21%, top5-acc=99.91%, remaining_time=0:00:36.153408, arrival_time=2021-04-14 22:13:17.645350, cost_time=0:00:37.659764 2021-04-14 22:12:45,236 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.1935, top1-acc=93.17%, top5-acc=99.91%, remaining_time=0:00:32.370400, arrival_time=2021-04-14 22:13:17.606531, cost_time=0:00:41.403948 2021-04-14 22:12:48,985 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1936, top1-acc=93.16%, top5-acc=99.91%, remaining_time=0:00:28.596672, arrival_time=2021-04-14 22:13:17.581566, cost_time=0:00:45.152646 2021-04-14 22:12:52,737 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.1967, top1-acc=93.08%, top5-acc=99.89%, remaining_time=0:00:24.828936, arrival_time=2021-04-14 22:13:17.566641, cost_time=0:00:48.905527 2021-04-14 22:12:56,475 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.1977, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:21.057232, arrival_time=2021-04-14 22:13:17.532507, cost_time=0:00:52.643096 2021-04-14 22:13:00,224 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.1985, top1-acc=93.07%, top5-acc=99.88%, remaining_time=0:00:17.293608, arrival_time=2021-04-14 22:13:17.517896, cost_time=0:00:56.392198 2021-04-14 22:13:03,963 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.1995, top1-acc=93.03%, top5-acc=99.88%, remaining_time=0:00:13.529412, arrival_time=2021-04-14 22:13:17.492350, cost_time=0:01:00.130757 2021-04-14 22:13:07,716 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1994, top1-acc=93.06%, top5-acc=99.88%, remaining_time=0:00:09.770462, arrival_time=2021-04-14 22:13:17.486420, cost_time=0:01:03.883777 2021-04-14 22:13:11,469 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.2002, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:06.012192, arrival_time=2021-04-14 22:13:17.481742, cost_time=0:01:07.637246 2021-04-14 22:13:15,228 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.2008, top1-acc=93.00%, top5-acc=99.87%, remaining_time=0:00:02.254632, arrival_time=2021-04-14 22:13:17.483481, cost_time=0:01:11.396750 2021-04-14 22:13:17,226 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.2007, top1-acc=93.02%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:17.226032, cost_time=0:01:13.393818 2021-04-14 22:13:18,540 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.49ms, fps=1954 images/s, loss=0.7551, top1-acc=79.45%, top5-acc=98.09%, remaining_time=0:00:03.929550, arrival_time=2021-04-14 22:13:22.469718, cost_time=0:00:01.309851 2021-04-14 22:13:19,723 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.51ms, fps=2165 images/s, loss=0.7992, top1-acc=78.46%, top5-acc=98.18%, remaining_time=0:00:02.492820, arrival_time=2021-04-14 22:13:22.215867, cost_time=0:00:02.492819 2021-04-14 22:13:20,905 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.50ms, fps=2165 images/s, loss=0.8223, top1-acc=77.90%, top5-acc=98.11%, remaining_time=0:00:01.225110, arrival_time=2021-04-14 22:13:22.130800, cost_time=0:00:03.675334 2021-04-14 22:13:21,982 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=1.40ms, fps=2156 images/s, loss=0.8376, top1-acc=78.01%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:21.982259, cost_time=0:00:04.752056 2021-04-14 22:13:22,706 INFO : Epoch=0047 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:22:21.005634, arrival_time=2021-04-15 01:35:43.712091, cost_time=1:02:09.589968 2021-04-14 22:13:22,707 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 22:13:26,638 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.34ms, fps=651 images/s, loss=0.1771, top1-acc=93.87%, top5-acc=100.00%, remaining_time=0:01:13.095768, arrival_time=2021-04-14 22:14:39.733671, cost_time=0:00:03.929883 2021-04-14 22:13:30,383 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.1956, top1-acc=93.28%, top5-acc=99.96%, remaining_time=0:01:07.542464, arrival_time=2021-04-14 22:14:37.925650, cost_time=0:00:07.675284 2021-04-14 22:13:34,122 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1928, top1-acc=93.50%, top5-acc=99.91%, remaining_time=0:01:03.160344, arrival_time=2021-04-14 22:14:37.282809, cost_time=0:00:11.414509 2021-04-14 22:13:37,859 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1965, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:59.091864, arrival_time=2021-04-14 22:14:36.951643, cost_time=0:00:15.151767 2021-04-14 22:13:41,611 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1953, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:55.199534, arrival_time=2021-04-14 22:14:36.811411, cost_time=0:00:18.903974 2021-04-14 22:13:45,373 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.1910, top1-acc=93.59%, top5-acc=99.91%, remaining_time=0:00:51.375224, arrival_time=2021-04-14 22:14:36.748802, cost_time=0:00:22.665558 2021-04-14 22:13:49,116 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=0.1923, top1-acc=93.60%, top5-acc=99.92%, remaining_time=0:00:47.536020, arrival_time=2021-04-14 22:14:36.652855, cost_time=0:00:26.408928 2021-04-14 22:13:52,885 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.44ms, fps=679 images/s, loss=0.1926, top1-acc=93.54%, top5-acc=99.91%, remaining_time=0:00:43.756940, arrival_time=2021-04-14 22:14:36.642042, cost_time=0:00:30.177192 2021-04-14 22:13:56,634 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.1953, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:39.958290, arrival_time=2021-04-14 22:14:36.593084, cost_time=0:00:33.926885 2021-04-14 22:14:00,398 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.44ms, fps=680 images/s, loss=0.1946, top1-acc=93.49%, top5-acc=99.87%, remaining_time=0:00:36.182592, arrival_time=2021-04-14 22:14:36.580698, cost_time=0:00:37.690205 2021-04-14 22:14:04,158 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.97ms, fps=681 images/s, loss=0.1948, top1-acc=93.46%, top5-acc=99.87%, remaining_time=0:00:32.406606, arrival_time=2021-04-14 22:14:36.564931, cost_time=0:00:41.450292 2021-04-14 22:14:07,909 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1951, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:28.627452, arrival_time=2021-04-14 22:14:36.536604, cost_time=0:00:45.201247 2021-04-14 22:14:11,643 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.34ms, fps=686 images/s, loss=0.1953, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:24.844314, arrival_time=2021-04-14 22:14:36.488042, cost_time=0:00:48.935819 2021-04-14 22:14:15,399 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1949, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:00:21.076776, arrival_time=2021-04-14 22:14:36.476574, cost_time=0:00:52.691892 2021-04-14 22:14:19,138 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.00ms, fps=685 images/s, loss=0.1958, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:17.305430, arrival_time=2021-04-14 22:14:36.444095, cost_time=0:00:56.430737 2021-04-14 22:14:22,901 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.1952, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:13.543488, arrival_time=2021-04-14 22:14:36.444645, cost_time=0:01:00.193253 2021-04-14 22:14:26,661 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.1944, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:09.781096, arrival_time=2021-04-14 22:14:36.442346, cost_time=0:01:03.953318 2021-04-14 22:14:30,404 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.1960, top1-acc=93.37%, top5-acc=99.87%, remaining_time=0:00:06.017440, arrival_time=2021-04-14 22:14:36.421577, cost_time=0:01:07.696229 2021-04-14 22:14:34,143 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.68ms, fps=685 images/s, loss=0.1967, top1-acc=93.33%, top5-acc=99.86%, remaining_time=0:00:02.255862, arrival_time=2021-04-14 22:14:36.399226, cost_time=0:01:11.435546 2021-04-14 22:14:36,142 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.1971, top1-acc=93.33%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:36.142476, cost_time=0:01:13.434581 2021-04-14 22:14:37,502 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.41ms, fps=1885 images/s, loss=0.4291, top1-acc=86.05%, top5-acc=99.34%, remaining_time=0:00:04.073370, arrival_time=2021-04-14 22:14:41.575664, cost_time=0:00:01.357788 2021-04-14 22:14:38,683 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.37ms, fps=2169 images/s, loss=0.4365, top1-acc=86.09%, top5-acc=99.34%, remaining_time=0:00:02.538820, arrival_time=2021-04-14 22:14:41.222269, cost_time=0:00:02.538820 2021-04-14 22:14:39,868 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.41ms, fps=2162 images/s, loss=0.4343, top1-acc=86.13%, top5-acc=99.37%, remaining_time=0:00:01.241240, arrival_time=2021-04-14 22:14:41.109403, cost_time=0:00:03.723735 2021-04-14 22:14:40,947 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=1.19ms, fps=2151 images/s, loss=0.4315, top1-acc=86.30%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:40.946984, cost_time=0:00:04.802594 2021-04-14 22:14:41,653 INFO : Epoch=0048 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:21:00.365976, arrival_time=2021-04-15 01:35:42.019079, cost_time=1:03:28.536615 2021-04-14 22:14:41,654 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 22:14:45,591 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.56ms, fps=650 images/s, loss=0.1993, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:01:13.220016, arrival_time=2021-04-14 22:15:58.811161, cost_time=0:00:03.936559 2021-04-14 22:14:49,347 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.2007, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:01:07.692944, arrival_time=2021-04-14 22:15:57.039846, cost_time=0:00:07.692372 2021-04-14 22:14:53,101 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.2017, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:01:03.341616, arrival_time=2021-04-14 22:15:56.443414, cost_time=0:00:11.447272 2021-04-14 22:14:56,850 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.1958, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:59.265180, arrival_time=2021-04-14 22:15:56.116049, cost_time=0:00:15.196205 2021-04-14 22:15:00,604 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.1973, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:55.334438, arrival_time=2021-04-14 22:15:55.939123, cost_time=0:00:18.950159 2021-04-14 22:15:04,353 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.1956, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:51.451248, arrival_time=2021-04-14 22:15:55.804958, cost_time=0:00:22.699106 2021-04-14 22:15:08,099 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.1920, top1-acc=93.21%, top5-acc=99.89%, remaining_time=0:00:47.601288, arrival_time=2021-04-14 22:15:55.701010, cost_time=0:00:26.445194 2021-04-14 22:15:11,833 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.1911, top1-acc=93.29%, top5-acc=99.90%, remaining_time=0:00:43.759260, arrival_time=2021-04-14 22:15:55.592601, cost_time=0:00:30.178817 2021-04-14 22:15:15,581 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1903, top1-acc=93.31%, top5-acc=99.90%, remaining_time=0:00:39.957760, arrival_time=2021-04-14 22:15:55.538659, cost_time=0:00:33.926362 2021-04-14 22:15:19,329 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.1920, top1-acc=93.25%, top5-acc=99.91%, remaining_time=0:00:36.168000, arrival_time=2021-04-14 22:15:55.497581, cost_time=0:00:37.675048 2021-04-14 22:15:23,077 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1949, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:32.385106, arrival_time=2021-04-14 22:15:55.462518, cost_time=0:00:41.422785 2021-04-14 22:15:26,823 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.1940, top1-acc=93.24%, top5-acc=99.91%, remaining_time=0:00:28.607008, arrival_time=2021-04-14 22:15:55.430671, cost_time=0:00:45.169004 2021-04-14 22:15:30,575 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1934, top1-acc=93.25%, top5-acc=99.90%, remaining_time=0:00:24.836922, arrival_time=2021-04-14 22:15:55.412792, cost_time=0:00:48.921269 2021-04-14 22:15:34,330 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1952, top1-acc=93.17%, top5-acc=99.89%, remaining_time=0:00:21.070112, arrival_time=2021-04-14 22:15:55.400002, cost_time=0:00:52.675232 2021-04-14 22:15:38,075 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1963, top1-acc=93.14%, top5-acc=99.89%, remaining_time=0:00:17.302486, arrival_time=2021-04-14 22:15:55.378184, cost_time=0:00:56.421099 2021-04-14 22:15:41,825 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.1973, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:13.538412, arrival_time=2021-04-14 22:15:55.363677, cost_time=0:01:00.170737 2021-04-14 22:15:45,569 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.90ms, fps=684 images/s, loss=0.1977, top1-acc=93.10%, top5-acc=99.89%, remaining_time=0:00:09.775194, arrival_time=2021-04-14 22:15:55.344563, cost_time=0:01:03.914803 2021-04-14 22:15:49,312 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1980, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:06.014048, arrival_time=2021-04-14 22:15:55.326693, cost_time=0:01:07.658069 2021-04-14 22:15:53,051 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1983, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:02.254656, arrival_time=2021-04-14 22:15:55.306512, cost_time=0:01:11.397409 2021-04-14 22:15:55,056 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.25ms, fps=678 images/s, loss=0.1987, top1-acc=93.08%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:55.056844, cost_time=0:01:13.402246 2021-04-14 22:15:56,395 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.30ms, fps=1918 images/s, loss=0.5400, top1-acc=83.59%, top5-acc=99.22%, remaining_time=0:00:04.005000, arrival_time=2021-04-14 22:16:00.400105, cost_time=0:00:01.335003 2021-04-14 22:15:57,578 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.37ms, fps=2164 images/s, loss=0.5578, top1-acc=83.69%, top5-acc=99.10%, remaining_time=0:00:02.518300, arrival_time=2021-04-14 22:16:00.096658, cost_time=0:00:02.518309 2021-04-14 22:15:58,761 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.36ms, fps=2165 images/s, loss=0.5502, top1-acc=83.85%, top5-acc=99.05%, remaining_time=0:00:01.233650, arrival_time=2021-04-14 22:15:59.994650, cost_time=0:00:03.700952 2021-04-14 22:15:59,838 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.09ms, fps=2155 images/s, loss=0.5613, top1-acc=83.78%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:59.838016, cost_time=0:00:04.777969 2021-04-14 22:16:00,566 INFO : Epoch=0049 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:19:39.693116, arrival_time=2021-04-15 01:35:40.259708, cost_time=1:04:47.450103 2021-04-14 22:16:00,567 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 22:16:04,498 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.42ms, fps=651 images/s, loss=0.1891, top1-acc=93.55%, top5-acc=99.84%, remaining_time=0:01:13.100418, arrival_time=2021-04-14 22:17:17.598497, cost_time=0:00:03.930132 2021-04-14 22:16:08,240 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1826, top1-acc=94.02%, top5-acc=99.86%, remaining_time=0:01:07.518000, arrival_time=2021-04-14 22:17:15.758453, cost_time=0:00:07.672500 2021-04-14 22:16:11,983 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=2.19ms, fps=684 images/s, loss=0.1842, top1-acc=93.93%, top5-acc=99.87%, remaining_time=0:01:03.162668, arrival_time=2021-04-14 22:17:15.145572, cost_time=0:00:11.414927 2021-04-14 22:16:15,726 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1832, top1-acc=93.95%, top5-acc=99.87%, remaining_time=0:00:59.119320, arrival_time=2021-04-14 22:17:14.846063, cost_time=0:00:15.158787 2021-04-14 22:16:19,497 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.84ms, fps=679 images/s, loss=0.1825, top1-acc=93.86%, top5-acc=99.89%, remaining_time=0:00:55.274432, arrival_time=2021-04-14 22:17:14.772015, cost_time=0:00:18.929602 2021-04-14 22:16:23,244 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1795, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:51.400928, arrival_time=2021-04-14 22:17:14.645808, cost_time=0:00:22.676892 2021-04-14 22:16:26,992 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.1806, top1-acc=93.91%, top5-acc=99.89%, remaining_time=0:00:47.562858, arrival_time=2021-04-14 22:17:14.554723, cost_time=0:00:26.423800 2021-04-14 22:16:30,737 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1813, top1-acc=93.84%, top5-acc=99.88%, remaining_time=0:00:43.744992, arrival_time=2021-04-14 22:17:14.481965, cost_time=0:00:30.168961 2021-04-14 22:16:34,478 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.96ms, fps=684 images/s, loss=0.1821, top1-acc=93.79%, top5-acc=99.88%, remaining_time=0:00:39.939422, arrival_time=2021-04-14 22:17:14.418203, cost_time=0:00:33.910794 2021-04-14 22:16:38,227 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.1823, top1-acc=93.76%, top5-acc=99.89%, remaining_time=0:00:36.153408, arrival_time=2021-04-14 22:17:14.381154, cost_time=0:00:37.659793 2021-04-14 22:16:41,973 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1842, top1-acc=93.68%, top5-acc=99.89%, remaining_time=0:00:32.371862, arrival_time=2021-04-14 22:17:14.345666, cost_time=0:00:41.405821 2021-04-14 22:16:45,726 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=7.71ms, fps=682 images/s, loss=0.1851, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:28.599940, arrival_time=2021-04-14 22:17:14.325892, cost_time=0:00:45.157749 2021-04-14 22:16:49,474 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.58ms, fps=683 images/s, loss=0.1857, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:24.829596, arrival_time=2021-04-14 22:17:14.304206, cost_time=0:00:48.906737 2021-04-14 22:16:53,214 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.1866, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:21.058688, arrival_time=2021-04-14 22:17:14.273390, cost_time=0:00:52.646702 2021-04-14 22:16:56,959 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1879, top1-acc=93.53%, top5-acc=99.89%, remaining_time=0:00:17.293424, arrival_time=2021-04-14 22:17:14.252916, cost_time=0:00:56.391616 2021-04-14 22:17:00,697 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.1879, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:13.529124, arrival_time=2021-04-14 22:17:14.226357, cost_time=0:01:00.129369 2021-04-14 22:17:04,442 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.1899, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:09.769006, arrival_time=2021-04-14 22:17:14.211283, cost_time=0:01:03.874325 2021-04-14 22:17:08,187 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1900, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:06.010624, arrival_time=2021-04-14 22:17:14.198037, cost_time=0:01:07.619462 2021-04-14 22:17:11,928 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.1906, top1-acc=93.43%, top5-acc=99.89%, remaining_time=0:00:02.253480, arrival_time=2021-04-14 22:17:14.181542, cost_time=0:01:11.360202 2021-04-14 22:17:13,928 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.1914, top1-acc=93.39%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:13.928624, cost_time=0:01:13.360668 2021-04-14 22:17:15,286 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.22ms, fps=1888 images/s, loss=0.5624, top1-acc=82.11%, top5-acc=99.02%, remaining_time=0:00:04.067520, arrival_time=2021-04-14 22:17:19.353958, cost_time=0:00:01.355837 2021-04-14 22:17:16,469 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.48ms, fps=2164 images/s, loss=0.5749, top1-acc=81.91%, top5-acc=99.04%, remaining_time=0:00:02.539300, arrival_time=2021-04-14 22:17:19.009191, cost_time=0:00:02.539293 2021-04-14 22:17:17,652 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.39ms, fps=2166 images/s, loss=0.5516, top1-acc=82.43%, top5-acc=99.17%, remaining_time=0:00:01.240520, arrival_time=2021-04-14 22:17:18.892649, cost_time=0:00:03.721559 2021-04-14 22:17:18,727 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=1.20ms, fps=2158 images/s, loss=0.5380, top1-acc=82.45%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:18.727598, cost_time=0:00:04.797059 2021-04-14 22:17:19,511 INFO : Epoch=0050 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:18:19.185750, arrival_time=2021-04-15 01:35:38.697532, cost_time=1:06:06.395269 2021-04-14 22:17:19,513 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 22:17:23,477 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.42ms, fps=646 images/s, loss=0.2116, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:01:13.715334, arrival_time=2021-04-14 22:18:37.192185, cost_time=0:00:03.963186 2021-04-14 22:17:27,223 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.2146, top1-acc=92.93%, top5-acc=99.90%, remaining_time=0:01:07.849936, arrival_time=2021-04-14 22:18:35.073570, cost_time=0:00:07.710216 2021-04-14 22:17:30,966 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.73ms, fps=684 images/s, loss=0.2008, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:01:03.373322, arrival_time=2021-04-14 22:18:34.339753, cost_time=0:00:11.453016 2021-04-14 22:17:34,725 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.1947, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:59.326800, arrival_time=2021-04-14 22:18:34.052281, cost_time=0:00:15.212010 2021-04-14 22:17:38,505 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.72ms, fps=677 images/s, loss=0.1858, top1-acc=93.59%, top5-acc=99.89%, remaining_time=0:00:55.455472, arrival_time=2021-04-14 22:18:33.960482, cost_time=0:00:18.991587 2021-04-14 22:17:42,263 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.1857, top1-acc=93.62%, top5-acc=99.90%, remaining_time=0:00:51.566440, arrival_time=2021-04-14 22:18:33.829911, cost_time=0:00:22.749879 2021-04-14 22:17:46,007 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1823, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:47.688228, arrival_time=2021-04-14 22:18:33.695138, cost_time=0:00:26.493489 2021-04-14 22:17:49,752 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1795, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:43.846144, arrival_time=2021-04-14 22:18:33.598289, cost_time=0:00:30.238728 2021-04-14 22:17:53,508 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.1801, top1-acc=93.80%, top5-acc=99.90%, remaining_time=0:00:40.038426, arrival_time=2021-04-14 22:18:33.546688, cost_time=0:00:33.994847 2021-04-14 22:17:57,256 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1799, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:36.233568, arrival_time=2021-04-14 22:18:33.490350, cost_time=0:00:37.743307 2021-04-14 22:18:00,997 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=0.1833, top1-acc=93.64%, top5-acc=99.88%, remaining_time=0:00:32.433180, arrival_time=2021-04-14 22:18:33.430989, cost_time=0:00:41.484325 2021-04-14 22:18:04,740 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.1853, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:28.644020, arrival_time=2021-04-14 22:18:33.384891, cost_time=0:00:45.227454 2021-04-14 22:18:08,494 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.1861, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:24.867348, arrival_time=2021-04-14 22:18:33.362043, cost_time=0:00:48.981176 2021-04-14 22:18:12,243 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.1879, top1-acc=93.49%, top5-acc=99.88%, remaining_time=0:00:21.092176, arrival_time=2021-04-14 22:18:33.335965, cost_time=0:00:52.730459 2021-04-14 22:18:15,979 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.1872, top1-acc=93.53%, top5-acc=99.87%, remaining_time=0:00:17.316378, arrival_time=2021-04-14 22:18:33.296214, cost_time=0:00:56.466411 2021-04-14 22:18:19,736 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.34ms, fps=681 images/s, loss=0.1891, top1-acc=93.47%, top5-acc=99.87%, remaining_time=0:00:13.550292, arrival_time=2021-04-14 22:18:33.287140, cost_time=0:01:00.223516 2021-04-14 22:18:23,482 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1887, top1-acc=93.47%, top5-acc=99.87%, remaining_time=0:00:09.783410, arrival_time=2021-04-14 22:18:33.265327, cost_time=0:01:03.968496 2021-04-14 22:18:27,235 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.1890, top1-acc=93.47%, top5-acc=99.87%, remaining_time=0:00:06.019744, arrival_time=2021-04-14 22:18:33.255235, cost_time=0:01:07.722042 2021-04-14 22:18:30,973 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.1883, top1-acc=93.49%, top5-acc=99.87%, remaining_time=0:00:02.256630, arrival_time=2021-04-14 22:18:33.230160, cost_time=0:01:11.459925 2021-04-14 22:18:32,973 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.37ms, fps=680 images/s, loss=0.1885, top1-acc=93.50%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:32.972991, cost_time=0:01:13.459646 2021-04-14 22:18:34,274 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.21ms, fps=1970 images/s, loss=0.7254, top1-acc=79.41%, top5-acc=98.32%, remaining_time=0:00:03.899220, arrival_time=2021-04-14 22:18:38.173812, cost_time=0:00:01.299738 2021-04-14 22:18:35,461 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.34ms, fps=2158 images/s, loss=0.7260, top1-acc=79.08%, top5-acc=98.36%, remaining_time=0:00:02.486460, arrival_time=2021-04-14 22:18:37.947780, cost_time=0:00:02.486458 2021-04-14 22:18:36,646 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.61ms, fps=2161 images/s, loss=0.7243, top1-acc=79.23%, top5-acc=98.31%, remaining_time=0:00:01.223890, arrival_time=2021-04-14 22:18:37.870447, cost_time=0:00:03.671666 2021-04-14 22:18:37,726 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.23ms, fps=2149 images/s, loss=0.7235, top1-acc=79.26%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:37.726317, cost_time=0:00:04.751474 2021-04-14 22:18:38,465 INFO : Epoch=0051 complete, best val top1-acc=86.43%, top5-acc=99.52% (epoch=39), remaining_time=3:16:58.765824, arrival_time=2021-04-15 01:35:37.231716, cost_time=1:07:25.349398 2021-04-14 22:18:38,467 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 22:18:42,404 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.52ms, fps=650 images/s, loss=0.1857, top1-acc=93.44%, top5-acc=99.96%, remaining_time=0:01:13.231176, arrival_time=2021-04-14 22:19:55.635587, cost_time=0:00:03.937155 2021-04-14 22:18:46,144 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.1843, top1-acc=93.44%, top5-acc=99.96%, remaining_time=0:01:07.556544, arrival_time=2021-04-14 22:19:53.700737, cost_time=0:00:07.676884 2021-04-14 22:18:49,895 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.63ms, fps=683 images/s, loss=0.1800, top1-acc=93.70%, top5-acc=99.91%, remaining_time=0:01:03.232886, arrival_time=2021-04-14 22:19:53.127839, cost_time=0:00:11.427622 2021-04-14 22:18:53,654 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.1708, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:59.228364, arrival_time=2021-04-14 22:19:52.882365, cost_time=0:00:15.186741 2021-04-14 22:18:57,385 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.52ms, fps=686 images/s, loss=0.1787, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:55.241582, arrival_time=2021-04-14 22:19:52.627201, cost_time=0:00:18.918360 2021-04-14 22:19:01,138 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1806, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:51.388688, arrival_time=2021-04-14 22:19:52.527353, cost_time=0:00:22.671487 2021-04-14 22:19:04,881 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.1802, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:47.544840, arrival_time=2021-04-14 22:19:52.425839, cost_time=0:00:26.413785 2021-04-14 22:19:08,636 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.1806, top1-acc=93.81%, top5-acc=99.91%, remaining_time=0:00:43.745688, arrival_time=2021-04-14 22:19:52.382378, cost_time=0:00:30.169431 2021-04-14 22:19:12,378 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1810, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:39.939846, arrival_time=2021-04-14 22:19:52.318236, cost_time=0:00:33.911212 2021-04-14 22:19:16,122 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1826, top1-acc=93.72%, top5-acc=99.92%, remaining_time=0:00:36.149088, arrival_time=2021-04-14 22:19:52.271874, cost_time=0:00:37.655272 2021-04-14 22:19:19,878 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1858, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:32.376076, arrival_time=2021-04-14 22:19:52.254615, cost_time=0:00:41.411278 2021-04-14 22:19:23,628 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.1872, top1-acc=93.57%, top5-acc=99.91%, remaining_time=0:00:28.601992, arrival_time=2021-04-14 22:19:52.230267, cost_time=0:00:45.161016 2021-04-14 22:19:27,376 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.1889, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:24.830982, arrival_time=2021-04-14 22:19:52.207763, cost_time=0:00:48.909564 2021-04-14 22:19:31,116 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1890, top1-acc=93.53%, top5-acc=99.90%, remaining_time=0:00:21.059696, arrival_time=2021-04-14 22:19:52.176210, cost_time=0:00:52.649229 2021-04-14 22:19:34,855 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.1885, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:17.292366, arrival_time=2021-04-14 22:19:52.147704, cost_time=0:00:56.388169 2021-04-14 22:19:38,593 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1891, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:13.528440, arrival_time=2021-04-14 22:19:52.121982, cost_time=0:01:00.126320 2021-04-14 22:19:42,339 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.1905, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:09.768694, arrival_time=2021-04-14 22:19:52.108239, cost_time=0:01:03.872288 2021-04-14 22:19:46,076 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.1909, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:06.009712, arrival_time=2021-04-14 22:19:52.086236, cost_time=0:01:07.609290 2021-04-14 22:19:49,821 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.26ms, fps=684 images/s, loss=0.1902, top1-acc=93.51%, top5-acc=99.88%, remaining_time=0:00:02.253306, arrival_time=2021-04-14 22:19:52.075093, cost_time=0:01:11.354618 2021-04-14 22:19:51,821 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.1906, top1-acc=93.52%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:51.821189, cost_time=0:01:13.354017 2021-04-14 22:19:53,139 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.28ms, fps=1945 images/s, loss=0.3990, top1-acc=87.42%, top5-acc=99.37%, remaining_time=0:00:03.948450, arrival_time=2021-04-14 22:19:57.087677, cost_time=0:00:01.316153 2021-04-14 22:19:54,325 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.46ms, fps=2159 images/s, loss=0.3970, top1-acc=87.56%, top5-acc=99.47%, remaining_time=0:00:02.501960, arrival_time=2021-04-14 22:19:56.826993, cost_time=0:00:02.501960 2021-04-14 22:19:55,510 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.51ms, fps=2159 images/s, loss=0.3954, top1-acc=87.34%, top5-acc=99.49%, remaining_time=0:00:01.229280, arrival_time=2021-04-14 22:19:56.740188, cost_time=0:00:03.687826 2021-04-14 22:19:56,590 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=1.51ms, fps=2151 images/s, loss=0.3938, top1-acc=87.28%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:56.590059, cost_time=0:00:04.766992 2021-04-14 22:19:57,968 INFO : Epoch=0052 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:15:39.961472, arrival_time=2021-04-15 01:35:37.929364, cost_time=1:08:44.851352 2021-04-14 22:19:57,969 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 22:20:01,919 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.43ms, fps=648 images/s, loss=0.2137, top1-acc=92.85%, top5-acc=99.69%, remaining_time=0:01:13.462932, arrival_time=2021-04-14 22:21:15.382553, cost_time=0:00:03.949623 2021-04-14 22:20:05,668 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.2040, top1-acc=93.14%, top5-acc=99.77%, remaining_time=0:01:07.748208, arrival_time=2021-04-14 22:21:13.416792, cost_time=0:00:07.698661 2021-04-14 22:20:09,415 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1951, top1-acc=93.44%, top5-acc=99.82%, remaining_time=0:01:03.328834, arrival_time=2021-04-14 22:21:12.743785, cost_time=0:00:11.444974 2021-04-14 22:20:13,173 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.1907, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:59.294040, arrival_time=2021-04-14 22:21:12.467666, cost_time=0:00:15.203610 2021-04-14 22:20:16,916 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1950, top1-acc=93.41%, top5-acc=99.86%, remaining_time=0:00:55.322904, arrival_time=2021-04-14 22:21:12.238959, cost_time=0:00:18.946214 2021-04-14 22:20:20,661 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1952, top1-acc=93.42%, top5-acc=99.86%, remaining_time=0:00:51.433568, arrival_time=2021-04-14 22:21:12.094730, cost_time=0:00:22.691253 2021-04-14 22:20:24,401 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.1944, top1-acc=93.42%, top5-acc=99.87%, remaining_time=0:00:47.575836, arrival_time=2021-04-14 22:21:11.976794, cost_time=0:00:26.431042 2021-04-14 22:20:28,147 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1934, top1-acc=93.49%, top5-acc=99.88%, remaining_time=0:00:43.757752, arrival_time=2021-04-14 22:21:11.905402, cost_time=0:00:30.177734 2021-04-14 22:20:31,899 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.1909, top1-acc=93.56%, top5-acc=99.89%, remaining_time=0:00:39.961046, arrival_time=2021-04-14 22:21:11.860195, cost_time=0:00:33.929211 2021-04-14 22:20:35,638 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.1903, top1-acc=93.60%, top5-acc=99.88%, remaining_time=0:00:36.161952, arrival_time=2021-04-14 22:21:11.800606, cost_time=0:00:37.668741 2021-04-14 22:20:39,393 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.1891, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:32.385708, arrival_time=2021-04-14 22:21:11.779180, cost_time=0:00:41.423560 2021-04-14 22:20:43,144 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.1887, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:28.610504, arrival_time=2021-04-14 22:21:11.754944, cost_time=0:00:45.174491 2021-04-14 22:20:46,887 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.1890, top1-acc=93.59%, top5-acc=99.90%, remaining_time=0:00:24.835008, arrival_time=2021-04-14 22:21:11.722264, cost_time=0:00:48.917435 2021-04-14 22:20:50,641 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.1897, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:21.068544, arrival_time=2021-04-14 22:21:11.709765, cost_time=0:00:52.671307 2021-04-14 22:20:54,386 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.03ms, fps=684 images/s, loss=0.1884, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:17.301014, arrival_time=2021-04-14 22:21:11.687315, cost_time=0:00:56.416388 2021-04-14 22:20:58,128 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1879, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:13.535640, arrival_time=2021-04-14 22:21:11.664016, cost_time=0:01:00.158456 2021-04-14 22:21:01,866 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.1878, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:09.772386, arrival_time=2021-04-14 22:21:11.638692, cost_time=0:01:03.896395 2021-04-14 22:21:05,602 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1884, top1-acc=93.60%, top5-acc=99.88%, remaining_time=0:00:06.011776, arrival_time=2021-04-14 22:21:11.614196, cost_time=0:01:07.632499 2021-04-14 22:21:09,342 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.26ms, fps=685 images/s, loss=0.1885, top1-acc=93.58%, top5-acc=99.87%, remaining_time=0:00:02.253876, arrival_time=2021-04-14 22:21:11.596423, cost_time=0:01:11.372709 2021-04-14 22:21:11,343 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.50ms, fps=680 images/s, loss=0.1880, top1-acc=93.58%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:11.343052, cost_time=0:01:13.373225 2021-04-14 22:21:12,639 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.39ms, fps=1977 images/s, loss=0.4938, top1-acc=83.75%, top5-acc=99.14%, remaining_time=0:00:03.884850, arrival_time=2021-04-14 22:21:16.524708, cost_time=0:00:01.294949 2021-04-14 22:21:13,824 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.33ms, fps=2162 images/s, loss=0.5195, top1-acc=83.77%, top5-acc=99.00%, remaining_time=0:00:02.479260, arrival_time=2021-04-14 22:21:16.303413, cost_time=0:00:02.479252 2021-04-14 22:21:15,017 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.64ms, fps=2147 images/s, loss=0.5164, top1-acc=83.68%, top5-acc=98.89%, remaining_time=0:00:01.224020, arrival_time=2021-04-14 22:21:16.241096, cost_time=0:00:03.672071 2021-04-14 22:21:16,096 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=1.36ms, fps=2151 images/s, loss=0.5117, top1-acc=83.82%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:16.096145, cost_time=0:00:04.751247 2021-04-14 22:21:16,904 INFO : Epoch=0053 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:14:19.563867, arrival_time=2021-04-15 01:35:36.468696, cost_time=1:10:03.788320 2021-04-14 22:21:16,906 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 22:21:20,819 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.37ms, fps=654 images/s, loss=0.1491, top1-acc=94.45%, top5-acc=99.96%, remaining_time=0:01:12.773988, arrival_time=2021-04-14 22:22:33.593402, cost_time=0:00:03.912581 2021-04-14 22:21:24,565 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=0.1625, top1-acc=94.08%, top5-acc=99.96%, remaining_time=0:01:07.397088, arrival_time=2021-04-14 22:22:31.962689, cost_time=0:00:07.658755 2021-04-14 22:21:28,307 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1649, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:01:03.085644, arrival_time=2021-04-14 22:22:31.393412, cost_time=0:00:11.401005 2021-04-14 22:21:32,055 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.1671, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:59.079852, arrival_time=2021-04-14 22:22:31.135384, cost_time=0:00:15.148671 2021-04-14 22:21:35,810 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.1688, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:55.199680, arrival_time=2021-04-14 22:22:31.010507, cost_time=0:00:18.903992 2021-04-14 22:21:39,562 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.1706, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:51.351560, arrival_time=2021-04-14 22:22:30.913509, cost_time=0:00:22.655110 2021-04-14 22:21:43,309 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.1684, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:47.524932, arrival_time=2021-04-14 22:22:30.834520, cost_time=0:00:26.402747 2021-04-14 22:21:47,058 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.1676, top1-acc=94.12%, top5-acc=99.92%, remaining_time=0:00:43.719820, arrival_time=2021-04-14 22:22:30.778261, cost_time=0:00:30.151574 2021-04-14 22:21:50,803 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1692, top1-acc=94.08%, top5-acc=99.92%, remaining_time=0:00:39.922462, arrival_time=2021-04-14 22:22:30.725748, cost_time=0:00:33.896435 2021-04-14 22:21:54,551 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.1705, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:36.139200, arrival_time=2021-04-14 22:22:30.691070, cost_time=0:00:37.645042 2021-04-14 22:21:58,294 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1726, top1-acc=94.01%, top5-acc=99.91%, remaining_time=0:00:32.357672, arrival_time=2021-04-14 22:22:30.652223, cost_time=0:00:41.387714 2021-04-14 22:22:02,046 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.1743, top1-acc=93.97%, top5-acc=99.91%, remaining_time=0:00:28.588312, arrival_time=2021-04-14 22:22:30.634655, cost_time=0:00:45.139456 2021-04-14 22:22:05,790 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1759, top1-acc=93.93%, top5-acc=99.90%, remaining_time=0:00:24.817716, arrival_time=2021-04-14 22:22:30.608140, cost_time=0:00:48.883378 2021-04-14 22:22:09,555 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.07ms, fps=680 images/s, loss=0.1771, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:21.059304, arrival_time=2021-04-14 22:22:30.614412, cost_time=0:00:52.648241 2021-04-14 22:22:13,292 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1777, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:17.291676, arrival_time=2021-04-14 22:22:30.584426, cost_time=0:00:56.385914 2021-04-14 22:22:17,034 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.1786, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:13.528656, arrival_time=2021-04-14 22:22:30.562816, cost_time=0:01:00.127322 2021-04-14 22:22:20,774 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1786, top1-acc=93.84%, top5-acc=99.89%, remaining_time=0:00:09.768044, arrival_time=2021-04-14 22:22:30.542886, cost_time=0:01:03.868006 2021-04-14 22:22:24,513 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1809, top1-acc=93.74%, top5-acc=99.88%, remaining_time=0:00:06.009456, arrival_time=2021-04-14 22:22:30.522579, cost_time=0:01:07.606364 2021-04-14 22:22:28,262 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.30ms, fps=683 images/s, loss=0.1824, top1-acc=93.69%, top5-acc=99.87%, remaining_time=0:00:02.253324, arrival_time=2021-04-14 22:22:30.515284, cost_time=0:01:11.355201 2021-04-14 22:22:30,265 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.1833, top1-acc=93.67%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:30.265446, cost_time=0:01:13.358662 2021-04-14 22:22:31,631 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.33ms, fps=1877 images/s, loss=0.5163, top1-acc=83.98%, top5-acc=99.22%, remaining_time=0:00:04.091760, arrival_time=2021-04-14 22:22:35.723131, cost_time=0:00:01.363920 2021-04-14 22:22:32,820 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.79ms, fps=2154 images/s, loss=0.5219, top1-acc=83.22%, top5-acc=99.08%, remaining_time=0:00:02.552840, arrival_time=2021-04-14 22:22:35.373007, cost_time=0:00:02.552845 2021-04-14 22:22:34,007 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.32ms, fps=2157 images/s, loss=0.5282, top1-acc=83.06%, top5-acc=99.00%, remaining_time=0:00:01.246630, arrival_time=2021-04-14 22:22:35.253924, cost_time=0:00:03.739881 2021-04-14 22:22:35,090 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=2143 images/s, loss=0.5138, top1-acc=83.08%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:35.090476, cost_time=0:00:04.823096 2021-04-14 22:22:35,731 INFO : Epoch=0054 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:12:58.921426, arrival_time=2021-04-15 01:35:34.652737, cost_time=1:11:22.614795 2021-04-14 22:22:35,733 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 22:22:39,662 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.42ms, fps=652 images/s, loss=0.2160, top1-acc=92.81%, top5-acc=99.77%, remaining_time=0:01:13.064520, arrival_time=2021-04-14 22:23:52.726441, cost_time=0:00:03.928196 2021-04-14 22:22:43,414 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.2011, top1-acc=93.11%, top5-acc=99.79%, remaining_time=0:01:07.588224, arrival_time=2021-04-14 22:23:51.002440, cost_time=0:00:07.680489 2021-04-14 22:22:47,157 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.1873, top1-acc=93.42%, top5-acc=99.84%, remaining_time=0:01:03.212136, arrival_time=2021-04-14 22:23:50.369834, cost_time=0:00:11.423865 2021-04-14 22:22:50,903 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.88ms, fps=683 images/s, loss=0.1862, top1-acc=93.55%, top5-acc=99.85%, remaining_time=0:00:59.163936, arrival_time=2021-04-14 22:23:50.067853, cost_time=0:00:15.170259 2021-04-14 22:22:54,650 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.1869, top1-acc=93.51%, top5-acc=99.88%, remaining_time=0:00:55.235450, arrival_time=2021-04-14 22:23:49.885438, cost_time=0:00:18.916227 2021-04-14 22:22:58,397 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.1865, top1-acc=93.46%, top5-acc=99.88%, remaining_time=0:00:51.371144, arrival_time=2021-04-14 22:23:49.768656, cost_time=0:00:22.663763 2021-04-14 22:23:02,140 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1886, top1-acc=93.31%, top5-acc=99.88%, remaining_time=0:00:47.532492, arrival_time=2021-04-14 22:23:49.673208, cost_time=0:00:26.406917 2021-04-14 22:23:05,881 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1886, top1-acc=93.31%, top5-acc=99.89%, remaining_time=0:00:43.713904, arrival_time=2021-04-14 22:23:49.595064, cost_time=0:00:30.147519 2021-04-14 22:23:09,624 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1880, top1-acc=93.39%, top5-acc=99.88%, remaining_time=0:00:39.915996, arrival_time=2021-04-14 22:23:49.540645, cost_time=0:00:33.890907 2021-04-14 22:23:13,375 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.1889, top1-acc=93.41%, top5-acc=99.88%, remaining_time=0:00:36.135840, arrival_time=2021-04-14 22:23:49.510945, cost_time=0:00:37.641464 2021-04-14 22:23:17,128 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.67ms, fps=682 images/s, loss=0.1893, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:32.362746, arrival_time=2021-04-14 22:23:49.490699, cost_time=0:00:41.394215 2021-04-14 22:23:20,864 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.1893, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:28.582764, arrival_time=2021-04-14 22:23:49.447156, cost_time=0:00:45.130669 2021-04-14 22:23:24,619 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.1880, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:24.818838, arrival_time=2021-04-14 22:23:49.438210, cost_time=0:00:48.885627 2021-04-14 22:23:28,386 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.1868, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:21.061152, arrival_time=2021-04-14 22:23:49.447736, cost_time=0:00:52.652852 2021-04-14 22:23:32,120 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.1873, top1-acc=93.43%, top5-acc=99.88%, remaining_time=0:00:17.292044, arrival_time=2021-04-14 22:23:49.412914, cost_time=0:00:56.387137 2021-04-14 22:23:35,868 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1868, top1-acc=93.47%, top5-acc=99.88%, remaining_time=0:00:13.530384, arrival_time=2021-04-14 22:23:49.399205, cost_time=0:01:00.135066 2021-04-14 22:23:39,619 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1869, top1-acc=93.46%, top5-acc=99.89%, remaining_time=0:00:09.770748, arrival_time=2021-04-14 22:23:49.390221, cost_time=0:01:03.885714 2021-04-14 22:23:43,364 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1876, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:00:06.011600, arrival_time=2021-04-14 22:23:49.375766, cost_time=0:01:07.630438 2021-04-14 22:23:47,096 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.48ms, fps=686 images/s, loss=0.1889, top1-acc=93.40%, top5-acc=99.89%, remaining_time=0:00:02.253552, arrival_time=2021-04-14 22:23:49.349645, cost_time=0:01:11.362450 2021-04-14 22:23:49,093 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.1891, top1-acc=93.39%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:49.093165, cost_time=0:01:13.359430 2021-04-14 22:23:50,412 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.65ms, fps=1944 images/s, loss=0.5486, top1-acc=82.58%, top5-acc=99.06%, remaining_time=0:00:03.950340, arrival_time=2021-04-14 22:23:54.362341, cost_time=0:00:01.316776 2021-04-14 22:23:51,592 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.51ms, fps=2170 images/s, loss=0.5569, top1-acc=82.48%, top5-acc=98.95%, remaining_time=0:00:02.497140, arrival_time=2021-04-14 22:23:54.089581, cost_time=0:00:02.497134 2021-04-14 22:23:52,783 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=2.58ms, fps=2150 images/s, loss=0.5390, top1-acc=83.22%, top5-acc=98.92%, remaining_time=0:00:01.229560, arrival_time=2021-04-14 22:23:54.013410, cost_time=0:00:03.688665 2021-04-14 22:23:53,863 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=1.36ms, fps=2151 images/s, loss=0.5305, top1-acc=83.14%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:53.863065, cost_time=0:00:04.767967 2021-04-14 22:23:54,718 INFO : Epoch=0055 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:11:38.768105, arrival_time=2021-04-15 01:35:33.486300, cost_time=1:12:41.601705 2021-04-14 22:23:54,719 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 22:23:58,651 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.58ms, fps=651 images/s, loss=0.1903, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:01:13.124784, arrival_time=2021-04-14 22:25:11.775884, cost_time=0:00:03.931441 2021-04-14 22:24:02,394 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1902, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:01:07.537008, arrival_time=2021-04-14 22:25:09.931301, cost_time=0:00:07.674664 2021-04-14 22:24:06,132 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1863, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:01:03.147562, arrival_time=2021-04-14 22:25:09.279463, cost_time=0:00:11.412196 2021-04-14 22:24:09,879 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.84ms, fps=683 images/s, loss=0.1852, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:59.124624, arrival_time=2021-04-14 22:25:09.004404, cost_time=0:00:15.160147 2021-04-14 22:24:13,629 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.1830, top1-acc=93.79%, top5-acc=99.93%, remaining_time=0:00:55.216470, arrival_time=2021-04-14 22:25:08.845889, cost_time=0:00:18.909755 2021-04-14 22:24:17,375 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1801, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:00:51.351968, arrival_time=2021-04-14 22:25:08.726887, cost_time=0:00:22.655277 2021-04-14 22:24:21,116 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.1797, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:47.514978, arrival_time=2021-04-14 22:25:08.631845, cost_time=0:00:26.397225 2021-04-14 22:24:24,862 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.1806, top1-acc=93.82%, top5-acc=99.89%, remaining_time=0:00:43.707756, arrival_time=2021-04-14 22:25:08.570657, cost_time=0:00:30.143261 2021-04-14 22:24:28,617 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.1819, top1-acc=93.78%, top5-acc=99.89%, remaining_time=0:00:39.923946, arrival_time=2021-04-14 22:25:08.541311, cost_time=0:00:33.897699 2021-04-14 22:24:32,355 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1827, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:36.130560, arrival_time=2021-04-14 22:25:08.486194, cost_time=0:00:37.635993 2021-04-14 22:24:36,099 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1841, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:32.351652, arrival_time=2021-04-14 22:25:08.451305, cost_time=0:00:41.380015 2021-04-14 22:24:39,854 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.32ms, fps=682 images/s, loss=0.1835, top1-acc=93.73%, top5-acc=99.89%, remaining_time=0:00:28.585196, arrival_time=2021-04-14 22:25:08.439323, cost_time=0:00:45.134492 2021-04-14 22:24:43,606 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.1849, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:24.819168, arrival_time=2021-04-14 22:25:08.425170, cost_time=0:00:48.886257 2021-04-14 22:24:47,359 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.1832, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:21.055832, arrival_time=2021-04-14 22:25:08.415063, cost_time=0:00:52.639588 2021-04-14 22:24:51,110 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.1835, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:17.293148, arrival_time=2021-04-14 22:25:08.403561, cost_time=0:00:56.390742 2021-04-14 22:24:54,849 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1833, top1-acc=93.76%, top5-acc=99.89%, remaining_time=0:00:13.529196, arrival_time=2021-04-14 22:25:08.378504, cost_time=0:01:00.129682 2021-04-14 22:24:58,603 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1837, top1-acc=93.74%, top5-acc=99.89%, remaining_time=0:00:09.770410, arrival_time=2021-04-14 22:25:08.373562, cost_time=0:01:03.883479 2021-04-14 22:25:02,352 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.1836, top1-acc=93.73%, top5-acc=99.89%, remaining_time=0:00:06.011760, arrival_time=2021-04-14 22:25:08.363711, cost_time=0:01:07.632281 2021-04-14 22:25:06,105 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.1834, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:02.254284, arrival_time=2021-04-14 22:25:08.359662, cost_time=0:01:11.385744 2021-04-14 22:25:08,113 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.58ms, fps=678 images/s, loss=0.1831, top1-acc=93.76%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:08.113403, cost_time=0:01:13.393695 2021-04-14 22:25:09,463 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.51ms, fps=1901 images/s, loss=0.7886, top1-acc=78.44%, top5-acc=98.95%, remaining_time=0:00:04.040160, arrival_time=2021-04-14 22:25:13.503462, cost_time=0:00:01.346724 2021-04-14 22:25:10,648 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.26ms, fps=2162 images/s, loss=0.7703, top1-acc=78.67%, top5-acc=99.06%, remaining_time=0:00:02.531540, arrival_time=2021-04-14 22:25:13.179620, cost_time=0:00:02.531542 2021-04-14 22:25:11,838 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.60ms, fps=2151 images/s, loss=0.7637, top1-acc=78.52%, top5-acc=99.13%, remaining_time=0:00:01.240600, arrival_time=2021-04-14 22:25:13.079025, cost_time=0:00:03.721790 2021-04-14 22:25:12,927 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=2.08ms, fps=2131 images/s, loss=0.7589, top1-acc=78.37%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:12.927565, cost_time=0:00:04.810956 2021-04-14 22:25:13,680 INFO : Epoch=0056 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:10:18.592464, arrival_time=2021-04-15 01:35:32.272720, cost_time=1:14:00.563715 2021-04-14 22:25:13,683 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 22:25:17,590 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.99ms, fps=655 images/s, loss=0.1671, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:01:12.682104, arrival_time=2021-04-14 22:26:30.272920, cost_time=0:00:03.907643 2021-04-14 22:25:21,330 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1625, top1-acc=94.39%, top5-acc=99.88%, remaining_time=0:01:07.292896, arrival_time=2021-04-14 22:26:28.622985, cost_time=0:00:07.646913 2021-04-14 22:25:25,074 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=2.17ms, fps=684 images/s, loss=0.1594, top1-acc=94.48%, top5-acc=99.90%, remaining_time=0:01:03.032524, arrival_time=2021-04-14 22:26:28.107183, cost_time=0:00:11.391423 2021-04-14 22:25:28,819 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.1616, top1-acc=94.30%, top5-acc=99.91%, remaining_time=0:00:59.029464, arrival_time=2021-04-14 22:26:27.848399, cost_time=0:00:15.135755 2021-04-14 22:25:32,564 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=2.34ms, fps=684 images/s, loss=0.1615, top1-acc=94.44%, top5-acc=99.91%, remaining_time=0:00:55.132958, arrival_time=2021-04-14 22:26:27.697301, cost_time=0:00:18.881137 2021-04-14 22:25:36,325 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.1646, top1-acc=94.38%, top5-acc=99.90%, remaining_time=0:00:51.322184, arrival_time=2021-04-14 22:26:27.647633, cost_time=0:00:22.642118 2021-04-14 22:25:40,081 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1635, top1-acc=94.44%, top5-acc=99.91%, remaining_time=0:00:47.517246, arrival_time=2021-04-14 22:26:27.598961, cost_time=0:00:26.398438 2021-04-14 22:25:43,828 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.1648, top1-acc=94.42%, top5-acc=99.91%, remaining_time=0:00:43.710888, arrival_time=2021-04-14 22:26:27.539555, cost_time=0:00:30.145480 2021-04-14 22:25:47,570 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1667, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:39.910908, arrival_time=2021-04-14 22:26:27.480851, cost_time=0:00:33.886662 2021-04-14 22:25:51,314 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.1684, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:00:36.125568, arrival_time=2021-04-14 22:26:27.439569, cost_time=0:00:37.630828 2021-04-14 22:25:55,060 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.1701, top1-acc=94.20%, top5-acc=99.91%, remaining_time=0:00:32.349072, arrival_time=2021-04-14 22:26:27.409174, cost_time=0:00:41.376707 2021-04-14 22:25:58,805 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1727, top1-acc=94.12%, top5-acc=99.91%, remaining_time=0:00:28.577216, arrival_time=2021-04-14 22:26:27.382407, cost_time=0:00:45.121881 2021-04-14 22:26:02,566 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.1761, top1-acc=94.00%, top5-acc=99.90%, remaining_time=0:00:24.817584, arrival_time=2021-04-14 22:26:27.384011, cost_time=0:00:48.883180 2021-04-14 22:26:06,312 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.1770, top1-acc=93.94%, top5-acc=99.89%, remaining_time=0:00:21.051576, arrival_time=2021-04-14 22:26:27.363638, cost_time=0:00:52.628964 2021-04-14 22:26:10,055 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1774, top1-acc=93.92%, top5-acc=99.89%, remaining_time=0:00:17.287352, arrival_time=2021-04-14 22:26:27.342299, cost_time=0:00:56.371742 2021-04-14 22:26:13,810 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.1768, top1-acc=93.90%, top5-acc=99.89%, remaining_time=0:00:13.528656, arrival_time=2021-04-14 22:26:27.339393, cost_time=0:01:00.127343 2021-04-14 22:26:17,560 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1768, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:09.769500, arrival_time=2021-04-14 22:26:27.330190, cost_time=0:01:03.877508 2021-04-14 22:26:21,313 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.1775, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:06.011536, arrival_time=2021-04-14 22:26:27.324439, cost_time=0:01:07.629694 2021-04-14 22:26:25,073 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.1774, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:02.254422, arrival_time=2021-04-14 22:26:27.327826, cost_time=0:01:11.390105 2021-04-14 22:26:27,072 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.1784, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:27.072416, cost_time=0:01:13.389318 2021-04-14 22:26:28,424 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.21ms, fps=1896 images/s, loss=0.5741, top1-acc=82.97%, top5-acc=98.40%, remaining_time=0:00:04.049520, arrival_time=2021-04-14 22:26:32.473673, cost_time=0:00:01.349843 2021-04-14 22:26:29,607 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.39ms, fps=2164 images/s, loss=0.5802, top1-acc=82.71%, top5-acc=98.36%, remaining_time=0:00:02.533340, arrival_time=2021-04-14 22:26:32.141090, cost_time=0:00:02.533343 2021-04-14 22:26:30,793 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.91ms, fps=2160 images/s, loss=0.5794, top1-acc=82.42%, top5-acc=98.50%, remaining_time=0:00:01.239660, arrival_time=2021-04-14 22:26:32.033005, cost_time=0:00:03.718970 2021-04-14 22:26:31,872 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.5854, top1-acc=82.21%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:31.872350, cost_time=0:00:04.798061 2021-04-14 22:26:32,572 INFO : Epoch=0057 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:08:58.282956, arrival_time=2021-04-15 01:35:30.854902, cost_time=1:15:19.455429 2021-04-14 22:26:32,574 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 22:26:36,513 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.55ms, fps=650 images/s, loss=0.1834, top1-acc=93.20%, top5-acc=99.92%, remaining_time=0:01:13.275816, arrival_time=2021-04-14 22:27:49.789561, cost_time=0:00:03.939556 2021-04-14 22:26:40,260 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1876, top1-acc=93.22%, top5-acc=99.96%, remaining_time=0:01:07.640144, arrival_time=2021-04-14 22:27:47.900647, cost_time=0:00:07.686377 2021-04-14 22:26:44,005 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1795, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:01:03.250648, arrival_time=2021-04-14 22:27:47.255775, cost_time=0:00:11.430829 2021-04-14 22:26:47,741 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.1834, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:59.150052, arrival_time=2021-04-14 22:27:46.890972, cost_time=0:00:15.166686 2021-04-14 22:26:51,487 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.1853, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:55.225814, arrival_time=2021-04-14 22:27:46.712954, cost_time=0:00:18.912929 2021-04-14 22:26:55,233 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1886, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:51.360944, arrival_time=2021-04-14 22:27:46.594404, cost_time=0:00:22.659259 2021-04-14 22:26:58,978 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=3.79ms, fps=684 images/s, loss=0.1878, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:47.528586, arrival_time=2021-04-14 22:27:46.507490, cost_time=0:00:26.404771 2021-04-14 22:27:02,719 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1864, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:43.711120, arrival_time=2021-04-14 22:27:46.430937, cost_time=0:00:30.145625 2021-04-14 22:27:06,458 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.70ms, fps=685 images/s, loss=0.1849, top1-acc=93.56%, top5-acc=99.91%, remaining_time=0:00:39.908576, arrival_time=2021-04-14 22:27:46.367451, cost_time=0:00:33.884672 2021-04-14 22:27:10,209 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.1821, top1-acc=93.74%, top5-acc=99.91%, remaining_time=0:00:36.130080, arrival_time=2021-04-14 22:27:46.339814, cost_time=0:00:37.635534 2021-04-14 22:27:13,950 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.1810, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:32.348986, arrival_time=2021-04-14 22:27:46.299765, cost_time=0:00:41.376558 2021-04-14 22:27:17,702 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.1796, top1-acc=93.78%, top5-acc=99.92%, remaining_time=0:00:28.581092, arrival_time=2021-04-14 22:27:46.283317, cost_time=0:00:45.128026 2021-04-14 22:27:21,448 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.96ms, fps=684 images/s, loss=0.1805, top1-acc=93.72%, top5-acc=99.92%, remaining_time=0:00:24.812964, arrival_time=2021-04-14 22:27:46.261263, cost_time=0:00:48.874027 2021-04-14 22:27:25,191 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1796, top1-acc=93.73%, top5-acc=99.93%, remaining_time=0:00:21.046760, arrival_time=2021-04-14 22:27:46.237757, cost_time=0:00:52.616872 2021-04-14 22:27:28,936 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1788, top1-acc=93.75%, top5-acc=99.93%, remaining_time=0:00:17.284316, arrival_time=2021-04-14 22:27:46.220481, cost_time=0:00:56.361951 2021-04-14 22:27:32,675 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1792, top1-acc=93.78%, top5-acc=99.92%, remaining_time=0:00:13.522896, arrival_time=2021-04-14 22:27:46.198691, cost_time=0:01:00.101696 2021-04-14 22:27:36,417 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.1796, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:09.764248, arrival_time=2021-04-14 22:27:46.181544, cost_time=0:01:03.843201 2021-04-14 22:27:40,154 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1798, top1-acc=93.75%, top5-acc=99.93%, remaining_time=0:00:06.007088, arrival_time=2021-04-14 22:27:46.161047, cost_time=0:01:07.579775 2021-04-14 22:27:43,897 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1798, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:02.252310, arrival_time=2021-04-14 22:27:46.149655, cost_time=0:01:11.323235 2021-04-14 22:27:45,897 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.26ms, fps=680 images/s, loss=0.1807, top1-acc=93.74%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:45.897017, cost_time=0:01:13.322916 2021-04-14 22:27:47,214 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.21ms, fps=1946 images/s, loss=0.5225, top1-acc=83.67%, top5-acc=99.22%, remaining_time=0:00:03.947010, arrival_time=2021-04-14 22:27:51.161535, cost_time=0:00:01.315673 2021-04-14 22:27:48,397 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.33ms, fps=2165 images/s, loss=0.5053, top1-acc=84.32%, top5-acc=99.26%, remaining_time=0:00:02.498700, arrival_time=2021-04-14 22:27:50.896246, cost_time=0:00:02.498697 2021-04-14 22:27:49,580 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.51ms, fps=2166 images/s, loss=0.5095, top1-acc=84.02%, top5-acc=99.28%, remaining_time=0:00:01.227000, arrival_time=2021-04-14 22:27:50.806950, cost_time=0:00:03.680995 2021-04-14 22:27:50,660 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=1.33ms, fps=2148 images/s, loss=0.5185, top1-acc=84.06%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:50.660634, cost_time=0:00:04.761605 2021-04-14 22:27:51,495 INFO : Epoch=0058 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:07:38.100090, arrival_time=2021-04-15 01:35:29.595494, cost_time=1:16:38.378882 2021-04-14 22:27:51,497 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 22:27:55,420 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.73ms, fps=653 images/s, loss=0.1757, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:01:12.974310, arrival_time=2021-04-14 22:29:08.395001, cost_time=0:00:03.923350 2021-04-14 22:27:59,164 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.1750, top1-acc=94.10%, top5-acc=99.94%, remaining_time=0:01:07.473296, arrival_time=2021-04-14 22:29:06.638115, cost_time=0:00:07.667418 2021-04-14 22:28:02,900 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.1697, top1-acc=94.18%, top5-acc=99.95%, remaining_time=0:01:03.095272, arrival_time=2021-04-14 22:29:05.995353, cost_time=0:00:11.402766 2021-04-14 22:28:06,649 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.1704, top1-acc=94.08%, top5-acc=99.94%, remaining_time=0:00:59.094360, arrival_time=2021-04-14 22:29:05.744019, cost_time=0:00:15.152382 2021-04-14 22:28:10,403 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.1720, top1-acc=94.02%, top5-acc=99.94%, remaining_time=0:00:55.206688, arrival_time=2021-04-14 22:29:05.610377, cost_time=0:00:18.906415 2021-04-14 22:28:14,155 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.1735, top1-acc=93.93%, top5-acc=99.93%, remaining_time=0:00:51.358224, arrival_time=2021-04-14 22:29:05.513666, cost_time=0:00:22.658069 2021-04-14 22:28:17,897 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1765, top1-acc=93.91%, top5-acc=99.93%, remaining_time=0:00:47.519262, arrival_time=2021-04-14 22:29:05.416166, cost_time=0:00:26.399576 2021-04-14 22:28:21,646 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1803, top1-acc=93.75%, top5-acc=99.93%, remaining_time=0:00:43.716224, arrival_time=2021-04-14 22:29:05.362623, cost_time=0:00:30.149126 2021-04-14 22:28:25,402 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.1802, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:39.932956, arrival_time=2021-04-14 22:29:05.335653, cost_time=0:00:33.905295 2021-04-14 22:28:29,146 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1801, top1-acc=93.79%, top5-acc=99.92%, remaining_time=0:00:36.143232, arrival_time=2021-04-14 22:29:05.289724, cost_time=0:00:37.649171 2021-04-14 22:28:32,891 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.04ms, fps=684 images/s, loss=0.1809, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:32.362746, arrival_time=2021-04-14 22:29:05.254226, cost_time=0:00:41.394169 2021-04-14 22:28:36,654 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.1811, top1-acc=93.79%, top5-acc=99.89%, remaining_time=0:00:28.599256, arrival_time=2021-04-14 22:29:05.253254, cost_time=0:00:45.156717 2021-04-14 22:28:40,398 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1809, top1-acc=93.77%, top5-acc=99.89%, remaining_time=0:00:24.826956, arrival_time=2021-04-14 22:29:05.225829, cost_time=0:00:48.901535 2021-04-14 22:28:44,151 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=2.72ms, fps=682 images/s, loss=0.1804, top1-acc=93.81%, top5-acc=99.89%, remaining_time=0:00:21.061656, arrival_time=2021-04-14 22:29:05.213068, cost_time=0:00:52.654107 2021-04-14 22:28:47,892 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1803, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:17.294574, arrival_time=2021-04-14 22:29:05.187221, cost_time=0:00:56.395360 2021-04-14 22:28:51,635 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1799, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:13.531104, arrival_time=2021-04-14 22:29:05.166620, cost_time=0:01:00.138239 2021-04-14 22:28:55,364 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.34ms, fps=687 images/s, loss=0.1807, top1-acc=93.80%, top5-acc=99.90%, remaining_time=0:00:09.767914, arrival_time=2021-04-14 22:29:05.132146, cost_time=0:01:03.867049 2021-04-14 22:28:59,113 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.1811, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:06.010368, arrival_time=2021-04-14 22:29:05.124241, cost_time=0:01:07.616610 2021-04-14 22:29:02,865 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.1812, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:02.253720, arrival_time=2021-04-14 22:29:05.118921, cost_time=0:01:11.367884 2021-04-14 22:29:04,866 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.26ms, fps=680 images/s, loss=0.1806, top1-acc=93.79%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:04.865927, cost_time=0:01:13.368645 2021-04-14 22:29:06,200 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=1922 images/s, loss=0.5576, top1-acc=82.73%, top5-acc=99.41%, remaining_time=0:00:03.996240, arrival_time=2021-04-14 22:29:10.196238, cost_time=0:00:01.332080 2021-04-14 22:29:07,390 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.58ms, fps=2152 images/s, loss=0.5324, top1-acc=83.57%, top5-acc=99.36%, remaining_time=0:00:02.521920, arrival_time=2021-04-14 22:29:09.911928, cost_time=0:00:02.521912 2021-04-14 22:29:08,573 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.33ms, fps=2165 images/s, loss=0.5291, top1-acc=83.87%, top5-acc=99.39%, remaining_time=0:00:01.235130, arrival_time=2021-04-14 22:29:09.808439, cost_time=0:00:03.705378 2021-04-14 22:29:09,655 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=1.21ms, fps=2145 images/s, loss=0.5292, top1-acc=83.83%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:09.655044, cost_time=0:00:04.787110 2021-04-14 22:29:10,368 INFO : Epoch=0059 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:06:17.838591, arrival_time=2021-04-15 01:35:28.206659, cost_time=1:17:57.251580 2021-04-14 22:29:10,369 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 22:29:14,303 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=2.29ms, fps=651 images/s, loss=0.1563, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:01:13.167192, arrival_time=2021-04-14 22:30:27.470575, cost_time=0:00:03.933715 2021-04-14 22:29:18,052 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1565, top1-acc=94.82%, top5-acc=99.86%, remaining_time=0:01:07.611632, arrival_time=2021-04-14 22:30:25.664435, cost_time=0:00:07.683136 2021-04-14 22:29:21,796 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.1634, top1-acc=94.52%, top5-acc=99.84%, remaining_time=0:01:03.227242, arrival_time=2021-04-14 22:30:25.023501, cost_time=0:00:11.426596 2021-04-14 22:29:25,544 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.1671, top1-acc=94.37%, top5-acc=99.87%, remaining_time=0:00:59.179848, arrival_time=2021-04-14 22:30:24.723834, cost_time=0:00:15.174312 2021-04-14 22:29:29,299 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.1683, top1-acc=94.34%, top5-acc=99.88%, remaining_time=0:00:55.273702, arrival_time=2021-04-14 22:30:24.572740, cost_time=0:00:18.929372 2021-04-14 22:29:33,043 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.1692, top1-acc=94.25%, top5-acc=99.89%, remaining_time=0:00:51.393448, arrival_time=2021-04-14 22:30:24.436674, cost_time=0:00:22.673554 2021-04-14 22:29:36,794 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1682, top1-acc=94.26%, top5-acc=99.89%, remaining_time=0:00:47.565252, arrival_time=2021-04-14 22:30:24.360077, cost_time=0:00:26.425158 2021-04-14 22:29:40,530 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.1699, top1-acc=94.23%, top5-acc=99.91%, remaining_time=0:00:43.733508, arrival_time=2021-04-14 22:30:24.264184, cost_time=0:00:30.161018 2021-04-14 22:29:44,273 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.1714, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:39.931154, arrival_time=2021-04-14 22:30:24.204657, cost_time=0:00:33.903834 2021-04-14 22:29:48,023 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.1715, top1-acc=94.17%, top5-acc=99.89%, remaining_time=0:00:36.147360, arrival_time=2021-04-14 22:30:24.170531, cost_time=0:00:37.653491 2021-04-14 22:29:51,761 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1729, top1-acc=94.16%, top5-acc=99.89%, remaining_time=0:00:32.361026, arrival_time=2021-04-14 22:30:24.122731, cost_time=0:00:41.392009 2021-04-14 22:29:55,492 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.53ms, fps=686 images/s, loss=0.1730, top1-acc=94.13%, top5-acc=99.89%, remaining_time=0:00:28.577976, arrival_time=2021-04-14 22:30:24.070851, cost_time=0:00:45.123112 2021-04-14 22:29:59,247 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.1733, top1-acc=94.10%, top5-acc=99.89%, remaining_time=0:00:24.814680, arrival_time=2021-04-14 22:30:24.061704, cost_time=0:00:48.877352 2021-04-14 22:30:02,996 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1730, top1-acc=94.11%, top5-acc=99.89%, remaining_time=0:00:21.050624, arrival_time=2021-04-14 22:30:24.046918, cost_time=0:00:52.626615 2021-04-14 22:30:06,745 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.1722, top1-acc=94.14%, top5-acc=99.89%, remaining_time=0:00:17.288640, arrival_time=2021-04-14 22:30:24.034361, cost_time=0:00:56.375956 2021-04-14 22:30:10,488 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1724, top1-acc=94.13%, top5-acc=99.89%, remaining_time=0:00:13.526784, arrival_time=2021-04-14 22:30:24.015482, cost_time=0:01:00.119116 2021-04-14 22:30:14,247 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.1735, top1-acc=94.11%, top5-acc=99.89%, remaining_time=0:00:09.769604, arrival_time=2021-04-14 22:30:24.017506, cost_time=0:01:03.878231 2021-04-14 22:30:17,998 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.1734, top1-acc=94.11%, top5-acc=99.89%, remaining_time=0:00:06.011408, arrival_time=2021-04-14 22:30:24.009366, cost_time=0:01:07.628289 2021-04-14 22:30:21,739 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1734, top1-acc=94.11%, top5-acc=99.89%, remaining_time=0:00:02.253780, arrival_time=2021-04-14 22:30:23.993157, cost_time=0:01:11.369713 2021-04-14 22:30:23,732 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.1748, top1-acc=94.08%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:23.732838, cost_time=0:01:13.363254 2021-04-14 22:30:25,026 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.50ms, fps=1982 images/s, loss=0.4535, top1-acc=85.66%, top5-acc=99.26%, remaining_time=0:00:03.875550, arrival_time=2021-04-14 22:30:28.902124, cost_time=0:00:01.291848 2021-04-14 22:30:26,210 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.36ms, fps=2163 images/s, loss=0.4681, top1-acc=85.35%, top5-acc=99.22%, remaining_time=0:00:02.475740, arrival_time=2021-04-14 22:30:28.686341, cost_time=0:00:02.475737 2021-04-14 22:30:27,398 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.05ms, fps=2157 images/s, loss=0.4752, top1-acc=85.23%, top5-acc=99.28%, remaining_time=0:00:01.221180, arrival_time=2021-04-14 22:30:28.619447, cost_time=0:00:03.663527 2021-04-14 22:30:28,476 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=1.21ms, fps=2152 images/s, loss=0.4898, top1-acc=85.01%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:28.476698, cost_time=0:00:04.742047 2021-04-14 22:30:29,158 INFO : Epoch=0060 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:04:57.431240, arrival_time=2021-04-15 01:35:26.589741, cost_time=1:19:16.041986 2021-04-14 22:30:29,160 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 22:30:33,100 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.09ms, fps=650 images/s, loss=0.1717, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:01:13.273026, arrival_time=2021-04-14 22:31:46.373194, cost_time=0:00:03.939412 2021-04-14 22:30:36,844 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=4.00ms, fps=684 images/s, loss=0.1690, top1-acc=94.32%, top5-acc=99.90%, remaining_time=0:01:07.617264, arrival_time=2021-04-14 22:31:44.461785, cost_time=0:00:07.683778 2021-04-14 22:30:40,591 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.1709, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:01:03.251146, arrival_time=2021-04-14 22:31:43.842922, cost_time=0:00:11.430938 2021-04-14 22:30:44,332 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.1729, top1-acc=94.32%, top5-acc=99.87%, remaining_time=0:00:59.168616, arrival_time=2021-04-14 22:31:43.500779, cost_time=0:00:15.171436 2021-04-14 22:30:48,072 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.1739, top1-acc=94.27%, top5-acc=99.88%, remaining_time=0:00:55.220850, arrival_time=2021-04-14 22:31:43.292848, cost_time=0:00:18.911268 2021-04-14 22:30:51,815 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1720, top1-acc=94.32%, top5-acc=99.88%, remaining_time=0:00:51.351152, arrival_time=2021-04-14 22:31:43.166848, cost_time=0:00:22.654930 2021-04-14 22:30:55,554 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1703, top1-acc=94.37%, top5-acc=99.89%, remaining_time=0:00:47.509056, arrival_time=2021-04-14 22:31:43.063596, cost_time=0:00:26.393888 2021-04-14 22:30:59,309 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.1656, top1-acc=94.50%, top5-acc=99.90%, remaining_time=0:00:43.715064, arrival_time=2021-04-14 22:31:43.024201, cost_time=0:00:30.148350 2021-04-14 22:31:03,064 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.1640, top1-acc=94.54%, top5-acc=99.90%, remaining_time=0:00:39.930836, arrival_time=2021-04-14 22:31:42.995113, cost_time=0:00:33.903551 2021-04-14 22:31:06,806 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1653, top1-acc=94.50%, top5-acc=99.90%, remaining_time=0:00:36.139776, arrival_time=2021-04-14 22:31:42.946225, cost_time=0:00:37.645613 2021-04-14 22:31:10,547 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1655, top1-acc=94.46%, top5-acc=99.91%, remaining_time=0:00:32.356812, arrival_time=2021-04-14 22:31:42.904126, cost_time=0:00:41.386588 2021-04-14 22:31:14,286 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1677, top1-acc=94.40%, top5-acc=99.91%, remaining_time=0:00:28.579572, arrival_time=2021-04-14 22:31:42.865902, cost_time=0:00:45.125596 2021-04-14 22:31:18,040 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1701, top1-acc=94.32%, top5-acc=99.90%, remaining_time=0:00:24.816000, arrival_time=2021-04-14 22:31:42.856589, cost_time=0:00:48.879968 2021-04-14 22:31:21,780 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1697, top1-acc=94.34%, top5-acc=99.90%, remaining_time=0:00:21.047712, arrival_time=2021-04-14 22:31:42.827677, cost_time=0:00:52.619249 2021-04-14 22:31:25,520 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1706, top1-acc=94.27%, top5-acc=99.90%, remaining_time=0:00:17.283764, arrival_time=2021-04-14 22:31:42.804568, cost_time=0:00:56.360160 2021-04-14 22:31:29,261 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1711, top1-acc=94.23%, top5-acc=99.90%, remaining_time=0:00:13.522680, arrival_time=2021-04-14 22:31:42.784160, cost_time=0:01:00.100848 2021-04-14 22:31:32,998 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1710, top1-acc=94.23%, top5-acc=99.89%, remaining_time=0:00:09.763338, arrival_time=2021-04-14 22:31:42.761249, cost_time=0:01:03.837182 2021-04-14 22:31:36,742 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1720, top1-acc=94.20%, top5-acc=99.89%, remaining_time=0:00:06.007280, arrival_time=2021-04-14 22:31:42.749918, cost_time=0:01:07.581989 2021-04-14 22:31:40,485 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1727, top1-acc=94.16%, top5-acc=99.89%, remaining_time=0:00:02.252352, arrival_time=2021-04-14 22:31:42.737396, cost_time=0:01:11.324407 2021-04-14 22:31:42,488 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.45ms, fps=679 images/s, loss=0.1730, top1-acc=94.16%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:42.488663, cost_time=0:01:13.327987 2021-04-14 22:31:43,801 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.59ms, fps=1953 images/s, loss=0.4704, top1-acc=85.66%, top5-acc=98.98%, remaining_time=0:00:03.932250, arrival_time=2021-04-14 22:31:47.733781, cost_time=0:00:01.310749 2021-04-14 22:31:44,993 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.88ms, fps=2150 images/s, loss=0.4875, top1-acc=85.68%, top5-acc=99.04%, remaining_time=0:00:02.502040, arrival_time=2021-04-14 22:31:47.494951, cost_time=0:00:02.502045 2021-04-14 22:31:46,185 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.51ms, fps=2148 images/s, loss=0.4851, top1-acc=85.69%, top5-acc=99.05%, remaining_time=0:00:01.231480, arrival_time=2021-04-14 22:31:47.416789, cost_time=0:00:03.694441 2021-04-14 22:31:47,264 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=1.18ms, fps=2151 images/s, loss=0.4910, top1-acc=85.60%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:47.264369, cost_time=0:00:04.773632 2021-04-14 22:31:47,994 INFO : Epoch=0061 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:03:37.180171, arrival_time=2021-04-15 01:35:25.174279, cost_time=1:20:34.877617 2021-04-14 22:31:47,995 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 22:31:51,943 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.47ms, fps=649 images/s, loss=0.1870, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:01:13.421268, arrival_time=2021-04-14 22:33:05.364203, cost_time=0:00:03.947377 2021-04-14 22:31:55,682 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.29ms, fps=685 images/s, loss=0.1840, top1-acc=93.50%, top5-acc=99.92%, remaining_time=0:01:07.644192, arrival_time=2021-04-14 22:33:03.326616, cost_time=0:00:07.686838 2021-04-14 22:31:59,421 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.1719, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:01:03.225084, arrival_time=2021-04-14 22:33:02.646839, cost_time=0:00:11.426208 2021-04-14 22:32:03,176 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=3.15ms, fps=682 images/s, loss=0.1722, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:59.203716, arrival_time=2021-04-14 22:33:02.379706, cost_time=0:00:15.180425 2021-04-14 22:32:06,917 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1687, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:00:55.252240, arrival_time=2021-04-14 22:33:02.169795, cost_time=0:00:18.921999 2021-04-14 22:32:10,667 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.1698, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:51.389232, arrival_time=2021-04-14 22:33:02.056679, cost_time=0:00:22.671719 2021-04-14 22:32:14,415 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1672, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:47.555172, arrival_time=2021-04-14 22:33:01.970272, cost_time=0:00:26.419545 2021-04-14 22:32:18,164 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.1653, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:00:43.744644, arrival_time=2021-04-14 22:33:01.909023, cost_time=0:00:30.168755 2021-04-14 22:32:21,918 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.1632, top1-acc=94.40%, top5-acc=99.91%, remaining_time=0:00:39.953626, arrival_time=2021-04-14 22:33:01.872039, cost_time=0:00:33.922858 2021-04-14 22:32:25,663 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.1635, top1-acc=94.38%, top5-acc=99.91%, remaining_time=0:00:36.161568, arrival_time=2021-04-14 22:33:01.825449, cost_time=0:00:37.668316 2021-04-14 22:32:29,407 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.1649, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:32.376248, arrival_time=2021-04-14 22:33:01.783244, cost_time=0:00:41.411437 2021-04-14 22:32:33,168 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=0.1648, top1-acc=94.35%, top5-acc=99.91%, remaining_time=0:00:28.609440, arrival_time=2021-04-14 22:33:01.777933, cost_time=0:00:45.172832 2021-04-14 22:32:36,922 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.1647, top1-acc=94.37%, top5-acc=99.91%, remaining_time=0:00:24.839628, arrival_time=2021-04-14 22:33:01.761689, cost_time=0:00:48.926499 2021-04-14 22:32:40,663 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1642, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:21.067144, arrival_time=2021-04-14 22:33:01.730648, cost_time=0:00:52.667818 2021-04-14 22:32:44,412 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.1654, top1-acc=94.33%, top5-acc=99.91%, remaining_time=0:00:17.301106, arrival_time=2021-04-14 22:33:01.713275, cost_time=0:00:56.416607 2021-04-14 22:32:48,158 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1675, top1-acc=94.26%, top5-acc=99.91%, remaining_time=0:00:13.536504, arrival_time=2021-04-14 22:33:01.694418, cost_time=0:01:00.162220 2021-04-14 22:32:51,909 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1677, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:00:09.775012, arrival_time=2021-04-14 22:33:01.684028, cost_time=0:01:03.913538 2021-04-14 22:32:55,645 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.1683, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:06.013296, arrival_time=2021-04-14 22:33:01.658484, cost_time=0:01:07.649643 2021-04-14 22:32:59,384 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.28ms, fps=685 images/s, loss=0.1672, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:02.254392, arrival_time=2021-04-14 22:33:01.638948, cost_time=0:01:11.389067 2021-04-14 22:33:01,385 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=0.1669, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:01.385022, cost_time=0:01:13.389559 2021-04-14 22:33:02,684 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.29ms, fps=1972 images/s, loss=0.5300, top1-acc=84.14%, top5-acc=98.87%, remaining_time=0:00:03.893700, arrival_time=2021-04-14 22:33:06.578481, cost_time=0:00:01.297904 2021-04-14 22:33:03,868 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.42ms, fps=2164 images/s, loss=0.5266, top1-acc=84.02%, top5-acc=98.96%, remaining_time=0:00:02.481240, arrival_time=2021-04-14 22:33:06.349398, cost_time=0:00:02.481235 2021-04-14 22:33:05,057 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.43ms, fps=2154 images/s, loss=0.5357, top1-acc=83.74%, top5-acc=98.88%, remaining_time=0:00:01.223410, arrival_time=2021-04-14 22:33:06.280689, cost_time=0:00:03.670217 2021-04-14 22:33:06,137 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=1.37ms, fps=2149 images/s, loss=0.5218, top1-acc=83.72%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:06.137787, cost_time=0:00:04.750974 2021-04-14 22:33:06,775 INFO : Epoch=0062 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:02:16.853142, arrival_time=2021-04-15 01:35:23.628307, cost_time=1:21:53.658674 2021-04-14 22:33:06,777 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 22:33:10,689 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.66ms, fps=654 images/s, loss=0.1530, top1-acc=94.53%, top5-acc=99.88%, remaining_time=0:01:12.772686, arrival_time=2021-04-14 22:34:23.462429, cost_time=0:00:03.912509 2021-04-14 22:33:14,436 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.1521, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:01:07.397440, arrival_time=2021-04-14 22:34:21.833472, cost_time=0:00:07.658800 2021-04-14 22:33:18,177 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1485, top1-acc=94.71%, top5-acc=99.96%, remaining_time=0:01:03.080000, arrival_time=2021-04-14 22:34:21.257233, cost_time=0:00:11.399995 2021-04-14 22:33:21,921 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1505, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:59.063940, arrival_time=2021-04-14 22:34:20.985779, cost_time=0:00:15.144614 2021-04-14 22:33:25,665 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.10ms, fps=684 images/s, loss=0.1541, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:55.153252, arrival_time=2021-04-14 22:34:20.818603, cost_time=0:00:18.888122 2021-04-14 22:33:29,410 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.1549, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:51.302056, arrival_time=2021-04-14 22:34:20.712646, cost_time=0:00:22.633231 2021-04-14 22:33:33,149 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.69ms, fps=685 images/s, loss=0.1571, top1-acc=94.65%, top5-acc=99.94%, remaining_time=0:00:47.469744, arrival_time=2021-04-14 22:34:20.618948, cost_time=0:00:26.372055 2021-04-14 22:33:36,897 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.1610, top1-acc=94.47%, top5-acc=99.93%, remaining_time=0:00:43.674000, arrival_time=2021-04-14 22:34:20.571293, cost_time=0:00:30.120019 2021-04-14 22:33:40,637 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1625, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:39.879320, arrival_time=2021-04-14 22:34:20.516465, cost_time=0:00:33.859840 2021-04-14 22:33:44,395 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.1662, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:36.113280, arrival_time=2021-04-14 22:34:20.508519, cost_time=0:00:37.618006 2021-04-14 22:33:48,135 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1670, top1-acc=94.24%, top5-acc=99.92%, remaining_time=0:00:32.334624, arrival_time=2021-04-14 22:34:20.470058, cost_time=0:00:41.358205 2021-04-14 22:33:51,896 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.1673, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:28.575392, arrival_time=2021-04-14 22:34:20.471717, cost_time=0:00:45.119095 2021-04-14 22:33:55,640 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.1670, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:24.807618, arrival_time=2021-04-14 22:34:20.448401, cost_time=0:00:48.863545 2021-04-14 22:33:59,390 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.21ms, fps=683 images/s, loss=0.1667, top1-acc=94.25%, top5-acc=99.93%, remaining_time=0:00:21.045304, arrival_time=2021-04-14 22:34:20.435829, cost_time=0:00:52.613295 2021-04-14 22:34:03,130 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.75ms, fps=685 images/s, loss=0.1663, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:17.281694, arrival_time=2021-04-14 22:34:20.412295, cost_time=0:00:56.353365 2021-04-14 22:34:06,888 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.1665, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:13.525056, arrival_time=2021-04-14 22:34:20.413721, cost_time=0:01:00.111305 2021-04-14 22:34:10,625 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1680, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:09.765054, arrival_time=2021-04-14 22:34:20.390654, cost_time=0:01:03.848389 2021-04-14 22:34:14,378 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1687, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:00:06.008976, arrival_time=2021-04-14 22:34:20.387085, cost_time=0:01:07.600963 2021-04-14 22:34:18,115 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1700, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:02.252766, arrival_time=2021-04-14 22:34:20.367657, cost_time=0:01:11.337524 2021-04-14 22:34:20,109 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.22ms, fps=682 images/s, loss=0.1717, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:20.109690, cost_time=0:01:13.332538 2021-04-14 22:34:21,403 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.50ms, fps=1982 images/s, loss=0.5869, top1-acc=83.55%, top5-acc=98.79%, remaining_time=0:00:03.874140, arrival_time=2021-04-14 22:34:25.277125, cost_time=0:00:01.291385 2021-04-14 22:34:22,584 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.57ms, fps=2167 images/s, loss=0.5902, top1-acc=82.99%, top5-acc=98.75%, remaining_time=0:00:02.473300, arrival_time=2021-04-14 22:34:25.058161, cost_time=0:00:02.473300 2021-04-14 22:34:23,766 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.82ms, fps=2167 images/s, loss=0.5695, top1-acc=83.28%, top5-acc=98.76%, remaining_time=0:00:01.218280, arrival_time=2021-04-14 22:34:24.984738, cost_time=0:00:03.654849 2021-04-14 22:34:24,842 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.09ms, fps=2157 images/s, loss=0.5715, top1-acc=83.07%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:24.842455, cost_time=0:00:04.730922 2021-04-14 22:34:25,518 INFO : Epoch=0063 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=3:00:56.492938, arrival_time=2021-04-15 01:35:22.011271, cost_time=1:23:12.401843 2021-04-14 22:34:25,519 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 22:34:29,440 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.36ms, fps=653 images/s, loss=0.1810, top1-acc=94.22%, top5-acc=99.80%, remaining_time=0:01:12.919254, arrival_time=2021-04-14 22:35:42.359333, cost_time=0:00:03.920390 2021-04-14 22:34:33,179 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.93ms, fps=685 images/s, loss=0.1715, top1-acc=94.43%, top5-acc=99.90%, remaining_time=0:01:07.407824, arrival_time=2021-04-14 22:35:40.587502, cost_time=0:00:07.659986 2021-04-14 22:34:36,915 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.1706, top1-acc=94.43%, top5-acc=99.93%, remaining_time=0:01:03.058254, arrival_time=2021-04-14 22:35:39.973944, cost_time=0:00:11.396073 2021-04-14 22:34:40,656 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.1709, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:59.033052, arrival_time=2021-04-14 22:35:39.689452, cost_time=0:00:15.136670 2021-04-14 22:34:44,409 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1643, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:55.158654, arrival_time=2021-04-14 22:35:39.568227, cost_time=0:00:18.889969 2021-04-14 22:34:48,150 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1649, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:51.296072, arrival_time=2021-04-14 22:35:39.446270, cost_time=0:00:22.630598 2021-04-14 22:34:51,897 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.1648, top1-acc=94.48%, top5-acc=99.92%, remaining_time=0:00:47.479950, arrival_time=2021-04-14 22:35:39.377453, cost_time=0:00:26.377767 2021-04-14 22:34:55,647 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.1625, top1-acc=94.52%, top5-acc=99.91%, remaining_time=0:00:43.685368, arrival_time=2021-04-14 22:35:39.332929, cost_time=0:00:30.127861 2021-04-14 22:34:59,395 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.1608, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:00:39.898188, arrival_time=2021-04-14 22:35:39.293753, cost_time=0:00:33.875865 2021-04-14 22:35:03,130 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.1612, top1-acc=94.52%, top5-acc=99.91%, remaining_time=0:00:36.106752, arrival_time=2021-04-14 22:35:39.237606, cost_time=0:00:37.611162 2021-04-14 22:35:06,873 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=0.1625, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:32.331098, arrival_time=2021-04-14 22:35:39.204515, cost_time=0:00:41.353726 2021-04-14 22:35:10,617 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.1650, top1-acc=94.35%, top5-acc=99.92%, remaining_time=0:00:28.562016, arrival_time=2021-04-14 22:35:39.179588, cost_time=0:00:45.097908 2021-04-14 22:35:14,368 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.1658, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:24.800160, arrival_time=2021-04-14 22:35:39.168606, cost_time=0:00:48.848747 2021-04-14 22:35:18,111 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.1667, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:21.036736, arrival_time=2021-04-14 22:35:39.148347, cost_time=0:00:52.591905 2021-04-14 22:35:21,854 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.77ms, fps=684 images/s, loss=0.1657, top1-acc=94.32%, top5-acc=99.92%, remaining_time=0:00:17.276036, arrival_time=2021-04-14 22:35:39.130560, cost_time=0:00:56.334919 2021-04-14 22:35:25,601 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.1669, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:13.518432, arrival_time=2021-04-14 22:35:39.120010, cost_time=0:01:00.081870 2021-04-14 22:35:29,336 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.1675, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:09.760296, arrival_time=2021-04-14 22:35:39.097172, cost_time=0:01:03.817272 2021-04-14 22:35:33,077 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1689, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:06.005120, arrival_time=2021-04-14 22:35:39.082549, cost_time=0:01:07.557521 2021-04-14 22:35:36,831 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.26ms, fps=682 images/s, loss=0.1698, top1-acc=94.18%, top5-acc=99.93%, remaining_time=0:00:02.251950, arrival_time=2021-04-14 22:35:39.083447, cost_time=0:01:11.311812 2021-04-14 22:35:38,831 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.48ms, fps=680 images/s, loss=0.1711, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:38.831031, cost_time=0:01:13.311342 2021-04-14 22:35:40,133 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.23ms, fps=1968 images/s, loss=0.4547, top1-acc=85.78%, top5-acc=99.34%, remaining_time=0:00:03.902280, arrival_time=2021-04-14 22:35:44.036177, cost_time=0:00:01.300762 2021-04-14 22:35:41,316 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.77ms, fps=2166 images/s, loss=0.5049, top1-acc=84.73%, top5-acc=99.34%, remaining_time=0:00:02.483400, arrival_time=2021-04-14 22:35:43.800014, cost_time=0:00:02.483398 2021-04-14 22:35:42,498 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.38ms, fps=2167 images/s, loss=0.5090, top1-acc=84.34%, top5-acc=99.39%, remaining_time=0:00:01.221780, arrival_time=2021-04-14 22:35:43.720157, cost_time=0:00:03.665338 2021-04-14 22:35:43,592 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=1.74ms, fps=2122 images/s, loss=0.5337, top1-acc=83.87%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:43.592298, cost_time=0:00:04.759109 2021-04-14 22:35:44,338 INFO : Epoch=0064 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:59:36.345696, arrival_time=2021-04-15 01:35:20.683684, cost_time=1:24:31.221496 2021-04-14 22:35:44,339 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 22:35:48,315 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.40ms, fps=644 images/s, loss=0.1702, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:01:13.949136, arrival_time=2021-04-14 22:37:02.264332, cost_time=0:00:03.975763 2021-04-14 22:35:52,065 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.1711, top1-acc=94.51%, top5-acc=99.88%, remaining_time=0:01:07.988272, arrival_time=2021-04-14 22:37:00.053642, cost_time=0:00:07.725934 2021-04-14 22:35:55,807 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1672, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:01:03.454164, arrival_time=2021-04-14 22:36:59.261350, cost_time=0:00:11.467629 2021-04-14 22:35:59,550 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1620, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:59.322120, arrival_time=2021-04-14 22:36:58.872273, cost_time=0:00:15.210794 2021-04-14 22:36:03,290 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.1620, top1-acc=94.58%, top5-acc=99.95%, remaining_time=0:00:55.336044, arrival_time=2021-04-14 22:36:58.626129, cost_time=0:00:18.950692 2021-04-14 22:36:07,040 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1626, top1-acc=94.49%, top5-acc=99.93%, remaining_time=0:00:51.455464, arrival_time=2021-04-14 22:36:58.495778, cost_time=0:00:22.700935 2021-04-14 22:36:10,790 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1600, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:47.610864, arrival_time=2021-04-14 22:36:58.400793, cost_time=0:00:26.450490 2021-04-14 22:36:14,536 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.1587, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:43.786404, arrival_time=2021-04-14 22:36:58.323318, cost_time=0:00:30.197559 2021-04-14 22:36:18,266 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.52ms, fps=686 images/s, loss=0.1579, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:39.958714, arrival_time=2021-04-14 22:36:58.225264, cost_time=0:00:33.927207 2021-04-14 22:36:22,004 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.85ms, fps=685 images/s, loss=0.1589, top1-acc=94.54%, top5-acc=99.94%, remaining_time=0:00:36.158688, arrival_time=2021-04-14 22:36:58.163372, cost_time=0:00:37.665285 2021-04-14 22:36:25,753 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.1594, top1-acc=94.54%, top5-acc=99.94%, remaining_time=0:00:32.378484, arrival_time=2021-04-14 22:36:58.132118, cost_time=0:00:41.414291 2021-04-14 22:36:29,495 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1594, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:28.598952, arrival_time=2021-04-14 22:36:58.094664, cost_time=0:00:45.156281 2021-04-14 22:36:33,232 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1591, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:24.822468, arrival_time=2021-04-14 22:36:58.054552, cost_time=0:00:48.892681 2021-04-14 22:36:36,981 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.1577, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:21.056896, arrival_time=2021-04-14 22:36:58.038663, cost_time=0:00:52.642262 2021-04-14 22:36:40,730 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.1579, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:17.293194, arrival_time=2021-04-14 22:36:58.023480, cost_time=0:00:56.390791 2021-04-14 22:36:44,474 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.1599, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:13.530456, arrival_time=2021-04-14 22:36:58.005131, cost_time=0:01:00.135321 2021-04-14 22:36:48,216 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1608, top1-acc=94.52%, top5-acc=99.94%, remaining_time=0:00:09.769370, arrival_time=2021-04-14 22:36:57.985561, cost_time=0:01:03.876671 2021-04-14 22:36:51,955 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.1603, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:06.010304, arrival_time=2021-04-14 22:36:57.965949, cost_time=0:01:07.615992 2021-04-14 22:36:55,692 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.26ms, fps=685 images/s, loss=0.1620, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:02.253264, arrival_time=2021-04-14 22:36:57.945943, cost_time=0:01:11.353325 2021-04-14 22:36:57,689 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.1625, top1-acc=94.47%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:57.689753, cost_time=0:01:13.350409 2021-04-14 22:36:58,985 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=2.40ms, fps=1980 images/s, loss=0.5367, top1-acc=84.22%, top5-acc=98.87%, remaining_time=0:00:03.879720, arrival_time=2021-04-14 22:37:02.864644, cost_time=0:00:01.293240 2021-04-14 22:37:00,170 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.51ms, fps=2160 images/s, loss=0.5079, top1-acc=84.77%, top5-acc=99.14%, remaining_time=0:00:02.478840, arrival_time=2021-04-14 22:37:02.649288, cost_time=0:00:02.478839 2021-04-14 22:37:01,352 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.28ms, fps=2166 images/s, loss=0.5053, top1-acc=84.67%, top5-acc=99.18%, remaining_time=0:00:01.220290, arrival_time=2021-04-14 22:37:02.572792, cost_time=0:00:03.660883 2021-04-14 22:37:02,435 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.12ms, fps=2144 images/s, loss=0.5030, top1-acc=84.86%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:02.435256, cost_time=0:00:04.743666 2021-04-14 22:37:03,175 INFO : Epoch=0065 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:58:16.276935, arrival_time=2021-04-15 01:35:19.452687, cost_time=1:25:50.059251 2021-04-14 22:37:03,177 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 22:37:07,099 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.43ms, fps=653 images/s, loss=0.1651, top1-acc=94.57%, top5-acc=99.88%, remaining_time=0:01:12.949758, arrival_time=2021-04-14 22:38:20.049215, cost_time=0:00:03.922026 2021-04-14 22:37:10,861 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.1587, top1-acc=94.84%, top5-acc=99.86%, remaining_time=0:01:07.616736, arrival_time=2021-04-14 22:38:18.477701, cost_time=0:00:07.683721 2021-04-14 22:37:14,611 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.1554, top1-acc=95.01%, top5-acc=99.90%, remaining_time=0:01:03.271066, arrival_time=2021-04-14 22:38:17.882855, cost_time=0:00:11.434538 2021-04-14 22:37:18,360 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.94ms, fps=683 images/s, loss=0.1547, top1-acc=94.84%, top5-acc=99.90%, remaining_time=0:00:59.215104, arrival_time=2021-04-14 22:38:17.575753, cost_time=0:00:15.183376 2021-04-14 22:37:22,108 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.1561, top1-acc=94.74%, top5-acc=99.90%, remaining_time=0:00:55.279542, arrival_time=2021-04-14 22:38:17.388143, cost_time=0:00:18.931371 2021-04-14 22:37:25,862 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1572, top1-acc=94.64%, top5-acc=99.90%, remaining_time=0:00:51.420512, arrival_time=2021-04-14 22:38:17.283380, cost_time=0:00:22.685507 2021-04-14 22:37:29,616 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.1581, top1-acc=94.63%, top5-acc=99.91%, remaining_time=0:00:47.590704, arrival_time=2021-04-14 22:38:17.207314, cost_time=0:00:26.439310 2021-04-14 22:37:33,359 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1552, top1-acc=94.75%, top5-acc=99.91%, remaining_time=0:00:43.764132, arrival_time=2021-04-14 22:38:17.123529, cost_time=0:00:30.182172 2021-04-14 22:37:37,119 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.1557, top1-acc=94.69%, top5-acc=99.91%, remaining_time=0:00:39.976946, arrival_time=2021-04-14 22:38:17.096839, cost_time=0:00:33.942660 2021-04-14 22:37:40,875 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.1552, top1-acc=94.74%, top5-acc=99.91%, remaining_time=0:00:36.189984, arrival_time=2021-04-14 22:38:17.065170, cost_time=0:00:37.697876 2021-04-14 22:37:44,625 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.1562, top1-acc=94.67%, top5-acc=99.90%, remaining_time=0:00:32.405230, arrival_time=2021-04-14 22:38:17.031085, cost_time=0:00:41.448555 2021-04-14 22:37:48,374 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.1578, top1-acc=94.62%, top5-acc=99.89%, remaining_time=0:00:28.624716, arrival_time=2021-04-14 22:38:16.998935, cost_time=0:00:45.196979 2021-04-14 22:37:52,116 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.1582, top1-acc=94.60%, top5-acc=99.89%, remaining_time=0:00:24.846096, arrival_time=2021-04-14 22:38:16.962595, cost_time=0:00:48.939269 2021-04-14 22:37:55,860 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.1595, top1-acc=94.55%, top5-acc=99.89%, remaining_time=0:00:21.073248, arrival_time=2021-04-14 22:38:16.933701, cost_time=0:00:52.683172 2021-04-14 22:37:59,608 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1603, top1-acc=94.57%, top5-acc=99.89%, remaining_time=0:00:17.305430, arrival_time=2021-04-14 22:38:16.913497, cost_time=0:00:56.430806 2021-04-14 22:38:03,362 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.1619, top1-acc=94.48%, top5-acc=99.89%, remaining_time=0:00:13.541616, arrival_time=2021-04-14 22:38:16.903746, cost_time=0:01:00.184905 2021-04-14 22:38:07,108 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.1622, top1-acc=94.46%, top5-acc=99.89%, remaining_time=0:00:09.777716, arrival_time=2021-04-14 22:38:16.886246, cost_time=0:01:03.931191 2021-04-14 22:38:10,865 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.1624, top1-acc=94.46%, top5-acc=99.89%, remaining_time=0:00:06.016704, arrival_time=2021-04-14 22:38:16.881835, cost_time=0:01:07.687903 2021-04-14 22:38:14,622 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.1620, top1-acc=94.45%, top5-acc=99.89%, remaining_time=0:00:02.256174, arrival_time=2021-04-14 22:38:16.878927, cost_time=0:01:11.445516 2021-04-14 22:38:16,619 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.20ms, fps=681 images/s, loss=0.1640, top1-acc=94.43%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:16.619258, cost_time=0:01:13.442119 2021-04-14 22:38:17,930 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=2.11ms, fps=1956 images/s, loss=0.5104, top1-acc=84.26%, top5-acc=98.63%, remaining_time=0:00:03.926160, arrival_time=2021-04-14 22:38:21.856097, cost_time=0:00:01.308717 2021-04-14 22:38:19,117 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.48ms, fps=2157 images/s, loss=0.5405, top1-acc=83.63%, top5-acc=98.26%, remaining_time=0:00:02.496180, arrival_time=2021-04-14 22:38:21.613623, cost_time=0:00:02.496185 2021-04-14 22:38:20,300 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.37ms, fps=2165 images/s, loss=0.5481, top1-acc=83.57%, top5-acc=98.09%, remaining_time=0:00:01.226460, arrival_time=2021-04-14 22:38:21.526981, cost_time=0:00:03.679383 2021-04-14 22:38:21,379 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.19ms, fps=2151 images/s, loss=0.5361, top1-acc=83.64%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:21.379256, cost_time=0:00:04.758064 2021-04-14 22:38:22,069 INFO : Epoch=0066 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:56:56.359576, arrival_time=2021-04-15 01:35:18.429336, cost_time=1:27:08.953239 2021-04-14 22:38:22,071 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 22:38:26,021 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.93ms, fps=648 images/s, loss=0.1568, top1-acc=95.12%, top5-acc=99.88%, remaining_time=0:01:13.462932, arrival_time=2021-04-14 22:39:39.484524, cost_time=0:00:03.949620 2021-04-14 22:38:29,767 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1659, top1-acc=94.73%, top5-acc=99.94%, remaining_time=0:01:07.721984, arrival_time=2021-04-14 22:39:37.489652, cost_time=0:00:07.695690 2021-04-14 22:38:33,514 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.1559, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:01:03.317048, arrival_time=2021-04-14 22:39:36.831900, cost_time=0:00:11.442842 2021-04-14 22:38:37,260 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.1595, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:59.234760, arrival_time=2021-04-14 22:39:36.495154, cost_time=0:00:15.188412 2021-04-14 22:38:41,016 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.1651, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:55.317648, arrival_time=2021-04-14 22:39:36.334122, cost_time=0:00:18.944417 2021-04-14 22:38:44,772 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.1652, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:51.453288, arrival_time=2021-04-14 22:39:36.225250, cost_time=0:00:22.699959 2021-04-14 22:38:48,519 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.1662, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:47.604564, arrival_time=2021-04-14 22:39:36.123519, cost_time=0:00:26.446980 2021-04-14 22:38:52,266 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.44ms, fps=683 images/s, loss=0.1663, top1-acc=94.41%, top5-acc=99.93%, remaining_time=0:00:43.781880, arrival_time=2021-04-14 22:39:36.048312, cost_time=0:00:30.194433 2021-04-14 22:38:56,018 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.1667, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:39.981822, arrival_time=2021-04-14 22:39:36.000604, cost_time=0:00:33.946802 2021-04-14 22:38:59,764 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.03ms, fps=684 images/s, loss=0.1665, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:36.184224, arrival_time=2021-04-14 22:39:35.948156, cost_time=0:00:37.691884 2021-04-14 22:39:03,512 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.1683, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:00:32.398866, arrival_time=2021-04-14 22:39:35.911280, cost_time=0:00:41.440375 2021-04-14 22:39:07,252 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.1672, top1-acc=94.32%, top5-acc=99.92%, remaining_time=0:00:28.613848, arrival_time=2021-04-14 22:39:35.865732, cost_time=0:00:45.179710 2021-04-14 22:39:11,003 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.1676, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:24.841872, arrival_time=2021-04-14 22:39:35.844793, cost_time=0:00:48.930957 2021-04-14 22:39:14,740 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1666, top1-acc=94.29%, top5-acc=99.93%, remaining_time=0:00:21.067312, arrival_time=2021-04-14 22:39:35.807597, cost_time=0:00:52.668214 2021-04-14 22:39:18,490 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.1670, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:17.301658, arrival_time=2021-04-14 22:39:35.792223, cost_time=0:00:56.418491 2021-04-14 22:39:22,234 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1676, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:13.536540, arrival_time=2021-04-14 22:39:35.770994, cost_time=0:01:00.162441 2021-04-14 22:39:25,983 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.1669, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:09.774752, arrival_time=2021-04-14 22:39:35.758572, cost_time=0:01:03.911814 2021-04-14 22:39:29,733 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.1680, top1-acc=94.26%, top5-acc=99.93%, remaining_time=0:00:06.014352, arrival_time=2021-04-14 22:39:35.747718, cost_time=0:01:07.661395 2021-04-14 22:39:33,478 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.96ms, fps=684 images/s, loss=0.1681, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:02.254956, arrival_time=2021-04-14 22:39:35.733838, cost_time=0:01:11.406866 2021-04-14 22:39:35,476 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.1686, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:35.476182, cost_time=0:01:13.404271 2021-04-14 22:39:36,799 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.46ms, fps=1938 images/s, loss=0.9598, top1-acc=75.98%, top5-acc=96.84%, remaining_time=0:00:03.963060, arrival_time=2021-04-14 22:39:40.762465, cost_time=0:00:01.321019 2021-04-14 22:39:37,988 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.87ms, fps=2155 images/s, loss=0.9853, top1-acc=75.43%, top5-acc=96.56%, remaining_time=0:00:02.509760, arrival_time=2021-04-14 22:39:40.497948, cost_time=0:00:02.509750 2021-04-14 22:39:39,170 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.48ms, fps=2168 images/s, loss=0.9949, top1-acc=75.35%, top5-acc=96.69%, remaining_time=0:00:01.230580, arrival_time=2021-04-14 22:39:40.400544, cost_time=0:00:03.691749 2021-04-14 22:39:40,249 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=1.19ms, fps=2149 images/s, loss=0.9763, top1-acc=75.61%, top5-acc=96.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:40.249682, cost_time=0:00:04.771500 2021-04-14 22:39:41,031 INFO : Epoch=0067 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:55:36.607795, arrival_time=2021-04-15 01:35:17.639540, cost_time=1:28:27.915223 2021-04-14 22:39:41,033 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 22:39:44,968 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.63ms, fps=651 images/s, loss=0.1627, top1-acc=94.80%, top5-acc=99.88%, remaining_time=0:01:13.177236, arrival_time=2021-04-14 22:40:58.145199, cost_time=0:00:03.934258 2021-04-14 22:39:48,712 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.1522, top1-acc=95.21%, top5-acc=99.90%, remaining_time=0:01:07.568160, arrival_time=2021-04-14 22:40:56.280206, cost_time=0:00:07.678199 2021-04-14 22:39:52,475 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.79ms, fps=680 images/s, loss=0.1516, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:01:03.307752, arrival_time=2021-04-14 22:40:55.782660, cost_time=0:00:11.441165 2021-04-14 22:39:56,224 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.1507, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:59.243652, arrival_time=2021-04-14 22:40:55.468067, cost_time=0:00:15.190693 2021-04-14 22:39:59,969 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1524, top1-acc=94.87%, top5-acc=99.93%, remaining_time=0:00:55.291368, arrival_time=2021-04-14 22:40:55.260480, cost_time=0:00:18.935403 2021-04-14 22:40:03,707 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1545, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:51.393856, arrival_time=2021-04-14 22:40:55.101413, cost_time=0:00:22.673750 2021-04-14 22:40:07,446 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.1540, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:00:47.541816, arrival_time=2021-04-14 22:40:54.987715, cost_time=0:00:26.412113 2021-04-14 22:40:11,205 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.1536, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:43.748356, arrival_time=2021-04-14 22:40:54.953328, cost_time=0:00:30.171259 2021-04-14 22:40:14,961 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.1534, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:39.959456, arrival_time=2021-04-14 22:40:54.920968, cost_time=0:00:33.927809 2021-04-14 22:40:18,710 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.1537, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:36.170016, arrival_time=2021-04-14 22:40:54.880815, cost_time=0:00:37.677052 2021-04-14 22:40:22,458 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.1552, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:32.386826, arrival_time=2021-04-14 22:40:54.845524, cost_time=0:00:41.424978 2021-04-14 22:40:26,213 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1562, top1-acc=94.70%, top5-acc=99.93%, remaining_time=0:00:28.613848, arrival_time=2021-04-14 22:40:54.827300, cost_time=0:00:45.179736 2021-04-14 22:40:29,957 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1560, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:24.838308, arrival_time=2021-04-14 22:40:54.795914, cost_time=0:00:48.923888 2021-04-14 22:40:33,708 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.1564, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:00:21.069944, arrival_time=2021-04-14 22:40:54.778538, cost_time=0:00:52.674878 2021-04-14 22:40:37,458 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1562, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:17.303498, arrival_time=2021-04-14 22:40:54.761719, cost_time=0:00:56.424508 2021-04-14 22:40:41,203 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.81ms, fps=684 images/s, loss=0.1560, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:00:13.538124, arrival_time=2021-04-14 22:40:54.741259, cost_time=0:01:00.169417 2021-04-14 22:40:44,954 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1580, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:09.776104, arrival_time=2021-04-14 22:40:54.730417, cost_time=0:01:03.920599 2021-04-14 22:40:48,703 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.33ms, fps=683 images/s, loss=0.1595, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:06.015088, arrival_time=2021-04-14 22:40:54.718536, cost_time=0:01:07.669706 2021-04-14 22:40:52,443 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.20ms, fps=685 images/s, loss=0.1610, top1-acc=94.46%, top5-acc=99.93%, remaining_time=0:00:02.255052, arrival_time=2021-04-14 22:40:54.698707, cost_time=0:01:11.409952 2021-04-14 22:40:54,441 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1619, top1-acc=94.44%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:54.441717, cost_time=0:01:13.407939 2021-04-14 22:40:55,799 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.32ms, fps=1890 images/s, loss=0.6620, top1-acc=80.66%, top5-acc=98.98%, remaining_time=0:00:04.064310, arrival_time=2021-04-14 22:40:59.864043, cost_time=0:00:01.354774 2021-04-14 22:40:56,984 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=2.93ms, fps=2162 images/s, loss=0.6752, top1-acc=80.27%, top5-acc=98.95%, remaining_time=0:00:02.539920, arrival_time=2021-04-14 22:40:59.524770, cost_time=0:00:02.539911 2021-04-14 22:40:58,166 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.28ms, fps=2168 images/s, loss=0.6564, top1-acc=80.62%, top5-acc=98.95%, remaining_time=0:00:01.240420, arrival_time=2021-04-14 22:40:59.406501, cost_time=0:00:03.721268 2021-04-14 22:40:59,242 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=2157 images/s, loss=0.6587, top1-acc=80.47%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:59.242073, cost_time=0:00:04.797293 2021-04-14 22:40:59,908 INFO : Epoch=0068 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:54:16.713432, arrival_time=2021-04-15 01:35:16.621741, cost_time=1:29:46.791794 2021-04-14 22:40:59,910 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 22:41:03,848 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.50ms, fps=650 images/s, loss=0.2145, top1-acc=92.58%, top5-acc=99.96%, remaining_time=0:01:13.250520, arrival_time=2021-04-14 22:42:17.099271, cost_time=0:00:03.938203 2021-04-14 22:41:07,592 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1867, top1-acc=93.67%, top5-acc=99.92%, remaining_time=0:01:07.595792, arrival_time=2021-04-14 22:42:15.187751, cost_time=0:00:07.681344 2021-04-14 22:41:11,351 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.37ms, fps=681 images/s, loss=0.1788, top1-acc=93.89%, top5-acc=99.93%, remaining_time=0:01:03.306590, arrival_time=2021-04-14 22:42:14.658148, cost_time=0:00:11.440937 2021-04-14 22:41:15,107 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.1752, top1-acc=94.08%, top5-acc=99.95%, remaining_time=0:00:59.267676, arrival_time=2021-04-14 22:42:14.375047, cost_time=0:00:15.196827 2021-04-14 22:41:18,845 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=2.03ms, fps=685 images/s, loss=0.1726, top1-acc=94.11%, top5-acc=99.96%, remaining_time=0:00:55.289032, arrival_time=2021-04-14 22:42:14.134177, cost_time=0:00:18.934592 2021-04-14 22:41:22,590 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.78ms, fps=684 images/s, loss=0.1694, top1-acc=94.20%, top5-acc=99.96%, remaining_time=0:00:51.406504, arrival_time=2021-04-14 22:42:13.996497, cost_time=0:00:22.679327 2021-04-14 22:41:26,331 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.77ms, fps=684 images/s, loss=0.1702, top1-acc=94.16%, top5-acc=99.95%, remaining_time=0:00:47.556936, arrival_time=2021-04-14 22:42:13.888070, cost_time=0:00:26.420523 2021-04-14 22:41:30,081 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1715, top1-acc=94.12%, top5-acc=99.95%, remaining_time=0:00:43.746848, arrival_time=2021-04-14 22:42:13.827766, cost_time=0:00:30.170233 2021-04-14 22:41:33,815 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.1693, top1-acc=94.16%, top5-acc=99.95%, remaining_time=0:00:39.932956, arrival_time=2021-04-14 22:42:13.748847, cost_time=0:00:33.905348 2021-04-14 22:41:37,559 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1668, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:36.142464, arrival_time=2021-04-14 22:42:13.701407, cost_time=0:00:37.648388 2021-04-14 22:41:41,302 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.1641, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:32.360510, arrival_time=2021-04-14 22:42:13.662441, cost_time=0:00:41.391381 2021-04-14 22:41:45,044 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.1620, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:28.584816, arrival_time=2021-04-14 22:42:13.629350, cost_time=0:00:45.133964 2021-04-14 22:41:48,785 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.1624, top1-acc=94.40%, top5-acc=99.95%, remaining_time=0:00:24.813360, arrival_time=2021-04-14 22:42:13.598766, cost_time=0:00:48.874833 2021-04-14 22:41:52,524 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.1611, top1-acc=94.44%, top5-acc=99.95%, remaining_time=0:00:21.045416, arrival_time=2021-04-14 22:42:13.569393, cost_time=0:00:52.613520 2021-04-14 22:41:56,265 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1611, top1-acc=94.42%, top5-acc=99.95%, remaining_time=0:00:17.282016, arrival_time=2021-04-14 22:42:13.546921, cost_time=0:00:56.354332 2021-04-14 22:42:00,011 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1607, top1-acc=94.44%, top5-acc=99.95%, remaining_time=0:00:13.522572, arrival_time=2021-04-14 22:42:13.533490, cost_time=0:01:00.100359 2021-04-14 22:42:03,756 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.1603, top1-acc=94.45%, top5-acc=99.94%, remaining_time=0:00:09.764612, arrival_time=2021-04-14 22:42:13.520706, cost_time=0:01:03.845537 2021-04-14 22:42:07,494 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1594, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:06.007440, arrival_time=2021-04-14 22:42:13.501631, cost_time=0:01:07.583730 2021-04-14 22:42:11,231 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.31ms, fps=685 images/s, loss=0.1607, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:02.252238, arrival_time=2021-04-14 22:42:13.483593, cost_time=0:01:11.320784 2021-04-14 22:42:13,227 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.1603, top1-acc=94.47%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:13.227580, cost_time=0:01:13.317126 2021-04-14 22:42:14,540 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.29ms, fps=1953 images/s, loss=0.4584, top1-acc=85.86%, top5-acc=98.95%, remaining_time=0:00:03.933000, arrival_time=2021-04-14 22:42:18.473476, cost_time=0:00:01.310997 2021-04-14 22:42:15,725 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.82ms, fps=2160 images/s, loss=0.4553, top1-acc=85.96%, top5-acc=99.02%, remaining_time=0:00:02.496380, arrival_time=2021-04-14 22:42:18.222283, cost_time=0:00:02.496377 2021-04-14 22:42:16,909 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.30ms, fps=2163 images/s, loss=0.4312, top1-acc=86.54%, top5-acc=99.18%, remaining_time=0:00:01.226760, arrival_time=2021-04-14 22:42:18.136551, cost_time=0:00:03.680274 2021-04-14 22:42:17,991 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=1.86ms, fps=2147 images/s, loss=0.4405, top1-acc=86.42%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:17.991003, cost_time=0:00:04.761529 2021-04-14 22:42:18,757 INFO : Epoch=0069 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:52:56.796235, arrival_time=2021-04-15 01:35:15.553485, cost_time=1:31:05.640760 2021-04-14 22:42:18,758 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 22:42:22,693 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.46ms, fps=651 images/s, loss=0.1547, top1-acc=95.12%, top5-acc=100.00%, remaining_time=0:01:13.194720, arrival_time=2021-04-14 22:43:35.888513, cost_time=0:00:03.935204 2021-04-14 22:42:26,435 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.1528, top1-acc=94.79%, top5-acc=99.98%, remaining_time=0:01:07.556368, arrival_time=2021-04-14 22:43:33.991849, cost_time=0:00:07.676867 2021-04-14 22:42:30,186 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.1437, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:01:03.234380, arrival_time=2021-04-14 22:43:33.420855, cost_time=0:00:11.427887 2021-04-14 22:42:33,935 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.1456, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:59.188428, arrival_time=2021-04-14 22:43:33.123550, cost_time=0:00:15.176515 2021-04-14 22:42:37,686 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.1449, top1-acc=95.13%, top5-acc=99.95%, remaining_time=0:00:55.268592, arrival_time=2021-04-14 22:43:32.954680, cost_time=0:00:18.927583 2021-04-14 22:42:41,431 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.1452, top1-acc=95.10%, top5-acc=99.94%, remaining_time=0:00:51.390864, arrival_time=2021-04-14 22:43:32.821908, cost_time=0:00:22.672436 2021-04-14 22:42:45,169 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1463, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:47.539800, arrival_time=2021-04-14 22:43:32.709278, cost_time=0:00:26.410977 2021-04-14 22:42:48,903 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.1471, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:43.710888, arrival_time=2021-04-14 22:43:32.614827, cost_time=0:00:30.145438 2021-04-14 22:42:52,654 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.1517, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:39.922144, arrival_time=2021-04-14 22:43:32.576964, cost_time=0:00:33.896137 2021-04-14 22:42:56,397 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.1552, top1-acc=94.69%, top5-acc=99.95%, remaining_time=0:00:36.133632, arrival_time=2021-04-14 22:43:32.531384, cost_time=0:00:37.639245 2021-04-14 22:43:00,145 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.93ms, fps=683 images/s, loss=0.1545, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:32.356898, arrival_time=2021-04-14 22:43:32.502320, cost_time=0:00:41.386738 2021-04-14 22:43:03,892 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1573, top1-acc=94.55%, top5-acc=99.95%, remaining_time=0:00:28.584740, arrival_time=2021-04-14 22:43:32.477083, cost_time=0:00:45.133750 2021-04-14 22:43:07,634 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.32ms, fps=684 images/s, loss=0.1572, top1-acc=94.56%, top5-acc=99.95%, remaining_time=0:00:24.813888, arrival_time=2021-04-14 22:43:32.448257, cost_time=0:00:48.875779 2021-04-14 22:43:11,377 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1575, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:21.047600, arrival_time=2021-04-14 22:43:32.425232, cost_time=0:00:52.619017 2021-04-14 22:43:15,113 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.1587, top1-acc=94.48%, top5-acc=99.95%, remaining_time=0:00:17.282062, arrival_time=2021-04-14 22:43:32.395090, cost_time=0:00:56.354529 2021-04-14 22:43:18,851 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.1598, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:13.520808, arrival_time=2021-04-14 22:43:32.371905, cost_time=0:01:00.092498 2021-04-14 22:43:22,597 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.1605, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:09.763624, arrival_time=2021-04-14 22:43:32.361288, cost_time=0:01:03.839157 2021-04-14 22:43:26,341 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1601, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:06.007344, arrival_time=2021-04-14 22:43:32.348443, cost_time=0:01:07.582589 2021-04-14 22:43:30,095 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.28ms, fps=682 images/s, loss=0.1600, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:02.252748, arrival_time=2021-04-14 22:43:32.348314, cost_time=0:01:11.336984 2021-04-14 22:43:32,105 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.34ms, fps=677 images/s, loss=0.1609, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:32.105312, cost_time=0:01:13.346613 2021-04-14 22:43:33,405 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.24ms, fps=1973 images/s, loss=0.4450, top1-acc=86.60%, top5-acc=99.37%, remaining_time=0:00:03.892950, arrival_time=2021-04-14 22:43:37.298613, cost_time=0:00:01.297651 2021-04-14 22:43:34,592 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.96ms, fps=2159 images/s, loss=0.4407, top1-acc=86.48%, top5-acc=99.47%, remaining_time=0:00:02.483840, arrival_time=2021-04-14 22:43:37.075735, cost_time=0:00:02.483844 2021-04-14 22:43:35,778 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.35ms, fps=2159 images/s, loss=0.4432, top1-acc=86.35%, top5-acc=99.45%, remaining_time=0:00:01.223450, arrival_time=2021-04-14 22:43:37.001739, cost_time=0:00:03.670359 2021-04-14 22:43:36,855 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=1.39ms, fps=2155 images/s, loss=0.4462, top1-acc=86.50%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:36.855142, cost_time=0:00:04.747249 2021-04-14 22:43:37,550 INFO : Epoch=0070 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:51:36.806130, arrival_time=2021-04-15 01:35:14.356688, cost_time=1:32:24.434066 2021-04-14 22:43:37,551 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 22:43:41,465 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.38ms, fps=654 images/s, loss=0.1552, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:01:12.793332, arrival_time=2021-04-14 22:44:54.258954, cost_time=0:00:03.913616 2021-04-14 22:43:45,213 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=3.49ms, fps=683 images/s, loss=0.1469, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:01:07.416976, arrival_time=2021-04-14 22:44:52.629994, cost_time=0:00:07.661015 2021-04-14 22:43:48,964 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=5.55ms, fps=683 images/s, loss=0.1447, top1-acc=95.29%, top5-acc=99.93%, remaining_time=0:01:03.144408, arrival_time=2021-04-14 22:44:52.108281, cost_time=0:00:11.411645 2021-04-14 22:43:52,710 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1395, top1-acc=95.43%, top5-acc=99.95%, remaining_time=0:00:59.116200, arrival_time=2021-04-14 22:44:51.826219, cost_time=0:00:15.158000 2021-04-14 22:43:56,451 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1406, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:55.185956, arrival_time=2021-04-14 22:44:51.637285, cost_time=0:00:18.899320 2021-04-14 22:44:00,190 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.1403, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:51.313480, arrival_time=2021-04-14 22:44:51.503844, cost_time=0:00:22.638284 2021-04-14 22:44:03,935 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1408, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:47.489904, arrival_time=2021-04-14 22:44:51.425277, cost_time=0:00:26.383257 2021-04-14 22:44:07,678 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1417, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:43.682700, arrival_time=2021-04-14 22:44:51.360770, cost_time=0:00:30.126033 2021-04-14 22:44:11,423 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.1409, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:39.893206, arrival_time=2021-04-14 22:44:51.316861, cost_time=0:00:33.871633 2021-04-14 22:44:15,169 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1422, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:36.112320, arrival_time=2021-04-14 22:44:51.281474, cost_time=0:00:37.617012 2021-04-14 22:44:18,903 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.1449, top1-acc=95.04%, top5-acc=99.95%, remaining_time=0:00:32.329464, arrival_time=2021-04-14 22:44:51.233050, cost_time=0:00:41.351649 2021-04-14 22:44:22,633 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.1476, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:28.551680, arrival_time=2021-04-14 22:44:51.185332, cost_time=0:00:45.081642 2021-04-14 22:44:26,375 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1508, top1-acc=94.78%, top5-acc=99.95%, remaining_time=0:00:24.787488, arrival_time=2021-04-14 22:44:51.163294, cost_time=0:00:48.823874 2021-04-14 22:44:30,107 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.1522, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:21.022288, arrival_time=2021-04-14 22:44:51.129861, cost_time=0:00:52.555663 2021-04-14 22:44:33,843 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.1526, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:17.262604, arrival_time=2021-04-14 22:44:51.105711, cost_time=0:00:56.291101 2021-04-14 22:44:37,590 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.1534, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:13.508712, arrival_time=2021-04-14 22:44:51.099347, cost_time=0:01:00.038697 2021-04-14 22:44:41,337 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1536, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:09.755460, arrival_time=2021-04-14 22:44:51.093257, cost_time=0:01:03.785716 2021-04-14 22:44:45,083 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1556, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:06.002768, arrival_time=2021-04-14 22:44:51.086140, cost_time=0:01:07.531155 2021-04-14 22:44:48,827 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1577, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:02.250798, arrival_time=2021-04-14 22:44:51.078050, cost_time=0:01:11.275312 2021-04-14 22:44:50,824 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.1582, top1-acc=94.51%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:50.824824, cost_time=0:01:13.272897 2021-04-14 22:44:52,150 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.50ms, fps=1934 images/s, loss=0.5474, top1-acc=83.91%, top5-acc=99.49%, remaining_time=0:00:03.971280, arrival_time=2021-04-14 22:44:56.121843, cost_time=0:00:01.323763 2021-04-14 22:44:53,339 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.36ms, fps=2154 images/s, loss=0.5539, top1-acc=83.93%, top5-acc=99.18%, remaining_time=0:00:02.512920, arrival_time=2021-04-14 22:44:55.852565, cost_time=0:00:02.512913 2021-04-14 22:44:54,525 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.35ms, fps=2159 images/s, loss=0.5473, top1-acc=83.96%, top5-acc=99.19%, remaining_time=0:00:01.233020, arrival_time=2021-04-14 22:44:55.758804, cost_time=0:00:03.699073 2021-04-14 22:44:55,603 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=1.40ms, fps=2153 images/s, loss=0.5490, top1-acc=84.14%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:55.603834, cost_time=0:00:04.777151 2021-04-14 22:44:56,313 INFO : Epoch=0071 complete, best val top1-acc=87.28%, top5-acc=99.52% (epoch=52), remaining_time=2:50:16.794969, arrival_time=2021-04-15 01:35:13.108721, cost_time=1:33:43.197254 2021-04-14 22:44:56,315 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 22:45:00,282 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.45ms, fps=645 images/s, loss=0.1538, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:01:13.782852, arrival_time=2021-04-14 22:46:14.064900, cost_time=0:00:03.966824 2021-04-14 22:45:04,022 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.1470, top1-acc=95.23%, top5-acc=99.94%, remaining_time=0:01:07.823536, arrival_time=2021-04-14 22:46:11.845967, cost_time=0:00:07.707221 2021-04-14 22:45:07,759 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.1468, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:01:03.322526, arrival_time=2021-04-14 22:46:11.081681, cost_time=0:00:11.443816 2021-04-14 22:45:11,504 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1471, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:00:59.239284, arrival_time=2021-04-14 22:46:10.744080, cost_time=0:00:15.189579 2021-04-14 22:45:15,239 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.11ms, fps=686 images/s, loss=0.1497, top1-acc=94.89%, top5-acc=99.92%, remaining_time=0:00:55.258226, arrival_time=2021-04-14 22:46:10.497493, cost_time=0:00:18.924056 2021-04-14 22:45:18,972 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.1490, top1-acc=94.89%, top5-acc=99.93%, remaining_time=0:00:51.357408, arrival_time=2021-04-14 22:46:10.330255, cost_time=0:00:22.657707 2021-04-14 22:45:22,713 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1491, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:47.516616, arrival_time=2021-04-14 22:46:10.230043, cost_time=0:00:26.398144 2021-04-14 22:45:26,458 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1492, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:43.707524, arrival_time=2021-04-14 22:46:10.165887, cost_time=0:00:30.143151 2021-04-14 22:45:30,200 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1504, top1-acc=94.72%, top5-acc=99.94%, remaining_time=0:00:39.908788, arrival_time=2021-04-14 22:46:10.108941, cost_time=0:00:33.884842 2021-04-14 22:45:33,935 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.1526, top1-acc=94.68%, top5-acc=99.95%, remaining_time=0:00:36.115680, arrival_time=2021-04-14 22:46:10.051339, cost_time=0:00:37.620524 2021-04-14 22:45:37,672 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1526, top1-acc=94.65%, top5-acc=99.95%, remaining_time=0:00:32.333764, arrival_time=2021-04-14 22:46:10.006250, cost_time=0:00:41.357167 2021-04-14 22:45:41,421 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1524, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:28.567336, arrival_time=2021-04-14 22:46:09.988864, cost_time=0:00:45.106308 2021-04-14 22:45:45,183 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.1517, top1-acc=94.70%, top5-acc=99.95%, remaining_time=0:00:24.809862, arrival_time=2021-04-14 22:46:09.992985, cost_time=0:00:48.867903 2021-04-14 22:45:48,931 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1526, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:21.046536, arrival_time=2021-04-14 22:46:09.978011, cost_time=0:00:52.616349 2021-04-14 22:45:52,682 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.1529, top1-acc=94.66%, top5-acc=99.93%, remaining_time=0:00:17.285880, arrival_time=2021-04-14 22:46:09.968078, cost_time=0:00:56.366943 2021-04-14 22:45:56,420 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.1535, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:13.523688, arrival_time=2021-04-14 22:46:09.944013, cost_time=0:01:00.105200 2021-04-14 22:46:00,161 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1550, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:09.764742, arrival_time=2021-04-14 22:46:09.926263, cost_time=0:01:03.846348 2021-04-14 22:46:03,900 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1558, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:06.007568, arrival_time=2021-04-14 22:46:09.908103, cost_time=0:01:07.585217 2021-04-14 22:46:07,647 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.1552, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:02.252604, arrival_time=2021-04-14 22:46:09.900288, cost_time=0:01:11.332512 2021-04-14 22:46:09,650 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.98ms, fps=679 images/s, loss=0.1547, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:09.650029, cost_time=0:01:13.334802 2021-04-14 22:46:10,965 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.30ms, fps=1952 images/s, loss=0.3506, top1-acc=88.79%, top5-acc=99.57%, remaining_time=0:00:03.934710, arrival_time=2021-04-14 22:46:14.900111, cost_time=0:00:01.311568 2021-04-14 22:46:12,149 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.64ms, fps=2164 images/s, loss=0.3600, top1-acc=88.48%, top5-acc=99.59%, remaining_time=0:00:02.495140, arrival_time=2021-04-14 22:46:14.644246, cost_time=0:00:02.495143 2021-04-14 22:46:13,335 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.37ms, fps=2160 images/s, loss=0.3696, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:01.227070, arrival_time=2021-04-14 22:46:14.562421, cost_time=0:00:03.681211 2021-04-14 22:46:14,414 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=1.42ms, fps=2150 images/s, loss=0.3685, top1-acc=87.87%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:14.414914, cost_time=0:00:04.761099 2021-04-14 22:46:15,799 INFO : Epoch=0072 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:48:58.102784, arrival_time=2021-04-15 01:35:13.902117, cost_time=1:35:02.682828 2021-04-14 22:46:15,800 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 22:46:19,731 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.37ms, fps=651 images/s, loss=0.1375, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:01:13.113252, arrival_time=2021-04-14 22:47:32.844893, cost_time=0:00:03.930817 2021-04-14 22:46:23,474 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.1444, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:01:07.525216, arrival_time=2021-04-14 22:47:30.999379, cost_time=0:00:07.673310 2021-04-14 22:46:27,227 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.95ms, fps=682 images/s, loss=0.1389, top1-acc=95.25%, top5-acc=99.95%, remaining_time=0:01:03.224918, arrival_time=2021-04-14 22:47:30.451933, cost_time=0:00:11.426182 2021-04-14 22:46:30,984 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.1406, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:59.217444, arrival_time=2021-04-14 22:47:30.202323, cost_time=0:00:15.183947 2021-04-14 22:46:34,733 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.1399, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:55.282316, arrival_time=2021-04-14 22:47:30.015464, cost_time=0:00:18.932324 2021-04-14 22:46:38,475 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.89ms, fps=684 images/s, loss=0.1409, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:51.394944, arrival_time=2021-04-14 22:47:29.870050, cost_time=0:00:22.674247 2021-04-14 22:46:42,219 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1421, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:47.553912, arrival_time=2021-04-14 22:47:29.773607, cost_time=0:00:26.418871 2021-04-14 22:46:45,959 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1462, top1-acc=94.92%, top5-acc=99.94%, remaining_time=0:00:43.729680, arrival_time=2021-04-14 22:47:29.689009, cost_time=0:00:30.158398 2021-04-14 22:46:49,725 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.67ms, fps=680 images/s, loss=0.1481, top1-acc=94.88%, top5-acc=99.94%, remaining_time=0:00:39.955958, arrival_time=2021-04-14 22:47:29.681798, cost_time=0:00:33.924895 2021-04-14 22:46:53,471 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.1489, top1-acc=94.82%, top5-acc=99.94%, remaining_time=0:00:36.163392, arrival_time=2021-04-14 22:47:29.634383, cost_time=0:00:37.670161 2021-04-14 22:46:57,210 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1476, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:32.374786, arrival_time=2021-04-14 22:47:29.585178, cost_time=0:00:41.409653 2021-04-14 22:47:00,958 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.1487, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:28.599636, arrival_time=2021-04-14 22:47:29.557743, cost_time=0:00:45.157288 2021-04-14 22:47:04,702 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1474, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:24.826758, arrival_time=2021-04-14 22:47:29.528787, cost_time=0:00:48.901197 2021-04-14 22:47:08,449 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.1473, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:21.059416, arrival_time=2021-04-14 22:47:29.508756, cost_time=0:00:52.648471 2021-04-14 22:47:12,202 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.1477, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:17.296460, arrival_time=2021-04-14 22:47:29.498853, cost_time=0:00:56.401476 2021-04-14 22:47:15,953 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1463, top1-acc=94.93%, top5-acc=99.94%, remaining_time=0:00:13.534380, arrival_time=2021-04-14 22:47:29.488094, cost_time=0:01:00.152844 2021-04-14 22:47:19,699 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1467, top1-acc=94.89%, top5-acc=99.94%, remaining_time=0:00:09.772750, arrival_time=2021-04-14 22:47:29.472299, cost_time=0:01:03.898718 2021-04-14 22:47:23,447 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1475, top1-acc=94.89%, top5-acc=99.94%, remaining_time=0:00:06.012992, arrival_time=2021-04-14 22:47:29.459920, cost_time=0:01:07.646101 2021-04-14 22:47:27,187 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.31ms, fps=685 images/s, loss=0.1488, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:02.254314, arrival_time=2021-04-14 22:47:29.441841, cost_time=0:01:11.386570 2021-04-14 22:47:29,187 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.43ms, fps=680 images/s, loss=0.1488, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:29.187130, cost_time=0:01:13.386377 2021-04-14 22:47:30,499 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.26ms, fps=1954 images/s, loss=0.5931, top1-acc=82.38%, top5-acc=99.10%, remaining_time=0:00:03.930390, arrival_time=2021-04-14 22:47:34.429634, cost_time=0:00:01.310127 2021-04-14 22:47:31,683 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.58ms, fps=2164 images/s, loss=0.6244, top1-acc=81.80%, top5-acc=99.00%, remaining_time=0:00:02.493780, arrival_time=2021-04-14 22:47:34.176708, cost_time=0:00:02.493789 2021-04-14 22:47:32,865 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.51ms, fps=2166 images/s, loss=0.6412, top1-acc=81.54%, top5-acc=98.93%, remaining_time=0:00:01.225500, arrival_time=2021-04-14 22:47:34.091067, cost_time=0:00:03.676501 2021-04-14 22:47:33,941 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=1.37ms, fps=2158 images/s, loss=0.6588, top1-acc=81.82%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:33.941170, cost_time=0:00:04.752146 2021-04-14 22:47:34,642 INFO : Epoch=0073 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:47:38.271603, arrival_time=2021-04-15 01:35:12.914294, cost_time=1:36:21.526191 2021-04-14 22:47:34,643 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 22:47:38,571 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.37ms, fps=652 images/s, loss=0.1834, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:01:13.045548, arrival_time=2021-04-14 22:48:51.616856, cost_time=0:00:03.927180 2021-04-14 22:47:42,328 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=3.61ms, fps=681 images/s, loss=0.1751, top1-acc=94.00%, top5-acc=99.88%, remaining_time=0:01:07.622544, arrival_time=2021-04-14 22:48:49.951148, cost_time=0:00:07.684381 2021-04-14 22:47:46,082 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.31ms, fps=682 images/s, loss=0.1652, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:01:03.292812, arrival_time=2021-04-14 22:48:49.375445, cost_time=0:00:11.438462 2021-04-14 22:47:49,815 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.1619, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:59.166744, arrival_time=2021-04-14 22:48:48.981843, cost_time=0:00:15.170958 2021-04-14 22:47:53,568 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.1581, top1-acc=94.66%, top5-acc=99.94%, remaining_time=0:00:55.257496, arrival_time=2021-04-14 22:48:48.825434, cost_time=0:00:18.923796 2021-04-14 22:47:57,312 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.1574, top1-acc=94.66%, top5-acc=99.95%, remaining_time=0:00:51.380936, arrival_time=2021-04-14 22:48:48.693131, cost_time=0:00:22.668055 2021-04-14 22:48:01,076 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.1545, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:47.578734, arrival_time=2021-04-14 22:48:48.655405, cost_time=0:00:26.432604 2021-04-14 22:48:04,815 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.1550, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:43.748124, arrival_time=2021-04-14 22:48:48.563308, cost_time=0:00:30.171129 2021-04-14 22:48:08,554 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1535, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:39.938786, arrival_time=2021-04-14 22:48:48.493355, cost_time=0:00:33.910324 2021-04-14 22:48:12,287 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.1538, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:36.137376, arrival_time=2021-04-14 22:48:48.424646, cost_time=0:00:37.643097 2021-04-14 22:48:16,024 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1536, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:32.351824, arrival_time=2021-04-14 22:48:48.376118, cost_time=0:00:41.380242 2021-04-14 22:48:19,774 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.1543, top1-acc=94.79%, top5-acc=99.92%, remaining_time=0:00:28.582156, arrival_time=2021-04-14 22:48:48.356078, cost_time=0:00:45.129724 2021-04-14 22:48:23,563 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1542, top1-acc=94.83%, top5-acc=99.92%, remaining_time=0:00:24.835998, arrival_time=2021-04-14 22:48:48.399473, cost_time=0:00:48.919420 2021-04-14 22:48:27,302 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.1533, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:00:21.063504, arrival_time=2021-04-14 22:48:48.366306, cost_time=0:00:52.658709 2021-04-14 22:48:31,058 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1534, top1-acc=94.82%, top5-acc=99.92%, remaining_time=0:00:17.300508, arrival_time=2021-04-14 22:48:48.359419, cost_time=0:00:56.414769 2021-04-14 22:48:34,802 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1540, top1-acc=94.78%, top5-acc=99.92%, remaining_time=0:00:13.535568, arrival_time=2021-04-14 22:48:48.337947, cost_time=0:01:00.158160 2021-04-14 22:48:38,553 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.1544, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:09.774310, arrival_time=2021-04-14 22:48:48.327582, cost_time=0:01:03.909033 2021-04-14 22:48:42,308 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.1553, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:06.014608, arrival_time=2021-04-14 22:48:48.323155, cost_time=0:01:07.664371 2021-04-14 22:48:46,062 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.24ms, fps=682 images/s, loss=0.1560, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:02.255328, arrival_time=2021-04-14 22:48:48.318140, cost_time=0:01:11.418654 2021-04-14 22:48:48,070 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=2.05ms, fps=678 images/s, loss=0.1560, top1-acc=94.71%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:48.070507, cost_time=0:01:13.426362 2021-04-14 22:48:49,429 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.35ms, fps=1887 images/s, loss=0.4306, top1-acc=86.95%, top5-acc=99.26%, remaining_time=0:00:04.070640, arrival_time=2021-04-14 22:48:53.500069, cost_time=0:00:01.356885 2021-04-14 22:48:50,611 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.47ms, fps=2166 images/s, loss=0.4446, top1-acc=86.17%, top5-acc=99.16%, remaining_time=0:00:02.539020, arrival_time=2021-04-14 22:48:53.150568, cost_time=0:00:02.539020 2021-04-14 22:48:51,792 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.34ms, fps=2169 images/s, loss=0.4375, top1-acc=86.34%, top5-acc=99.13%, remaining_time=0:00:01.239870, arrival_time=2021-04-14 22:48:53.032141, cost_time=0:00:03.719600 2021-04-14 22:48:52,867 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=1.43ms, fps=2158 images/s, loss=0.4618, top1-acc=86.06%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:52.867707, cost_time=0:00:04.795204 2021-04-14 22:48:53,563 INFO : Epoch=0074 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:46:18.598476, arrival_time=2021-04-15 01:35:12.161660, cost_time=1:37:40.446693 2021-04-14 22:48:53,564 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 22:48:57,481 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.43ms, fps=654 images/s, loss=0.1355, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:01:12.854154, arrival_time=2021-04-14 22:50:10.335745, cost_time=0:00:03.916892 2021-04-14 22:49:01,223 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1411, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:01:07.392160, arrival_time=2021-04-14 22:50:08.615172, cost_time=0:00:07.658197 2021-04-14 22:49:04,965 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.1426, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:01:03.081826, arrival_time=2021-04-14 22:50:08.046835, cost_time=0:00:11.400316 2021-04-14 22:49:08,716 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.1401, top1-acc=95.25%, top5-acc=99.93%, remaining_time=0:00:59.090460, arrival_time=2021-04-14 22:50:07.806618, cost_time=0:00:15.151397 2021-04-14 22:49:12,460 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.1398, top1-acc=95.27%, top5-acc=99.94%, remaining_time=0:00:55.176028, arrival_time=2021-04-14 22:50:07.636637, cost_time=0:00:18.895876 2021-04-14 22:49:16,216 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.1380, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:51.343808, arrival_time=2021-04-14 22:50:07.560313, cost_time=0:00:22.651670 2021-04-14 22:49:19,953 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.1358, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:47.500110, arrival_time=2021-04-14 22:50:07.453711, cost_time=0:00:26.388916 2021-04-14 22:49:23,696 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1356, top1-acc=95.36%, top5-acc=99.94%, remaining_time=0:00:43.690704, arrival_time=2021-04-14 22:50:07.386903, cost_time=0:00:30.131507 2021-04-14 22:49:27,437 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1351, top1-acc=95.35%, top5-acc=99.94%, remaining_time=0:00:39.895008, arrival_time=2021-04-14 22:50:07.332848, cost_time=0:00:33.873141 2021-04-14 22:49:31,190 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.1369, top1-acc=95.30%, top5-acc=99.94%, remaining_time=0:00:36.120576, arrival_time=2021-04-14 22:50:07.310837, cost_time=0:00:37.625565 2021-04-14 22:49:34,932 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.1373, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:32.342364, arrival_time=2021-04-14 22:50:07.275185, cost_time=0:00:41.368125 2021-04-14 22:49:38,692 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.1373, top1-acc=95.26%, top5-acc=99.94%, remaining_time=0:00:28.580788, arrival_time=2021-04-14 22:50:07.273002, cost_time=0:00:45.127514 2021-04-14 22:49:42,429 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.86ms, fps=685 images/s, loss=0.1388, top1-acc=95.25%, top5-acc=99.94%, remaining_time=0:00:24.808410, arrival_time=2021-04-14 22:50:07.238213, cost_time=0:00:48.865102 2021-04-14 22:49:46,168 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.1394, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:21.041496, arrival_time=2021-04-14 22:50:07.209803, cost_time=0:00:52.603699 2021-04-14 22:49:49,912 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=0.1404, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:17.279854, arrival_time=2021-04-14 22:50:07.191839, cost_time=0:00:56.347291 2021-04-14 22:49:53,653 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1414, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:13.519944, arrival_time=2021-04-14 22:50:07.173293, cost_time=0:01:00.088662 2021-04-14 22:49:57,395 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1429, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:09.762324, arrival_time=2021-04-14 22:50:07.157571, cost_time=0:01:03.830535 2021-04-14 22:50:01,142 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.1441, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:06.006944, arrival_time=2021-04-14 22:50:07.149737, cost_time=0:01:07.578101 2021-04-14 22:50:04,884 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1453, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:02.252220, arrival_time=2021-04-14 22:50:07.137068, cost_time=0:01:11.320236 2021-04-14 22:50:06,890 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.24ms, fps=678 images/s, loss=0.1466, top1-acc=94.94%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:06.889992, cost_time=0:01:13.325303 2021-04-14 22:50:08,245 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.78ms, fps=1891 images/s, loss=0.5876, top1-acc=83.28%, top5-acc=99.14%, remaining_time=0:00:04.060920, arrival_time=2021-04-14 22:50:12.306654, cost_time=0:00:01.353639 2021-04-14 22:50:09,425 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.51ms, fps=2171 images/s, loss=0.5734, top1-acc=83.59%, top5-acc=99.10%, remaining_time=0:00:02.533660, arrival_time=2021-04-14 22:50:11.959319, cost_time=0:00:02.533667 2021-04-14 22:50:10,609 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.49ms, fps=2164 images/s, loss=0.5526, top1-acc=83.95%, top5-acc=99.18%, remaining_time=0:00:01.239080, arrival_time=2021-04-14 22:50:11.848399, cost_time=0:00:03.717232 2021-04-14 22:50:11,687 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.09ms, fps=2153 images/s, loss=0.5435, top1-acc=83.88%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:11.687547, cost_time=0:00:04.795561 2021-04-14 22:50:12,457 INFO : Epoch=0075 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:44:58.901625, arrival_time=2021-04-15 01:35:11.359059, cost_time=1:38:59.340940 2021-04-14 22:50:12,458 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 22:50:16,370 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.65ms, fps=654 images/s, loss=0.1307, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:01:12.752226, arrival_time=2021-04-14 22:51:29.122740, cost_time=0:00:03.911411 2021-04-14 22:50:20,139 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.1394, top1-acc=95.23%, top5-acc=99.94%, remaining_time=0:01:07.585584, arrival_time=2021-04-14 22:51:27.724770, cost_time=0:00:07.680175 2021-04-14 22:50:23,888 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.1358, top1-acc=95.36%, top5-acc=99.92%, remaining_time=0:01:03.242182, arrival_time=2021-04-14 22:51:27.130505, cost_time=0:00:11.429312 2021-04-14 22:50:27,633 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.94ms, fps=684 images/s, loss=0.1359, top1-acc=95.39%, top5-acc=99.94%, remaining_time=0:00:59.178912, arrival_time=2021-04-14 22:51:26.812050, cost_time=0:00:15.174070 2021-04-14 22:50:31,378 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.1373, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:55.243772, arrival_time=2021-04-14 22:51:26.621849, cost_time=0:00:18.919079 2021-04-14 22:50:35,123 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.1382, top1-acc=95.19%, top5-acc=99.92%, remaining_time=0:00:51.370056, arrival_time=2021-04-14 22:51:26.493063, cost_time=0:00:22.663254 2021-04-14 22:50:38,867 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.1362, top1-acc=95.26%, top5-acc=99.93%, remaining_time=0:00:47.535138, arrival_time=2021-04-14 22:51:26.402663, cost_time=0:00:26.408382 2021-04-14 22:50:42,611 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.1361, top1-acc=95.30%, top5-acc=99.94%, remaining_time=0:00:43.720980, arrival_time=2021-04-14 22:51:26.332423, cost_time=0:00:30.152438 2021-04-14 22:50:46,349 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.64ms, fps=685 images/s, loss=0.1366, top1-acc=95.22%, top5-acc=99.93%, remaining_time=0:00:39.915466, arrival_time=2021-04-14 22:51:26.264947, cost_time=0:00:33.890487 2021-04-14 22:50:50,096 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.1382, top1-acc=95.22%, top5-acc=99.94%, remaining_time=0:00:36.132096, arrival_time=2021-04-14 22:51:26.228794, cost_time=0:00:37.637608 2021-04-14 22:50:53,837 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1387, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:32.350448, arrival_time=2021-04-14 22:51:26.188109, cost_time=0:00:41.378528 2021-04-14 22:50:57,588 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.1409, top1-acc=95.11%, top5-acc=99.94%, remaining_time=0:00:28.581928, arrival_time=2021-04-14 22:51:26.170494, cost_time=0:00:45.129319 2021-04-14 22:51:01,327 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.85ms, fps=685 images/s, loss=0.1412, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:24.810258, arrival_time=2021-04-14 22:51:26.137893, cost_time=0:00:48.868715 2021-04-14 22:51:05,083 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.45ms, fps=682 images/s, loss=0.1424, top1-acc=95.04%, top5-acc=99.95%, remaining_time=0:00:21.049840, arrival_time=2021-04-14 22:51:26.133502, cost_time=0:00:52.624587 2021-04-14 22:51:08,832 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.1434, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:17.287904, arrival_time=2021-04-14 22:51:26.120571, cost_time=0:00:56.373662 2021-04-14 22:51:12,580 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1443, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:13.527396, arrival_time=2021-04-14 22:51:26.108222, cost_time=0:01:00.121701 2021-04-14 22:51:16,333 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1454, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:09.769032, arrival_time=2021-04-14 22:51:26.102349, cost_time=0:01:03.874408 2021-04-14 22:51:20,082 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.33ms, fps=683 images/s, loss=0.1464, top1-acc=94.93%, top5-acc=99.94%, remaining_time=0:00:06.010992, arrival_time=2021-04-14 22:51:26.093729, cost_time=0:01:07.623733 2021-04-14 22:51:23,828 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.1465, top1-acc=94.90%, top5-acc=99.94%, remaining_time=0:00:02.253786, arrival_time=2021-04-14 22:51:26.082591, cost_time=0:01:11.369801 2021-04-14 22:51:25,822 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.1476, top1-acc=94.88%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:25.822483, cost_time=0:01:13.363563 2021-04-14 22:51:27,190 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.32ms, fps=1874 images/s, loss=0.6390, top1-acc=82.34%, top5-acc=98.52%, remaining_time=0:00:04.098120, arrival_time=2021-04-14 22:51:31.288665, cost_time=0:00:01.366040 2021-04-14 22:51:28,373 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.37ms, fps=2166 images/s, loss=0.6274, top1-acc=82.30%, top5-acc=98.65%, remaining_time=0:00:02.548440, arrival_time=2021-04-14 22:51:30.921499, cost_time=0:00:02.548435 2021-04-14 22:51:29,553 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.38ms, fps=2170 images/s, loss=0.6309, top1-acc=82.29%, top5-acc=98.65%, remaining_time=0:00:01.243030, arrival_time=2021-04-14 22:51:30.796546, cost_time=0:00:03.729101 2021-04-14 22:51:30,632 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=2152 images/s, loss=0.6382, top1-acc=82.25%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:30.632079, cost_time=0:00:04.807658 2021-04-14 22:51:31,443 INFO : Epoch=0076 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:43:39.375984, arrival_time=2021-04-15 01:35:10.819712, cost_time=1:40:18.327234 2021-04-14 22:51:31,445 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 22:51:35,354 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.45ms, fps=655 images/s, loss=0.1432, top1-acc=94.57%, top5-acc=100.00%, remaining_time=0:01:12.715584, arrival_time=2021-04-14 22:52:48.070209, cost_time=0:00:03.909436 2021-04-14 22:51:39,100 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.1531, top1-acc=94.65%, top5-acc=100.00%, remaining_time=0:01:07.363472, arrival_time=2021-04-14 22:52:46.463682, cost_time=0:00:07.654941 2021-04-14 22:51:42,858 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.1537, top1-acc=94.65%, top5-acc=99.97%, remaining_time=0:01:03.150384, arrival_time=2021-04-14 22:52:46.008291, cost_time=0:00:11.412715 2021-04-14 22:51:46,603 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.1549, top1-acc=94.59%, top5-acc=99.97%, remaining_time=0:00:59.118852, arrival_time=2021-04-14 22:52:45.722730, cost_time=0:00:15.158683 2021-04-14 22:51:50,357 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.1514, top1-acc=94.73%, top5-acc=99.98%, remaining_time=0:00:55.224062, arrival_time=2021-04-14 22:52:45.581647, cost_time=0:00:18.912348 2021-04-14 22:51:54,126 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=3.48ms, fps=679 images/s, loss=0.1489, top1-acc=94.79%, top5-acc=99.97%, remaining_time=0:00:51.411264, arrival_time=2021-04-14 22:52:45.537961, cost_time=0:00:22.681448 2021-04-14 22:51:57,870 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.55ms, fps=684 images/s, loss=0.1491, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:47.565378, arrival_time=2021-04-14 22:52:45.435831, cost_time=0:00:26.425230 2021-04-14 22:52:01,629 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.1477, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:43.767496, arrival_time=2021-04-14 22:52:45.397231, cost_time=0:00:30.184520 2021-04-14 22:52:05,371 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1510, top1-acc=94.70%, top5-acc=99.96%, remaining_time=0:00:39.957124, arrival_time=2021-04-14 22:52:45.328161, cost_time=0:00:33.925853 2021-04-14 22:52:09,116 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1521, top1-acc=94.66%, top5-acc=99.96%, remaining_time=0:00:36.163968, arrival_time=2021-04-14 22:52:45.279955, cost_time=0:00:37.670795 2021-04-14 22:52:12,858 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1510, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:32.377796, arrival_time=2021-04-14 22:52:45.236439, cost_time=0:00:41.413458 2021-04-14 22:52:16,596 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.1498, top1-acc=94.75%, top5-acc=99.95%, remaining_time=0:00:28.595684, arrival_time=2021-04-14 22:52:45.191945, cost_time=0:00:45.151108 2021-04-14 22:52:20,340 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1490, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:24.823788, arrival_time=2021-04-14 22:52:45.164274, cost_time=0:00:48.895379 2021-04-14 22:52:24,079 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.1479, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:21.053816, arrival_time=2021-04-14 22:52:45.133502, cost_time=0:00:52.634493 2021-04-14 22:52:27,824 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1480, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:17.289652, arrival_time=2021-04-14 22:52:45.114270, cost_time=0:00:56.379351 2021-04-14 22:52:31,560 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.01ms, fps=685 images/s, loss=0.1480, top1-acc=94.85%, top5-acc=99.96%, remaining_time=0:00:13.526028, arrival_time=2021-04-14 22:52:45.086848, cost_time=0:01:00.115636 2021-04-14 22:52:35,310 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.1491, top1-acc=94.79%, top5-acc=99.96%, remaining_time=0:00:09.767602, arrival_time=2021-04-14 22:52:45.077805, cost_time=0:01:03.865103 2021-04-14 22:52:39,064 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.1489, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:06.010576, arrival_time=2021-04-14 22:52:45.074862, cost_time=0:01:07.619061 2021-04-14 22:52:42,817 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.30ms, fps=682 images/s, loss=0.1490, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:02.253870, arrival_time=2021-04-14 22:52:45.071573, cost_time=0:01:11.372508 2021-04-14 22:52:44,814 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.1492, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:44.814686, cost_time=0:01:13.369534 2021-04-14 22:52:46,123 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.44ms, fps=1959 images/s, loss=0.4243, top1-acc=86.52%, top5-acc=99.30%, remaining_time=0:00:03.919650, arrival_time=2021-04-14 22:52:50.042960, cost_time=0:00:01.306546 2021-04-14 22:52:47,310 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.55ms, fps=2157 images/s, loss=0.3996, top1-acc=87.52%, top5-acc=99.37%, remaining_time=0:00:02.494060, arrival_time=2021-04-14 22:52:49.804942, cost_time=0:00:02.494059 2021-04-14 22:52:48,494 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.59ms, fps=2164 images/s, loss=0.4018, top1-acc=87.37%, top5-acc=99.34%, remaining_time=0:00:01.225860, arrival_time=2021-04-14 22:52:49.720173, cost_time=0:00:03.677594 2021-04-14 22:52:49,572 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=1.44ms, fps=2152 images/s, loss=0.3943, top1-acc=87.33%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:49.572878, cost_time=0:00:04.756090 2021-04-14 22:52:50,314 INFO : Epoch=0077 complete, best val top1-acc=87.87%, top5-acc=99.58% (epoch=72), remaining_time=2:42:19.680216, arrival_time=2021-04-15 01:35:09.994856, cost_time=1:41:37.198152 2021-04-14 22:52:50,315 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 22:52:54,283 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.42ms, fps=645 images/s, loss=0.1429, top1-acc=95.35%, top5-acc=99.77%, remaining_time=0:01:13.784340, arrival_time=2021-04-14 22:54:08.067429, cost_time=0:00:03.966898 2021-04-14 22:52:58,022 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.09ms, fps=685 images/s, loss=0.1304, top1-acc=95.80%, top5-acc=99.88%, remaining_time=0:01:07.815968, arrival_time=2021-04-14 22:54:05.838470, cost_time=0:00:07.706358 2021-04-14 22:53:01,758 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1327, top1-acc=95.56%, top5-acc=99.90%, remaining_time=0:01:03.313396, arrival_time=2021-04-14 22:54:05.071623, cost_time=0:00:11.442166 2021-04-14 22:53:05,500 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1354, top1-acc=95.42%, top5-acc=99.91%, remaining_time=0:00:59.216976, arrival_time=2021-04-14 22:54:04.717079, cost_time=0:00:15.183849 2021-04-14 22:53:09,251 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.1341, top1-acc=95.45%, top5-acc=99.91%, remaining_time=0:00:55.291660, arrival_time=2021-04-14 22:54:04.543425, cost_time=0:00:18.935500 2021-04-14 22:53:12,999 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.43ms, fps=683 images/s, loss=0.1329, top1-acc=95.42%, top5-acc=99.93%, remaining_time=0:00:51.416024, arrival_time=2021-04-14 22:54:04.415767, cost_time=0:00:22.683532 2021-04-14 22:53:16,747 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.1324, top1-acc=95.44%, top5-acc=99.94%, remaining_time=0:00:47.576340, arrival_time=2021-04-14 22:54:04.323687, cost_time=0:00:26.431285 2021-04-14 22:53:20,502 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.1335, top1-acc=95.43%, top5-acc=99.94%, remaining_time=0:00:43.770396, arrival_time=2021-04-14 22:54:04.273093, cost_time=0:00:30.186491 2021-04-14 22:53:24,272 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=4.56ms, fps=679 images/s, loss=0.1344, top1-acc=95.39%, top5-acc=99.93%, remaining_time=0:00:39.993270, arrival_time=2021-04-14 22:54:04.265982, cost_time=0:00:33.956562 2021-04-14 22:53:28,011 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1366, top1-acc=95.35%, top5-acc=99.93%, remaining_time=0:00:36.187008, arrival_time=2021-04-14 22:54:04.197988, cost_time=0:00:37.694842 2021-04-14 22:53:31,752 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.1383, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:32.395168, arrival_time=2021-04-14 22:54:04.147071, cost_time=0:00:41.435692 2021-04-14 22:53:35,509 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.1387, top1-acc=95.22%, top5-acc=99.93%, remaining_time=0:00:28.622132, arrival_time=2021-04-14 22:54:04.131168, cost_time=0:00:45.192793 2021-04-14 22:53:39,257 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.1386, top1-acc=95.23%, top5-acc=99.93%, remaining_time=0:00:24.847284, arrival_time=2021-04-14 22:54:04.105095, cost_time=0:00:48.941669 2021-04-14 22:53:42,997 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1383, top1-acc=95.26%, top5-acc=99.93%, remaining_time=0:00:21.072296, arrival_time=2021-04-14 22:54:04.069210, cost_time=0:00:52.680764 2021-04-14 22:53:46,739 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1397, top1-acc=95.21%, top5-acc=99.93%, remaining_time=0:00:17.303176, arrival_time=2021-04-14 22:54:04.042734, cost_time=0:00:56.423424 2021-04-14 22:53:50,478 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.1407, top1-acc=95.20%, top5-acc=99.93%, remaining_time=0:00:13.536396, arrival_time=2021-04-14 22:54:04.014365, cost_time=0:01:00.161833 2021-04-14 22:53:54,218 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1409, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:00:09.773322, arrival_time=2021-04-14 22:54:03.991829, cost_time=0:01:03.902463 2021-04-14 22:53:57,967 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.1411, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:06.013424, arrival_time=2021-04-14 22:54:03.980668, cost_time=0:01:07.651098 2021-04-14 22:54:01,716 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.1409, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:02.254734, arrival_time=2021-04-14 22:54:03.970782, cost_time=0:01:11.399924 2021-04-14 22:54:03,714 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.1415, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:03.714811, cost_time=0:01:13.398705 2021-04-14 22:54:05,022 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.29ms, fps=1963 images/s, loss=0.3937, top1-acc=87.93%, top5-acc=99.41%, remaining_time=0:00:03.912930, arrival_time=2021-04-14 22:54:08.935224, cost_time=0:00:01.304307 2021-04-14 22:54:06,203 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.32ms, fps=2168 images/s, loss=0.3922, top1-acc=88.03%, top5-acc=99.49%, remaining_time=0:00:02.485900, arrival_time=2021-04-14 22:54:08.689572, cost_time=0:00:02.485907 2021-04-14 22:54:07,384 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.50ms, fps=2169 images/s, loss=0.3912, top1-acc=88.15%, top5-acc=99.36%, remaining_time=0:00:01.222220, arrival_time=2021-04-14 22:54:08.606726, cost_time=0:00:03.666654 2021-04-14 22:54:08,469 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.10ms, fps=2142 images/s, loss=0.3909, top1-acc=88.05%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:08.469014, cost_time=0:00:04.751270 2021-04-14 22:54:09,820 INFO : Epoch=0078 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:41:00.998952, arrival_time=2021-04-15 01:35:10.819674, cost_time=1:42:56.704218 2021-04-14 22:54:09,822 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 22:54:13,755 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.50ms, fps=651 images/s, loss=0.1246, top1-acc=95.86%, top5-acc=100.00%, remaining_time=0:01:13.166820, arrival_time=2021-04-14 22:55:26.922723, cost_time=0:00:03.933702 2021-04-14 22:54:17,501 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.1264, top1-acc=95.68%, top5-acc=100.00%, remaining_time=0:01:07.579600, arrival_time=2021-04-14 22:55:25.081351, cost_time=0:00:07.679496 2021-04-14 22:54:21,257 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.1260, top1-acc=95.76%, top5-acc=100.00%, remaining_time=0:01:03.272228, arrival_time=2021-04-14 22:55:24.529173, cost_time=0:00:11.434726 2021-04-14 22:54:25,006 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1228, top1-acc=95.91%, top5-acc=99.99%, remaining_time=0:00:59.217756, arrival_time=2021-04-14 22:55:24.224128, cost_time=0:00:15.184048 2021-04-14 22:54:28,761 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.1230, top1-acc=95.91%, top5-acc=99.98%, remaining_time=0:00:55.303778, arrival_time=2021-04-14 22:55:24.065620, cost_time=0:00:18.939637 2021-04-14 22:54:32,500 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.84ms, fps=685 images/s, loss=0.1229, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:51.402696, arrival_time=2021-04-14 22:55:23.902697, cost_time=0:00:22.677664 2021-04-14 22:54:36,237 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.1245, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:47.547990, arrival_time=2021-04-14 22:55:23.785636, cost_time=0:00:26.415518 2021-04-14 22:54:39,992 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.1269, top1-acc=95.81%, top5-acc=99.95%, remaining_time=0:00:43.747080, arrival_time=2021-04-14 22:55:23.739799, cost_time=0:00:30.170422 2021-04-14 22:54:43,743 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.1290, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:39.951506, arrival_time=2021-04-14 22:55:23.694826, cost_time=0:00:33.921081 2021-04-14 22:54:47,493 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.1296, top1-acc=95.65%, top5-acc=99.95%, remaining_time=0:00:36.164064, arrival_time=2021-04-14 22:55:23.657185, cost_time=0:00:37.670896 2021-04-14 22:54:51,248 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.85ms, fps=682 images/s, loss=0.1316, top1-acc=95.59%, top5-acc=99.94%, remaining_time=0:00:32.387342, arrival_time=2021-04-14 22:55:23.635275, cost_time=0:00:41.425697 2021-04-14 22:54:54,999 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.1336, top1-acc=95.52%, top5-acc=99.94%, remaining_time=0:00:28.612252, arrival_time=2021-04-14 22:55:23.611707, cost_time=0:00:45.177182 2021-04-14 22:54:58,749 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.1339, top1-acc=95.50%, top5-acc=99.94%, remaining_time=0:00:24.840222, arrival_time=2021-04-14 22:55:23.590089, cost_time=0:00:48.927660 2021-04-14 22:55:02,498 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.1338, top1-acc=95.47%, top5-acc=99.94%, remaining_time=0:00:21.070280, arrival_time=2021-04-14 22:55:23.568193, cost_time=0:00:52.675705 2021-04-14 22:55:06,254 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.1351, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:17.305844, arrival_time=2021-04-14 22:55:23.560232, cost_time=0:00:56.432173 2021-04-14 22:55:09,991 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.1361, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:13.538088, arrival_time=2021-04-14 22:55:23.529573, cost_time=0:01:00.169228 2021-04-14 22:55:13,726 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.1361, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:09.773556, arrival_time=2021-04-14 22:55:23.499617, cost_time=0:01:03.903944 2021-04-14 22:55:17,470 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1371, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:06.013168, arrival_time=2021-04-14 22:55:23.483467, cost_time=0:01:07.648080 2021-04-14 22:55:21,206 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1390, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:02.254236, arrival_time=2021-04-14 22:55:23.460566, cost_time=0:01:11.384214 2021-04-14 22:55:23,204 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.1391, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:23.203980, cost_time=0:01:13.381860 2021-04-14 22:55:24,554 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.46ms, fps=1899 images/s, loss=0.4126, top1-acc=88.05%, top5-acc=99.53%, remaining_time=0:00:04.045140, arrival_time=2021-04-14 22:55:28.599391, cost_time=0:00:01.348385 2021-04-14 22:55:25,740 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.92ms, fps=2158 images/s, loss=0.4400, top1-acc=86.78%, top5-acc=99.37%, remaining_time=0:00:02.534880, arrival_time=2021-04-14 22:55:28.275618, cost_time=0:00:02.534873 2021-04-14 22:55:26,924 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.55ms, fps=2163 images/s, loss=0.4350, top1-acc=86.51%, top5-acc=99.45%, remaining_time=0:00:01.239490, arrival_time=2021-04-14 22:55:28.163927, cost_time=0:00:03.718478 2021-04-14 22:55:28,003 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.4338, top1-acc=86.58%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:28.003460, cost_time=0:00:04.797619 2021-04-14 22:55:28,693 INFO : Epoch=0079 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:39:41.326194, arrival_time=2021-04-15 01:35:10.019303, cost_time=1:44:15.576585 2021-04-14 22:55:28,695 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 22:55:32,628 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=2.41ms, fps=651 images/s, loss=0.1438, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:01:13.159380, arrival_time=2021-04-14 22:56:45.788224, cost_time=0:00:03.933303 2021-04-14 22:55:36,384 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.1463, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:01:07.666368, arrival_time=2021-04-14 22:56:44.051227, cost_time=0:00:07.689365 2021-04-14 22:55:40,121 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.1379, top1-acc=95.38%, top5-acc=99.99%, remaining_time=0:01:03.225582, arrival_time=2021-04-14 22:56:43.347399, cost_time=0:00:11.426318 2021-04-14 22:55:43,865 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1336, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:59.161284, arrival_time=2021-04-14 22:56:43.026478, cost_time=0:00:15.169567 2021-04-14 22:55:47,603 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1289, top1-acc=95.71%, top5-acc=99.98%, remaining_time=0:00:55.210484, arrival_time=2021-04-14 22:56:42.813628, cost_time=0:00:18.907725 2021-04-14 22:55:51,346 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1313, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:00:51.342856, arrival_time=2021-04-14 22:56:42.689560, cost_time=0:00:22.651272 2021-04-14 22:55:55,090 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1302, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:47.511324, arrival_time=2021-04-14 22:56:42.601951, cost_time=0:00:26.395176 2021-04-14 22:55:58,835 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1309, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:43.703116, arrival_time=2021-04-14 22:56:42.538664, cost_time=0:00:30.140054 2021-04-14 22:56:02,570 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.1301, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:39.896810, arrival_time=2021-04-14 22:56:42.466890, cost_time=0:00:33.874636 2021-04-14 22:56:06,307 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.1300, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:36.107136, arrival_time=2021-04-14 22:56:42.414200, cost_time=0:00:37.611563 2021-04-14 22:56:10,057 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1317, top1-acc=95.55%, top5-acc=99.94%, remaining_time=0:00:32.337376, arrival_time=2021-04-14 22:56:42.394586, cost_time=0:00:41.361706 2021-04-14 22:56:13,806 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=0.1312, top1-acc=95.59%, top5-acc=99.94%, remaining_time=0:00:28.570072, arrival_time=2021-04-14 22:56:42.376205, cost_time=0:00:45.110600 2021-04-14 22:56:17,545 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.68ms, fps=685 images/s, loss=0.1320, top1-acc=95.55%, top5-acc=99.94%, remaining_time=0:00:24.800820, arrival_time=2021-04-14 22:56:42.346433, cost_time=0:00:48.850040 2021-04-14 22:56:21,289 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.1330, top1-acc=95.54%, top5-acc=99.94%, remaining_time=0:00:21.037520, arrival_time=2021-04-14 22:56:42.326780, cost_time=0:00:52.593730 2021-04-14 22:56:25,031 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.75ms, fps=684 images/s, loss=0.1339, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:17.276174, arrival_time=2021-04-14 22:56:42.307142, cost_time=0:00:56.335413 2021-04-14 22:56:28,779 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.32ms, fps=683 images/s, loss=0.1350, top1-acc=95.47%, top5-acc=99.94%, remaining_time=0:00:13.518864, arrival_time=2021-04-14 22:56:42.298218, cost_time=0:01:00.083830 2021-04-14 22:56:32,528 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.1349, top1-acc=95.45%, top5-acc=99.94%, remaining_time=0:00:09.762636, arrival_time=2021-04-14 22:56:42.290834, cost_time=0:01:03.832704 2021-04-14 22:56:36,266 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=2.08ms, fps=685 images/s, loss=0.1356, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:06.006304, arrival_time=2021-04-14 22:56:42.272763, cost_time=0:01:07.570928 2021-04-14 22:56:40,008 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.1366, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:02.251980, arrival_time=2021-04-14 22:56:42.260258, cost_time=0:01:11.312755 2021-04-14 22:56:42,005 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.1372, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:42.005012, cost_time=0:01:13.309503 2021-04-14 22:56:43,338 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.20ms, fps=1922 images/s, loss=0.5108, top1-acc=84.77%, top5-acc=99.06%, remaining_time=0:00:03.994920, arrival_time=2021-04-14 22:56:47.333603, cost_time=0:00:01.331636 2021-04-14 22:56:44,523 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.46ms, fps=2161 images/s, loss=0.5003, top1-acc=84.94%, top5-acc=99.04%, remaining_time=0:00:02.516560, arrival_time=2021-04-14 22:56:47.040266, cost_time=0:00:02.516568 2021-04-14 22:56:45,708 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.56ms, fps=2161 images/s, loss=0.4914, top1-acc=84.88%, top5-acc=99.02%, remaining_time=0:00:01.233840, arrival_time=2021-04-14 22:56:46.942432, cost_time=0:00:03.701517 2021-04-14 22:56:46,785 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=1.29ms, fps=2156 images/s, loss=0.4755, top1-acc=85.33%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:46.784982, cost_time=0:00:04.777966 2021-04-14 22:56:47,466 INFO : Epoch=0080 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:38:21.524880, arrival_time=2021-04-15 01:35:08.991325, cost_time=1:45:34.349951 2021-04-14 22:56:47,467 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 22:56:51,366 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.54ms, fps=657 images/s, loss=0.1456, top1-acc=95.20%, top5-acc=99.80%, remaining_time=0:01:12.514890, arrival_time=2021-04-14 22:58:03.881420, cost_time=0:00:03.898651 2021-04-14 22:56:55,106 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.1437, top1-acc=95.21%, top5-acc=99.82%, remaining_time=0:01:07.220560, arrival_time=2021-04-14 22:58:02.327153, cost_time=0:00:07.638707 2021-04-14 22:56:58,866 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.1443, top1-acc=95.21%, top5-acc=99.84%, remaining_time=0:01:03.069708, arrival_time=2021-04-14 22:58:01.935744, cost_time=0:00:11.398142 2021-04-14 22:57:02,604 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1432, top1-acc=95.25%, top5-acc=99.86%, remaining_time=0:00:59.032896, arrival_time=2021-04-14 22:58:01.637432, cost_time=0:00:15.136627 2021-04-14 22:57:06,335 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.1416, top1-acc=95.23%, top5-acc=99.88%, remaining_time=0:00:55.093538, arrival_time=2021-04-14 22:58:01.429153, cost_time=0:00:18.867626 2021-04-14 22:57:10,093 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.1393, top1-acc=95.25%, top5-acc=99.90%, remaining_time=0:00:51.283424, arrival_time=2021-04-14 22:58:01.376353, cost_time=0:00:22.625037 2021-04-14 22:57:13,834 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1402, top1-acc=95.22%, top5-acc=99.89%, remaining_time=0:00:47.459160, arrival_time=2021-04-14 22:58:01.293349, cost_time=0:00:26.366200 2021-04-14 22:57:17,589 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.1405, top1-acc=95.21%, top5-acc=99.91%, remaining_time=0:00:43.675624, arrival_time=2021-04-14 22:58:01.264635, cost_time=0:00:30.121090 2021-04-14 22:57:21,324 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.89ms, fps=685 images/s, loss=0.1422, top1-acc=95.16%, top5-acc=99.89%, remaining_time=0:00:39.875398, arrival_time=2021-04-14 22:58:01.199790, cost_time=0:00:33.856503 2021-04-14 22:57:25,056 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.1433, top1-acc=95.12%, top5-acc=99.90%, remaining_time=0:00:36.084768, arrival_time=2021-04-14 22:58:01.140910, cost_time=0:00:37.588341 2021-04-14 22:57:28,795 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.1427, top1-acc=95.15%, top5-acc=99.90%, remaining_time=0:00:32.310802, arrival_time=2021-04-14 22:58:01.106421, cost_time=0:00:41.327717 2021-04-14 22:57:32,534 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1442, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:28.542408, arrival_time=2021-04-14 22:58:01.077199, cost_time=0:00:45.066989 2021-04-14 22:57:36,268 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.1442, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:24.775806, arrival_time=2021-04-14 22:58:01.044494, cost_time=0:00:48.800803 2021-04-14 22:57:40,005 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1450, top1-acc=95.08%, top5-acc=99.91%, remaining_time=0:00:21.015064, arrival_time=2021-04-14 22:58:01.020577, cost_time=0:00:52.537620 2021-04-14 22:57:43,746 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.1443, top1-acc=95.09%, top5-acc=99.91%, remaining_time=0:00:17.258694, arrival_time=2021-04-14 22:58:01.005055, cost_time=0:00:56.278374 2021-04-14 22:57:47,481 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.1444, top1-acc=95.08%, top5-acc=99.91%, remaining_time=0:00:13.503060, arrival_time=2021-04-14 22:58:00.984427, cost_time=0:01:00.013560 2021-04-14 22:57:51,218 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1441, top1-acc=95.07%, top5-acc=99.92%, remaining_time=0:00:09.750052, arrival_time=2021-04-14 22:58:00.968243, cost_time=0:01:03.750392 2021-04-14 22:57:54,958 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.1439, top1-acc=95.07%, top5-acc=99.92%, remaining_time=0:00:05.999168, arrival_time=2021-04-14 22:58:00.957607, cost_time=0:01:07.490610 2021-04-14 22:57:58,708 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.1447, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:00:02.249694, arrival_time=2021-04-14 22:58:00.957986, cost_time=0:01:11.240304 2021-04-14 22:58:00,710 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=5.46ms, fps=679 images/s, loss=0.1457, top1-acc=95.02%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:00.710841, cost_time=0:01:13.243043 2021-04-14 22:58:02,054 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.52ms, fps=1908 images/s, loss=0.5317, top1-acc=84.37%, top5-acc=98.67%, remaining_time=0:00:04.024260, arrival_time=2021-04-14 22:58:06.078529, cost_time=0:00:01.341420 2021-04-14 22:58:03,237 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.81ms, fps=2165 images/s, loss=0.5388, top1-acc=84.34%, top5-acc=98.69%, remaining_time=0:00:02.524680, arrival_time=2021-04-14 22:58:05.762129, cost_time=0:00:02.524674 2021-04-14 22:58:04,420 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.56ms, fps=2165 images/s, loss=0.5454, top1-acc=84.19%, top5-acc=98.68%, remaining_time=0:00:01.235890, arrival_time=2021-04-14 22:58:05.656381, cost_time=0:00:03.707672 2021-04-14 22:58:05,494 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=1.17ms, fps=2160 images/s, loss=0.5494, top1-acc=83.81%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:05.494773, cost_time=0:00:04.782030 2021-04-14 22:58:06,179 INFO : Epoch=0081 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:37:01.660899, arrival_time=2021-04-15 01:35:07.840702, cost_time=1:46:53.063303 2021-04-14 22:58:06,181 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 22:58:10,100 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.43ms, fps=653 images/s, loss=0.1542, top1-acc=94.53%, top5-acc=99.96%, remaining_time=0:01:12.891912, arrival_time=2021-04-14 22:59:22.992136, cost_time=0:00:03.918924 2021-04-14 22:58:13,840 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.79ms, fps=685 images/s, loss=0.1448, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:01:07.399552, arrival_time=2021-04-14 22:59:21.239888, cost_time=0:00:07.659037 2021-04-14 22:58:17,595 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.1327, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:01:03.156858, arrival_time=2021-04-14 22:59:20.752045, cost_time=0:00:11.413889 2021-04-14 22:58:21,329 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.83ms, fps=686 images/s, loss=0.1298, top1-acc=95.57%, top5-acc=99.94%, remaining_time=0:00:59.076732, arrival_time=2021-04-14 22:59:20.405911, cost_time=0:00:15.147881 2021-04-14 22:58:25,074 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=2.29ms, fps=684 images/s, loss=0.1300, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:55.166538, arrival_time=2021-04-14 22:59:20.240626, cost_time=0:00:18.892672 2021-04-14 22:58:28,822 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.1281, top1-acc=95.71%, top5-acc=99.93%, remaining_time=0:00:51.319056, arrival_time=2021-04-14 22:59:20.141125, cost_time=0:00:22.640761 2021-04-14 22:58:32,599 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.50ms, fps=678 images/s, loss=0.1268, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:47.552652, arrival_time=2021-04-14 22:59:20.152068, cost_time=0:00:26.418107 2021-04-14 22:58:36,343 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1275, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:43.734900, arrival_time=2021-04-14 22:59:20.078327, cost_time=0:00:30.162025 2021-04-14 22:58:40,084 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1281, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:39.930518, arrival_time=2021-04-14 22:59:20.015054, cost_time=0:00:33.903302 2021-04-14 22:58:43,842 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.1303, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:36.154656, arrival_time=2021-04-14 22:59:19.997062, cost_time=0:00:37.661115 2021-04-14 22:58:47,603 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.02ms, fps=681 images/s, loss=0.1315, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:32.384418, arrival_time=2021-04-14 22:59:19.987754, cost_time=0:00:41.421931 2021-04-14 22:58:51,363 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.1307, top1-acc=95.52%, top5-acc=99.95%, remaining_time=0:00:28.615444, arrival_time=2021-04-14 22:59:19.979033, cost_time=0:00:45.182292 2021-04-14 22:58:55,102 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1307, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:24.836790, arrival_time=2021-04-14 22:59:19.939056, cost_time=0:00:48.920968 2021-04-14 22:58:58,842 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.77ms, fps=685 images/s, loss=0.1314, top1-acc=95.51%, top5-acc=99.95%, remaining_time=0:00:21.064456, arrival_time=2021-04-14 22:59:19.906924, cost_time=0:00:52.661157 2021-04-14 22:59:02,591 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.1318, top1-acc=95.50%, top5-acc=99.95%, remaining_time=0:00:17.299174, arrival_time=2021-04-14 22:59:19.890855, cost_time=0:00:56.410379 2021-04-14 22:59:06,326 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.1325, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:13.532652, arrival_time=2021-04-14 22:59:19.859035, cost_time=0:01:00.145177 2021-04-14 22:59:10,063 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1335, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:09.770176, arrival_time=2021-04-14 22:59:19.833401, cost_time=0:01:03.881918 2021-04-14 22:59:13,809 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.1345, top1-acc=95.40%, top5-acc=99.95%, remaining_time=0:00:06.011392, arrival_time=2021-04-14 22:59:19.820774, cost_time=0:01:07.628076 2021-04-14 22:59:17,550 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.1355, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:02.253756, arrival_time=2021-04-14 22:59:19.803938, cost_time=0:01:11.368879 2021-04-14 22:59:19,547 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.1362, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:19.546992, cost_time=0:01:13.365783 2021-04-14 22:59:20,845 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.40ms, fps=1975 images/s, loss=0.4024, top1-acc=87.89%, top5-acc=99.61%, remaining_time=0:00:03.888810, arrival_time=2021-04-14 22:59:24.733999, cost_time=0:00:01.296270 2021-04-14 22:59:22,025 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.52ms, fps=2169 images/s, loss=0.4077, top1-acc=87.44%, top5-acc=99.49%, remaining_time=0:00:02.477100, arrival_time=2021-04-14 22:59:24.503037, cost_time=0:00:02.477106 2021-04-14 22:59:23,208 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.42ms, fps=2166 images/s, loss=0.4099, top1-acc=87.16%, top5-acc=99.39%, remaining_time=0:00:01.219780, arrival_time=2021-04-14 22:59:24.427933, cost_time=0:00:03.659328 2021-04-14 22:59:24,286 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=1.40ms, fps=2152 images/s, loss=0.4097, top1-acc=87.44%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:24.286470, cost_time=0:00:04.737672 2021-04-14 22:59:24,978 INFO : Epoch=0082 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:35:41.947192, arrival_time=2021-04-15 01:35:06.925321, cost_time=1:48:11.861605 2021-04-14 22:59:24,980 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 22:59:28,881 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=6.25ms, fps=656 images/s, loss=0.1342, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:01:12.555066, arrival_time=2021-04-14 23:00:41.436797, cost_time=0:00:03.900807 2021-04-14 22:59:32,627 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.1276, top1-acc=95.59%, top5-acc=99.98%, remaining_time=0:01:07.292896, arrival_time=2021-04-14 23:00:39.920617, cost_time=0:00:07.646929 2021-04-14 22:59:36,377 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.1245, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:01:03.062404, arrival_time=2021-04-14 23:00:39.440039, cost_time=0:00:11.396808 2021-04-14 22:59:40,122 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1272, top1-acc=95.53%, top5-acc=99.97%, remaining_time=0:00:59.054112, arrival_time=2021-04-14 23:00:39.176983, cost_time=0:00:15.142078 2021-04-14 22:59:43,865 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.84ms, fps=684 images/s, loss=0.1313, top1-acc=95.43%, top5-acc=99.97%, remaining_time=0:00:55.143178, arrival_time=2021-04-14 23:00:39.008610, cost_time=0:00:18.884642 2021-04-14 22:59:47,613 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.1327, top1-acc=95.34%, top5-acc=99.97%, remaining_time=0:00:51.299744, arrival_time=2021-04-14 23:00:38.912957, cost_time=0:00:22.632219 2021-04-14 22:59:51,359 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1323, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:47.481336, arrival_time=2021-04-14 23:00:38.840679, cost_time=0:00:26.378529 2021-04-14 22:59:55,096 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1345, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:43.667156, arrival_time=2021-04-14 23:00:38.763367, cost_time=0:00:30.115286 2021-04-14 22:59:58,832 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1325, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:39.869250, arrival_time=2021-04-14 23:00:38.701262, cost_time=0:00:33.851225 2021-04-14 23:00:02,579 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.1338, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:36.094656, arrival_time=2021-04-14 23:00:38.674230, cost_time=0:00:37.598636 2021-04-14 23:00:06,314 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.81ms, fps=686 images/s, loss=0.1353, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:32.315274, arrival_time=2021-04-14 23:00:38.629544, cost_time=0:00:41.333460 2021-04-14 23:00:10,057 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.80ms, fps=684 images/s, loss=0.1353, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:28.548564, arrival_time=2021-04-14 23:00:38.606026, cost_time=0:00:45.076667 2021-04-14 23:00:13,804 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.1353, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:24.787290, arrival_time=2021-04-14 23:00:38.591574, cost_time=0:00:48.823428 2021-04-14 23:00:17,560 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.1350, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:21.031808, arrival_time=2021-04-14 23:00:38.592093, cost_time=0:00:52.579497 2021-04-14 23:00:21,310 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.1354, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:17.274426, arrival_time=2021-04-14 23:00:38.584881, cost_time=0:00:56.329661 2021-04-14 23:00:25,055 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1357, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:13.516740, arrival_time=2021-04-14 23:00:38.572139, cost_time=0:01:00.074473 2021-04-14 23:00:28,787 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.1362, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:00:09.758710, arrival_time=2021-04-14 23:00:38.546403, cost_time=0:01:03.806980 2021-04-14 23:00:32,524 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.1356, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:06.003856, arrival_time=2021-04-14 23:00:38.528106, cost_time=0:01:07.543469 2021-04-14 23:00:36,267 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1353, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:02.251176, arrival_time=2021-04-14 23:00:38.519104, cost_time=0:01:11.287220 2021-04-14 23:00:38,263 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1352, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:38.263303, cost_time=0:01:13.282608 2021-04-14 23:00:39,603 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=1913 images/s, loss=0.6462, top1-acc=83.16%, top5-acc=98.95%, remaining_time=0:00:04.014180, arrival_time=2021-04-14 23:00:43.617420, cost_time=0:00:01.338061 2021-04-14 23:00:40,788 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.49ms, fps=2161 images/s, loss=0.6330, top1-acc=83.34%, top5-acc=98.95%, remaining_time=0:00:02.522960, arrival_time=2021-04-14 23:00:43.311110, cost_time=0:00:02.522962 2021-04-14 23:00:41,972 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.47ms, fps=2162 images/s, loss=0.6160, top1-acc=83.33%, top5-acc=99.02%, remaining_time=0:00:01.235760, arrival_time=2021-04-14 23:00:43.208244, cost_time=0:00:03.707289 2021-04-14 23:00:43,051 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.5985, top1-acc=83.40%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:43.051607, cost_time=0:00:04.786281 2021-04-14 23:00:43,828 INFO : Epoch=0083 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:34:22.329336, arrival_time=2021-04-15 01:35:06.158126, cost_time=1:49:30.712295 2021-04-14 23:00:43,830 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 23:00:47,779 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.46ms, fps=648 images/s, loss=0.1309, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:01:13.463676, arrival_time=2021-04-14 23:02:01.243574, cost_time=0:00:03.949656 2021-04-14 23:00:51,526 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.1223, top1-acc=95.74%, top5-acc=99.94%, remaining_time=0:01:07.729904, arrival_time=2021-04-14 23:01:59.256755, cost_time=0:00:07.696572 2021-04-14 23:00:55,269 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.1164, top1-acc=95.95%, top5-acc=99.95%, remaining_time=0:01:03.296796, arrival_time=2021-04-14 23:01:58.566213, cost_time=0:00:11.439179 2021-04-14 23:00:59,017 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1151, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:59.228052, arrival_time=2021-04-14 23:01:58.244995, cost_time=0:00:15.186699 2021-04-14 23:01:02,766 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.1161, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:55.293412, arrival_time=2021-04-14 23:01:58.059786, cost_time=0:00:18.936115 2021-04-14 23:01:06,518 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.1158, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:51.425544, arrival_time=2021-04-14 23:01:57.943545, cost_time=0:00:22.687768 2021-04-14 23:01:10,274 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.1164, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:47.599020, arrival_time=2021-04-14 23:01:57.873191, cost_time=0:00:26.443898 2021-04-14 23:01:14,019 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.1170, top1-acc=95.82%, top5-acc=99.97%, remaining_time=0:00:43.774688, arrival_time=2021-04-14 23:01:57.794391, cost_time=0:00:30.189462 2021-04-14 23:01:17,777 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.1183, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:39.981716, arrival_time=2021-04-14 23:01:57.758690, cost_time=0:00:33.946736 2021-04-14 23:01:21,534 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=3.03ms, fps=681 images/s, loss=0.1208, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:36.195648, arrival_time=2021-04-14 23:01:57.729667, cost_time=0:00:37.703779 2021-04-14 23:01:25,278 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.1216, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:32.405058, arrival_time=2021-04-14 23:01:57.683593, cost_time=0:00:41.448302 2021-04-14 23:01:29,017 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.1219, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:28.618484, arrival_time=2021-04-14 23:01:57.635814, cost_time=0:00:45.187097 2021-04-14 23:01:32,761 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.1235, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:24.841938, arrival_time=2021-04-14 23:01:57.603295, cost_time=0:00:48.931115 2021-04-14 23:01:36,512 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.1242, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:21.072688, arrival_time=2021-04-14 23:01:57.584597, cost_time=0:00:52.681673 2021-04-14 23:01:40,260 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.1256, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:17.305292, arrival_time=2021-04-14 23:01:57.565900, cost_time=0:00:56.430236 2021-04-14 23:01:44,005 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1260, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:13.539384, arrival_time=2021-04-14 23:01:57.544607, cost_time=0:01:00.174988 2021-04-14 23:01:47,756 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.1276, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:09.776962, arrival_time=2021-04-14 23:01:57.533503, cost_time=0:01:03.926250 2021-04-14 23:01:51,504 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.1285, top1-acc=95.53%, top5-acc=99.96%, remaining_time=0:00:06.015488, arrival_time=2021-04-14 23:01:57.520049, cost_time=0:01:07.674287 2021-04-14 23:01:55,267 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.89ms, fps=680 images/s, loss=0.1305, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:02.255916, arrival_time=2021-04-14 23:01:57.523544, cost_time=0:01:11.437320 2021-04-14 23:01:57,272 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.44ms, fps=679 images/s, loss=0.1300, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:57.272367, cost_time=0:01:13.442049 2021-04-14 23:01:58,585 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.38ms, fps=1953 images/s, loss=0.4655, top1-acc=85.31%, top5-acc=99.26%, remaining_time=0:00:03.931590, arrival_time=2021-04-14 23:02:02.517456, cost_time=0:00:01.310534 2021-04-14 23:01:59,771 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.38ms, fps=2160 images/s, loss=0.4645, top1-acc=85.51%, top5-acc=99.37%, remaining_time=0:00:02.496040, arrival_time=2021-04-14 23:02:02.267508, cost_time=0:00:02.496050 2021-04-14 23:02:00,957 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.28ms, fps=2159 images/s, loss=0.4591, top1-acc=86.00%, top5-acc=99.35%, remaining_time=0:00:01.227460, arrival_time=2021-04-14 23:02:02.185221, cost_time=0:00:03.682394 2021-04-14 23:02:02,035 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=2153 images/s, loss=0.4604, top1-acc=86.33%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:02.035935, cost_time=0:00:04.760632 2021-04-14 23:02:03,041 INFO : Epoch=0084 complete, best val top1-acc=88.05%, top5-acc=99.42% (epoch=78), remaining_time=2:33:03.229436, arrival_time=2021-04-15 01:35:06.270677, cost_time=1:50:49.924747 2021-04-14 23:02:03,042 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 23:02:07,009 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.82ms, fps=645 images/s, loss=0.1274, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:01:13.777644, arrival_time=2021-04-14 23:03:20.787115, cost_time=0:00:03.966544 2021-04-14 23:02:10,764 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.1254, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:01:07.944448, arrival_time=2021-04-14 23:03:18.708707, cost_time=0:00:07.720965 2021-04-14 23:02:14,512 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1242, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:01:03.462298, arrival_time=2021-04-14 23:03:17.974273, cost_time=0:00:11.469087 2021-04-14 23:02:18,259 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.1274, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:59.343804, arrival_time=2021-04-14 23:03:17.603058, cost_time=0:00:15.216362 2021-04-14 23:02:22,008 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.1265, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:55.379552, arrival_time=2021-04-14 23:03:17.388031, cost_time=0:00:18.965578 2021-04-14 23:02:25,745 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.1231, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:51.458048, arrival_time=2021-04-14 23:03:17.202997, cost_time=0:00:22.702070 2021-04-14 23:02:29,488 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1233, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:47.601918, arrival_time=2021-04-14 23:03:17.090306, cost_time=0:00:26.445502 2021-04-14 23:02:33,237 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.1238, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:43.781764, arrival_time=2021-04-14 23:03:17.018962, cost_time=0:00:30.194301 2021-04-14 23:02:36,978 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=2.04ms, fps=684 images/s, loss=0.1224, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:39.968678, arrival_time=2021-04-14 23:03:16.947325, cost_time=0:00:33.935714 2021-04-14 23:02:40,727 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1238, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:36.177696, arrival_time=2021-04-14 23:03:16.905611, cost_time=0:00:37.685109 2021-04-14 23:02:44,466 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.1263, top1-acc=95.71%, top5-acc=99.95%, remaining_time=0:00:32.385794, arrival_time=2021-04-14 23:03:16.852438, cost_time=0:00:41.423739 2021-04-14 23:02:48,204 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.96ms, fps=685 images/s, loss=0.1290, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:28.602448, arrival_time=2021-04-14 23:03:16.807090, cost_time=0:00:45.161707 2021-04-14 23:02:51,952 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.1298, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:24.831180, arrival_time=2021-04-14 23:03:16.783951, cost_time=0:00:48.909881 2021-04-14 23:02:55,694 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1305, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:21.060760, arrival_time=2021-04-14 23:03:16.755583, cost_time=0:00:52.651875 2021-04-14 23:02:59,428 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.77ms, fps=686 images/s, loss=0.1310, top1-acc=95.53%, top5-acc=99.96%, remaining_time=0:00:17.291584, arrival_time=2021-04-14 23:03:16.719987, cost_time=0:00:56.385529 2021-04-14 23:03:03,172 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.17ms, fps=684 images/s, loss=0.1315, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:13.529088, arrival_time=2021-04-14 23:03:16.701215, cost_time=0:01:00.129227 2021-04-14 23:03:06,911 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.07ms, fps=685 images/s, loss=0.1318, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:09.768148, arrival_time=2021-04-14 23:03:16.679624, cost_time=0:01:03.868631 2021-04-14 23:03:10,666 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=3.07ms, fps=682 images/s, loss=0.1328, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:06.010992, arrival_time=2021-04-14 23:03:16.677580, cost_time=0:01:07.623668 2021-04-14 23:03:14,413 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.30ms, fps=683 images/s, loss=0.1333, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:02.253804, arrival_time=2021-04-14 23:03:16.667064, cost_time=0:01:11.370376 2021-04-14 23:03:16,413 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.31ms, fps=680 images/s, loss=0.1337, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:16.412930, cost_time=0:01:13.370040 2021-04-14 23:03:17,728 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.61ms, fps=1949 images/s, loss=0.3331, top1-acc=89.22%, top5-acc=99.45%, remaining_time=0:00:03.940560, arrival_time=2021-04-14 23:03:21.668932, cost_time=0:00:01.313516 2021-04-14 23:03:18,911 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.83ms, fps=2165 images/s, loss=0.3593, top1-acc=88.57%, top5-acc=99.43%, remaining_time=0:00:02.496540, arrival_time=2021-04-14 23:03:21.407947, cost_time=0:00:02.496545 2021-04-14 23:03:20,092 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.54ms, fps=2168 images/s, loss=0.3648, top1-acc=88.42%, top5-acc=99.34%, remaining_time=0:00:01.225820, arrival_time=2021-04-14 23:03:21.318154, cost_time=0:00:03.677463 2021-04-14 23:03:21,168 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=1.34ms, fps=2156 images/s, loss=0.3669, top1-acc=88.19%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:21.168868, cost_time=0:00:04.753950 2021-04-14 23:03:22,512 INFO : Epoch=0085 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:31:44.477090, arrival_time=2021-04-15 01:35:06.989725, cost_time=1:52:09.396106 2021-04-14 23:03:22,514 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 23:03:26,457 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.72ms, fps=649 images/s, loss=0.1175, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:01:13.321014, arrival_time=2021-04-14 23:04:39.777989, cost_time=0:00:03.941990 2021-04-14 23:03:30,219 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=6.26ms, fps=681 images/s, loss=0.1169, top1-acc=95.80%, top5-acc=100.00%, remaining_time=0:01:07.796784, arrival_time=2021-04-14 23:04:38.015849, cost_time=0:00:07.704187 2021-04-14 23:03:33,956 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.05ms, fps=685 images/s, loss=0.1179, top1-acc=95.94%, top5-acc=99.99%, remaining_time=0:01:03.308084, arrival_time=2021-04-14 23:04:37.264181, cost_time=0:00:11.441230 2021-04-14 23:03:37,701 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.1141, top1-acc=96.11%, top5-acc=99.98%, remaining_time=0:00:59.226024, arrival_time=2021-04-14 23:04:36.927103, cost_time=0:00:15.186178 2021-04-14 23:03:41,456 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.1153, top1-acc=96.03%, top5-acc=99.98%, remaining_time=0:00:55.308742, arrival_time=2021-04-14 23:04:36.764972, cost_time=0:00:18.941363 2021-04-14 23:03:45,196 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.75ms, fps=685 images/s, loss=0.1131, top1-acc=96.10%, top5-acc=99.98%, remaining_time=0:00:51.410856, arrival_time=2021-04-14 23:04:36.607045, cost_time=0:00:22.681254 2021-04-14 23:03:48,937 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.1150, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:47.561346, arrival_time=2021-04-14 23:04:36.499206, cost_time=0:00:26.422989 2021-04-14 23:03:52,687 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.1146, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:00:43.749168, arrival_time=2021-04-14 23:04:36.436042, cost_time=0:00:30.171878 2021-04-14 23:03:56,436 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.32ms, fps=683 images/s, loss=0.1156, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:39.951930, arrival_time=2021-04-14 23:04:36.388219, cost_time=0:00:33.921415 2021-04-14 23:04:00,177 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.1155, top1-acc=96.04%, top5-acc=99.97%, remaining_time=0:00:36.156192, arrival_time=2021-04-14 23:04:36.333849, cost_time=0:00:37.662683 2021-04-14 23:04:03,928 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1170, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:32.377538, arrival_time=2021-04-14 23:04:36.305480, cost_time=0:00:41.413093 2021-04-14 23:04:07,673 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.1191, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:28.600244, arrival_time=2021-04-14 23:04:36.273385, cost_time=0:00:45.158242 2021-04-14 23:04:11,420 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.1210, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:24.828738, arrival_time=2021-04-14 23:04:36.248683, cost_time=0:00:48.905067 2021-04-14 23:04:15,173 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1220, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:21.063112, arrival_time=2021-04-14 23:04:36.236930, cost_time=0:00:52.657802 2021-04-14 23:04:18,917 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1240, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:17.296920, arrival_time=2021-04-14 23:04:36.214769, cost_time=0:00:56.402976 2021-04-14 23:04:22,662 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.20ms, fps=684 images/s, loss=0.1246, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:13.533120, arrival_time=2021-04-14 23:04:36.195214, cost_time=0:01:00.147194 2021-04-14 23:04:26,410 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.1254, top1-acc=95.70%, top5-acc=99.96%, remaining_time=0:00:09.772308, arrival_time=2021-04-14 23:04:36.183108, cost_time=0:01:03.895933 2021-04-14 23:04:30,157 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1251, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:06.012704, arrival_time=2021-04-14 23:04:36.170524, cost_time=0:01:07.642943 2021-04-14 23:04:33,908 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.28ms, fps=683 images/s, loss=0.1257, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:02.254530, arrival_time=2021-04-14 23:04:36.162827, cost_time=0:01:11.393361 2021-04-14 23:04:35,910 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.38ms, fps=679 images/s, loss=0.1249, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:35.910525, cost_time=0:01:13.395750 2021-04-14 23:04:37,250 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.23ms, fps=1913 images/s, loss=0.4856, top1-acc=86.13%, top5-acc=99.30%, remaining_time=0:00:04.014960, arrival_time=2021-04-14 23:04:41.265709, cost_time=0:00:01.338316 2021-04-14 23:04:38,435 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.50ms, fps=2162 images/s, loss=0.4778, top1-acc=86.15%, top5-acc=99.16%, remaining_time=0:00:02.523120, arrival_time=2021-04-14 23:04:40.958659, cost_time=0:00:02.523130 2021-04-14 23:04:39,619 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.35ms, fps=2163 images/s, loss=0.4756, top1-acc=86.43%, top5-acc=99.28%, remaining_time=0:00:01.235800, arrival_time=2021-04-14 23:04:40.855531, cost_time=0:00:03.707387 2021-04-14 23:04:40,700 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.11ms, fps=2147 images/s, loss=0.4676, top1-acc=86.28%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:40.700636, cost_time=0:00:04.788315 2021-04-14 23:04:41,404 INFO : Epoch=0086 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:30:24.940302, arrival_time=2021-04-15 01:35:06.345131, cost_time=1:53:28.288333 2021-04-14 23:04:41,406 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 23:04:45,341 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.44ms, fps=651 images/s, loss=0.1163, top1-acc=95.98%, top5-acc=99.88%, remaining_time=0:01:13.190442, arrival_time=2021-04-14 23:05:58.531750, cost_time=0:00:03.934970 2021-04-14 23:04:49,079 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.1182, top1-acc=96.07%, top5-acc=99.94%, remaining_time=0:01:07.524688, arrival_time=2021-04-14 23:05:56.604371, cost_time=0:00:07.673261 2021-04-14 23:04:52,820 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1184, top1-acc=96.15%, top5-acc=99.96%, remaining_time=0:01:03.161008, arrival_time=2021-04-14 23:05:55.981942, cost_time=0:00:11.414647 2021-04-14 23:04:56,572 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.1168, top1-acc=96.08%, top5-acc=99.95%, remaining_time=0:00:59.147244, arrival_time=2021-04-14 23:05:55.719612, cost_time=0:00:15.165962 2021-04-14 23:05:00,313 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1128, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:55.209170, arrival_time=2021-04-14 23:05:55.522792, cost_time=0:00:18.907247 2021-04-14 23:05:04,049 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.1132, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:51.323816, arrival_time=2021-04-14 23:05:55.373051, cost_time=0:00:22.642858 2021-04-14 23:05:07,785 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=2.09ms, fps=685 images/s, loss=0.1151, top1-acc=96.04%, top5-acc=99.94%, remaining_time=0:00:47.482596, arrival_time=2021-04-14 23:05:55.268273, cost_time=0:00:26.379207 2021-04-14 23:05:11,524 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=2.05ms, fps=685 images/s, loss=0.1170, top1-acc=96.00%, top5-acc=99.94%, remaining_time=0:00:43.670984, arrival_time=2021-04-14 23:05:55.195416, cost_time=0:00:30.117936 2021-04-14 23:05:15,271 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.1173, top1-acc=95.97%, top5-acc=99.94%, remaining_time=0:00:39.885150, arrival_time=2021-04-14 23:05:55.156249, cost_time=0:00:33.864716 2021-04-14 23:05:19,007 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.1183, top1-acc=95.90%, top5-acc=99.94%, remaining_time=0:00:36.097056, arrival_time=2021-04-14 23:05:55.104462, cost_time=0:00:37.601115 2021-04-14 23:05:22,747 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.1184, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:00:32.321294, arrival_time=2021-04-14 23:05:55.068898, cost_time=0:00:41.341228 2021-04-14 23:05:26,496 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1188, top1-acc=95.91%, top5-acc=99.95%, remaining_time=0:00:28.556848, arrival_time=2021-04-14 23:05:55.052949, cost_time=0:00:45.089727 2021-04-14 23:05:30,230 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.1199, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:00:24.787620, arrival_time=2021-04-14 23:05:55.018049, cost_time=0:00:48.824046 2021-04-14 23:05:33,974 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1211, top1-acc=95.86%, top5-acc=99.94%, remaining_time=0:00:21.027328, arrival_time=2021-04-14 23:05:55.001874, cost_time=0:00:52.568253 2021-04-14 23:05:37,707 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.1224, top1-acc=95.80%, top5-acc=99.95%, remaining_time=0:00:17.265594, arrival_time=2021-04-14 23:05:54.972834, cost_time=0:00:56.300867 2021-04-14 23:05:41,436 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.56ms, fps=687 images/s, loss=0.1227, top1-acc=95.79%, top5-acc=99.95%, remaining_time=0:00:13.506732, arrival_time=2021-04-14 23:05:54.942880, cost_time=0:01:00.029851 2021-04-14 23:05:45,186 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.1233, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:00:09.754628, arrival_time=2021-04-14 23:05:54.941234, cost_time=0:01:03.780316 2021-04-14 23:05:48,920 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.48ms, fps=686 images/s, loss=0.1229, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:06.001280, arrival_time=2021-04-14 23:05:54.922124, cost_time=0:01:07.514461 2021-04-14 23:05:52,664 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.22ms, fps=684 images/s, loss=0.1238, top1-acc=95.74%, top5-acc=99.94%, remaining_time=0:00:02.250258, arrival_time=2021-04-14 23:05:54.914654, cost_time=0:01:11.258098 2021-04-14 23:05:54,659 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.1235, top1-acc=95.75%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:54.659674, cost_time=0:01:13.253390 2021-04-14 23:05:55,950 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.33ms, fps=1986 images/s, loss=0.4438, top1-acc=86.84%, top5-acc=99.37%, remaining_time=0:00:03.866790, arrival_time=2021-04-14 23:05:59.817450, cost_time=0:00:01.288933 2021-04-14 23:05:57,135 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.35ms, fps=2162 images/s, loss=0.4537, top1-acc=86.76%, top5-acc=99.32%, remaining_time=0:00:02.473620, arrival_time=2021-04-14 23:05:59.608919, cost_time=0:00:02.473611 2021-04-14 23:05:58,316 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.40ms, fps=2167 images/s, loss=0.4476, top1-acc=86.78%, top5-acc=99.37%, remaining_time=0:00:01.218410, arrival_time=2021-04-14 23:05:59.535329, cost_time=0:00:03.655224 2021-04-14 23:05:59,396 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=1.23ms, fps=2150 images/s, loss=0.4351, top1-acc=86.79%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:59.396383, cost_time=0:00:04.734727 2021-04-14 23:06:00,063 INFO : Epoch=0087 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:29:05.114917, arrival_time=2021-04-15 01:35:05.178309, cost_time=1:54:46.946901 2021-04-14 23:06:00,064 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 23:06:04,028 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.42ms, fps=646 images/s, loss=0.1143, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:01:13.734492, arrival_time=2021-04-14 23:07:17.763351, cost_time=0:00:03.964216 2021-04-14 23:06:07,775 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.1219, top1-acc=95.80%, top5-acc=99.92%, remaining_time=0:01:07.849760, arrival_time=2021-04-14 23:07:15.624686, cost_time=0:00:07.710190 2021-04-14 23:06:11,522 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1243, top1-acc=95.79%, top5-acc=99.91%, remaining_time=0:01:03.400712, arrival_time=2021-04-14 23:07:14.923413, cost_time=0:00:11.457955 2021-04-14 23:06:15,266 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1215, top1-acc=95.89%, top5-acc=99.92%, remaining_time=0:00:59.287488, arrival_time=2021-04-14 23:07:14.554238, cost_time=0:00:15.201912 2021-04-14 23:06:19,031 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=3.39ms, fps=680 images/s, loss=0.1227, top1-acc=95.87%, top5-acc=99.93%, remaining_time=0:00:55.382910, arrival_time=2021-04-14 23:07:14.414416, cost_time=0:00:18.966737 2021-04-14 23:06:22,783 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.1232, top1-acc=95.88%, top5-acc=99.93%, remaining_time=0:00:51.494904, arrival_time=2021-04-14 23:07:14.278001, cost_time=0:00:22.718362 2021-04-14 23:06:26,523 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1222, top1-acc=95.85%, top5-acc=99.94%, remaining_time=0:00:47.625984, arrival_time=2021-04-14 23:07:14.149636, cost_time=0:00:26.458860 2021-04-14 23:06:30,275 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.1234, top1-acc=95.79%, top5-acc=99.95%, remaining_time=0:00:43.804848, arrival_time=2021-04-14 23:07:14.080096, cost_time=0:00:30.210276 2021-04-14 23:06:34,019 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1229, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:39.991574, arrival_time=2021-04-14 23:07:14.011398, cost_time=0:00:33.955089 2021-04-14 23:06:37,766 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1250, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:36.193728, arrival_time=2021-04-14 23:07:13.960285, cost_time=0:00:37.701819 2021-04-14 23:06:41,511 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.1259, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:32.403596, arrival_time=2021-04-14 23:07:13.914822, cost_time=0:00:41.446488 2021-04-14 23:06:45,252 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.1268, top1-acc=95.58%, top5-acc=99.94%, remaining_time=0:00:28.618560, arrival_time=2021-04-14 23:07:13.870527, cost_time=0:00:45.187239 2021-04-14 23:06:49,000 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1274, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:24.844380, arrival_time=2021-04-14 23:07:13.845117, cost_time=0:00:48.935900 2021-04-14 23:06:52,738 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1263, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:21.069608, arrival_time=2021-04-14 23:07:13.808420, cost_time=0:00:52.674037 2021-04-14 23:06:56,470 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.1265, top1-acc=95.60%, top5-acc=99.95%, remaining_time=0:00:17.297748, arrival_time=2021-04-14 23:07:13.768046, cost_time=0:00:56.405649 2021-04-14 23:07:00,217 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1274, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:13.534308, arrival_time=2021-04-14 23:07:13.751444, cost_time=0:01:00.152405 2021-04-14 23:07:03,979 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.1274, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:09.775168, arrival_time=2021-04-14 23:07:13.754356, cost_time=0:01:03.914522 2021-04-14 23:07:07,723 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1273, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:06.014144, arrival_time=2021-04-14 23:07:13.737860, cost_time=0:01:07.659063 2021-04-14 23:07:11,460 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1277, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:02.254608, arrival_time=2021-04-14 23:07:13.715263, cost_time=0:01:11.395863 2021-04-14 23:07:13,464 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.43ms, fps=679 images/s, loss=0.1283, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:13.464081, cost_time=0:01:13.399425 2021-04-14 23:07:14,777 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.98ms, fps=1952 images/s, loss=0.5274, top1-acc=84.84%, top5-acc=99.14%, remaining_time=0:00:03.934410, arrival_time=2021-04-14 23:07:18.711898, cost_time=0:00:01.311471 2021-04-14 23:07:15,959 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.48ms, fps=2167 images/s, loss=0.5391, top1-acc=84.43%, top5-acc=99.04%, remaining_time=0:00:02.493080, arrival_time=2021-04-14 23:07:18.452197, cost_time=0:00:02.493089 2021-04-14 23:07:17,142 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.31ms, fps=2164 images/s, loss=0.5431, top1-acc=84.23%, top5-acc=98.97%, remaining_time=0:00:01.225430, arrival_time=2021-04-14 23:07:18.367787, cost_time=0:00:03.676290 2021-04-14 23:07:18,222 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=1.40ms, fps=2149 images/s, loss=0.5516, top1-acc=84.28%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:18.222193, cost_time=0:00:04.756202 2021-04-14 23:07:18,912 INFO : Epoch=0088 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:27:45.558352, arrival_time=2021-04-15 01:35:04.470672, cost_time=1:56:05.795825 2021-04-14 23:07:18,913 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 23:07:22,846 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.73ms, fps=651 images/s, loss=0.1456, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:01:13.150266, arrival_time=2021-04-14 23:08:35.996743, cost_time=0:00:03.932806 2021-04-14 23:07:26,606 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.1419, top1-acc=95.29%, top5-acc=99.92%, remaining_time=0:01:07.700336, arrival_time=2021-04-14 23:08:34.307230, cost_time=0:00:07.693218 2021-04-14 23:07:30,348 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=2.30ms, fps=684 images/s, loss=0.1348, top1-acc=95.47%, top5-acc=99.95%, remaining_time=0:01:03.270568, arrival_time=2021-04-14 23:08:33.618728, cost_time=0:00:11.434455 2021-04-14 23:07:34,101 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.1308, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:59.230704, arrival_time=2021-04-14 23:08:33.331745, cost_time=0:00:15.187367 2021-04-14 23:07:37,847 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1316, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:55.286842, arrival_time=2021-04-14 23:08:33.134374, cost_time=0:00:18.933865 2021-04-14 23:07:41,583 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.1288, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:51.383656, arrival_time=2021-04-14 23:08:32.966681, cost_time=0:00:22.669287 2021-04-14 23:07:45,337 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=2.37ms, fps=682 images/s, loss=0.1289, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:47.562732, arrival_time=2021-04-14 23:08:32.900287, cost_time=0:00:26.423742 2021-04-14 23:07:49,075 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=2.04ms, fps=685 images/s, loss=0.1284, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:43.735016, arrival_time=2021-04-14 23:08:32.810786, cost_time=0:00:30.162093 2021-04-14 23:07:52,822 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.1276, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:39.936984, arrival_time=2021-04-14 23:08:32.759513, cost_time=0:00:33.908751 2021-04-14 23:07:56,563 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.1270, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:36.143328, arrival_time=2021-04-14 23:08:32.706392, cost_time=0:00:37.649319 2021-04-14 23:08:00,307 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.1274, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:32.362230, arrival_time=2021-04-14 23:08:32.669524, cost_time=0:00:41.393522 2021-04-14 23:08:04,055 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.1283, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:28.590060, arrival_time=2021-04-14 23:08:32.645825, cost_time=0:00:45.142158 2021-04-14 23:08:07,793 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1284, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:24.815670, arrival_time=2021-04-14 23:08:32.608800, cost_time=0:00:48.879362 2021-04-14 23:08:11,544 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.1290, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:21.052472, arrival_time=2021-04-14 23:08:32.597324, cost_time=0:00:52.631177 2021-04-14 23:08:15,285 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.1293, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:17.287398, arrival_time=2021-04-14 23:08:32.573009, cost_time=0:00:56.371939 2021-04-14 23:08:19,031 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.1311, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:13.526568, arrival_time=2021-04-14 23:08:32.558335, cost_time=0:01:00.118101 2021-04-14 23:08:22,775 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1317, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:09.767108, arrival_time=2021-04-14 23:08:32.542561, cost_time=0:01:03.861781 2021-04-14 23:08:26,518 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1315, top1-acc=95.49%, top5-acc=99.97%, remaining_time=0:00:06.009328, arrival_time=2021-04-14 23:08:32.527982, cost_time=0:01:07.604866 2021-04-14 23:08:30,261 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.26ms, fps=684 images/s, loss=0.1324, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:02.253078, arrival_time=2021-04-14 23:08:32.514219, cost_time=0:01:11.347549 2021-04-14 23:08:32,263 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.61ms, fps=679 images/s, loss=0.1331, top1-acc=95.47%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:32.263283, cost_time=0:01:13.349645 2021-04-14 23:08:33,630 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.42ms, fps=1876 images/s, loss=0.4916, top1-acc=85.47%, top5-acc=99.10%, remaining_time=0:00:04.092840, arrival_time=2021-04-14 23:08:37.723593, cost_time=0:00:01.364276 2021-04-14 23:08:34,821 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.51ms, fps=2152 images/s, loss=0.4980, top1-acc=84.98%, top5-acc=99.24%, remaining_time=0:00:02.554900, arrival_time=2021-04-14 23:08:37.376161, cost_time=0:00:02.554903 2021-04-14 23:08:36,009 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=3.03ms, fps=2155 images/s, loss=0.4750, top1-acc=85.68%, top5-acc=99.26%, remaining_time=0:00:01.247820, arrival_time=2021-04-14 23:08:37.257613, cost_time=0:00:03.743451 2021-04-14 23:08:37,087 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.4674, top1-acc=85.54%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:37.087107, cost_time=0:00:04.820870 2021-04-14 23:08:37,778 INFO : Epoch=0089 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:26:26.039166, arrival_time=2021-04-15 01:35:03.817744, cost_time=1:57:24.662069 2021-04-14 23:08:37,780 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 23:08:41,726 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.92ms, fps=649 images/s, loss=0.1342, top1-acc=95.55%, top5-acc=100.00%, remaining_time=0:01:13.384626, arrival_time=2021-04-14 23:09:55.110853, cost_time=0:00:03.945412 2021-04-14 23:08:45,468 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1307, top1-acc=95.64%, top5-acc=99.94%, remaining_time=0:01:07.651232, arrival_time=2021-04-14 23:09:53.119692, cost_time=0:00:07.687638 2021-04-14 23:08:49,224 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.1250, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:01:03.320534, arrival_time=2021-04-14 23:09:52.544775, cost_time=0:00:11.443483 2021-04-14 23:08:52,975 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.1224, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:59.260812, arrival_time=2021-04-14 23:09:52.236646, cost_time=0:00:15.195077 2021-04-14 23:08:56,720 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.99ms, fps=684 images/s, loss=0.1199, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:55.304508, arrival_time=2021-04-14 23:09:52.025183, cost_time=0:00:18.939892 2021-04-14 23:09:00,461 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.1195, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:51.409632, arrival_time=2021-04-14 23:09:51.871100, cost_time=0:00:22.680706 2021-04-14 23:09:04,209 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.1223, top1-acc=95.81%, top5-acc=99.98%, remaining_time=0:00:47.571552, arrival_time=2021-04-14 23:09:51.780872, cost_time=0:00:26.428608 2021-04-14 23:09:07,950 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.1213, top1-acc=95.80%, top5-acc=99.98%, remaining_time=0:00:43.745340, arrival_time=2021-04-14 23:09:51.695383, cost_time=0:00:30.169229 2021-04-14 23:09:11,692 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1205, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:39.940800, arrival_time=2021-04-14 23:09:51.633500, cost_time=0:00:33.912038 2021-04-14 23:09:15,449 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.1186, top1-acc=95.93%, top5-acc=99.98%, remaining_time=0:00:36.161568, arrival_time=2021-04-14 23:09:51.610697, cost_time=0:00:37.668279 2021-04-14 23:09:19,203 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.1177, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:32.385278, arrival_time=2021-04-14 23:09:51.589010, cost_time=0:00:41.422983 2021-04-14 23:09:22,958 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.1179, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:28.612632, arrival_time=2021-04-14 23:09:51.571201, cost_time=0:00:45.177806 2021-04-14 23:09:26,699 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.1199, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:24.835602, arrival_time=2021-04-14 23:09:51.534958, cost_time=0:00:48.918602 2021-04-14 23:09:30,435 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.97ms, fps=685 images/s, loss=0.1200, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:21.061712, arrival_time=2021-04-14 23:09:51.496763, cost_time=0:00:52.654298 2021-04-14 23:09:34,168 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.1213, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:17.292412, arrival_time=2021-04-14 23:09:51.461319, cost_time=0:00:56.388229 2021-04-14 23:09:37,921 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.1222, top1-acc=95.76%, top5-acc=99.97%, remaining_time=0:00:13.531752, arrival_time=2021-04-14 23:09:51.453628, cost_time=0:01:00.141182 2021-04-14 23:09:41,657 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1213, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:09.769370, arrival_time=2021-04-14 23:09:51.426671, cost_time=0:01:03.876636 2021-04-14 23:09:45,401 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.1213, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:06.010736, arrival_time=2021-04-14 23:09:51.412308, cost_time=0:01:07.620768 2021-04-14 23:09:49,138 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.1216, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:02.253414, arrival_time=2021-04-14 23:09:51.392276, cost_time=0:01:11.358191 2021-04-14 23:09:51,138 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.42ms, fps=680 images/s, loss=0.1218, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:51.137987, cost_time=0:01:13.357331 2021-04-14 23:09:52,466 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.22ms, fps=1930 images/s, loss=0.4123, top1-acc=87.34%, top5-acc=99.41%, remaining_time=0:00:03.979740, arrival_time=2021-04-14 23:09:56.446102, cost_time=0:00:01.326579 2021-04-14 23:09:53,649 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.45ms, fps=2165 images/s, loss=0.4241, top1-acc=87.19%, top5-acc=99.37%, remaining_time=0:00:02.509340, arrival_time=2021-04-14 23:09:56.158578, cost_time=0:00:02.509347 2021-04-14 23:09:54,831 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.02ms, fps=2166 images/s, loss=0.4138, top1-acc=87.38%, top5-acc=99.39%, remaining_time=0:00:01.230520, arrival_time=2021-04-14 23:09:56.061980, cost_time=0:00:03.691557 2021-04-14 23:09:55,909 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.4211, top1-acc=87.32%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:55.909230, cost_time=0:00:04.769471 2021-04-14 23:09:56,548 INFO : Epoch=0090 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:25:06.417060, arrival_time=2021-04-15 01:35:02.965691, cost_time=1:58:43.432139 2021-04-14 23:09:56,549 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 23:10:00,482 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.47ms, fps=651 images/s, loss=0.1072, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:01:13.144128, arrival_time=2021-04-14 23:11:13.626689, cost_time=0:00:03.932485 2021-04-14 23:10:04,226 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.1175, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:01:07.554432, arrival_time=2021-04-14 23:11:11.781285, cost_time=0:00:07.676635 2021-04-14 23:10:07,994 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.1184, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:01:03.326842, arrival_time=2021-04-14 23:11:11.321532, cost_time=0:00:11.444610 2021-04-14 23:10:11,736 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1132, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:00:59.226180, arrival_time=2021-04-14 23:11:10.962474, cost_time=0:00:15.186217 2021-04-14 23:10:15,478 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1146, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:55.270636, arrival_time=2021-04-14 23:11:10.749039, cost_time=0:00:18.928325 2021-04-14 23:10:19,216 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.1128, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:51.376448, arrival_time=2021-04-14 23:11:10.592680, cost_time=0:00:22.666052 2021-04-14 23:10:22,983 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=2.06ms, fps=680 images/s, loss=0.1126, top1-acc=96.03%, top5-acc=99.98%, remaining_time=0:00:47.580246, arrival_time=2021-04-14 23:11:10.563812, cost_time=0:00:26.433478 2021-04-14 23:10:26,722 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.1135, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:43.749748, arrival_time=2021-04-14 23:11:10.472167, cost_time=0:00:30.172203 2021-04-14 23:10:30,487 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.1134, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:39.970904, arrival_time=2021-04-14 23:11:10.458661, cost_time=0:00:33.937546 2021-04-14 23:10:34,228 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.1125, top1-acc=96.06%, top5-acc=99.96%, remaining_time=0:00:36.171360, arrival_time=2021-04-14 23:11:10.399925, cost_time=0:00:37.678475 2021-04-14 23:10:37,970 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.1140, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:32.382784, arrival_time=2021-04-14 23:11:10.352746, cost_time=0:00:41.419870 2021-04-14 23:10:41,709 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.1138, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:28.601156, arrival_time=2021-04-14 23:11:10.311003, cost_time=0:00:45.159769 2021-04-14 23:10:45,450 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.75ms, fps=684 images/s, loss=0.1134, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:24.826494, arrival_time=2021-04-14 23:11:10.277099, cost_time=0:00:48.900616 2021-04-14 23:10:49,192 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1139, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:21.056784, arrival_time=2021-04-14 23:11:10.248809, cost_time=0:00:52.641946 2021-04-14 23:10:52,942 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=2.53ms, fps=683 images/s, loss=0.1146, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:17.293654, arrival_time=2021-04-14 23:11:10.236187, cost_time=0:00:56.392347 2021-04-14 23:10:56,679 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1156, top1-acc=95.97%, top5-acc=99.96%, remaining_time=0:00:13.529088, arrival_time=2021-04-14 23:11:10.208373, cost_time=0:01:00.129210 2021-04-14 23:11:00,421 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.1165, top1-acc=95.95%, top5-acc=99.96%, remaining_time=0:00:09.768538, arrival_time=2021-04-14 23:11:10.189780, cost_time=0:01:03.871205 2021-04-14 23:11:04,163 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.87ms, fps=684 images/s, loss=0.1168, top1-acc=95.95%, top5-acc=99.96%, remaining_time=0:00:06.010032, arrival_time=2021-04-14 23:11:10.172963, cost_time=0:01:07.612854 2021-04-14 23:11:07,910 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.1187, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:02.253486, arrival_time=2021-04-14 23:11:10.163992, cost_time=0:01:11.360373 2021-04-14 23:11:09,914 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.50ms, fps=679 images/s, loss=0.1195, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:09.914244, cost_time=0:01:13.364167 2021-04-14 23:11:11,205 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.36ms, fps=1986 images/s, loss=0.4185, top1-acc=86.80%, top5-acc=99.41%, remaining_time=0:00:03.866940, arrival_time=2021-04-14 23:11:15.072169, cost_time=0:00:01.288982 2021-04-14 23:11:12,389 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.48ms, fps=2164 images/s, loss=0.4199, top1-acc=87.13%, top5-acc=99.41%, remaining_time=0:00:02.472560, arrival_time=2021-04-14 23:11:14.861464, cost_time=0:00:02.472551 2021-04-14 23:11:13,570 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.30ms, fps=2168 images/s, loss=0.4123, top1-acc=87.32%, top5-acc=99.34%, remaining_time=0:00:01.217900, arrival_time=2021-04-14 23:11:14.787888, cost_time=0:00:03.653693 2021-04-14 23:11:14,648 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.36ms, fps=2152 images/s, loss=0.4073, top1-acc=87.45%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:14.648577, cost_time=0:00:04.732308 2021-04-14 23:11:15,332 INFO : Epoch=0091 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:23:46.830397, arrival_time=2021-04-15 01:35:02.163065, cost_time=2:00:02.216169 2021-04-14 23:11:15,333 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 23:11:19,278 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.63ms, fps=649 images/s, loss=0.1340, top1-acc=94.73%, top5-acc=100.00%, remaining_time=0:01:13.358958, arrival_time=2021-04-14 23:12:32.637114, cost_time=0:00:03.944034 2021-04-14 23:11:23,018 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.69ms, fps=685 images/s, loss=0.1279, top1-acc=95.20%, top5-acc=100.00%, remaining_time=0:01:07.623072, arrival_time=2021-04-14 23:12:30.641671, cost_time=0:00:07.684447 2021-04-14 23:11:26,757 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1207, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:01:03.207654, arrival_time=2021-04-14 23:12:29.964738, cost_time=0:00:11.423061 2021-04-14 23:11:30,497 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.1186, top1-acc=95.80%, top5-acc=99.96%, remaining_time=0:00:59.138508, arrival_time=2021-04-14 23:12:29.636357, cost_time=0:00:15.163727 2021-04-14 23:11:34,236 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.1178, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:55.195446, arrival_time=2021-04-14 23:12:29.432048, cost_time=0:00:18.902528 2021-04-14 23:11:37,987 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.1159, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:51.346936, arrival_time=2021-04-14 23:12:29.334047, cost_time=0:00:22.653084 2021-04-14 23:11:41,733 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.1160, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:47.518884, arrival_time=2021-04-14 23:12:29.252344, cost_time=0:00:26.399346 2021-04-14 23:11:45,474 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.1173, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:43.702536, arrival_time=2021-04-14 23:12:29.176472, cost_time=0:00:30.139685 2021-04-14 23:11:49,221 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.1183, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:39.911332, arrival_time=2021-04-14 23:12:29.132529, cost_time=0:00:33.886952 2021-04-14 23:11:52,975 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.1181, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:36.135360, arrival_time=2021-04-14 23:12:29.110436, cost_time=0:00:37.640959 2021-04-14 23:11:56,734 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.1181, top1-acc=95.85%, top5-acc=99.98%, remaining_time=0:00:32.367476, arrival_time=2021-04-14 23:12:29.101892, cost_time=0:00:41.400300 2021-04-14 23:12:00,470 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.1177, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:28.586488, arrival_time=2021-04-14 23:12:29.057209, cost_time=0:00:45.136602 2021-04-14 23:12:04,226 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.1176, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:24.822138, arrival_time=2021-04-14 23:12:29.048334, cost_time=0:00:48.892074 2021-04-14 23:12:07,971 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.1186, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:21.054824, arrival_time=2021-04-14 23:12:29.026175, cost_time=0:00:52.637101 2021-04-14 23:12:11,733 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.1190, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:17.295632, arrival_time=2021-04-14 23:12:29.028533, cost_time=0:00:56.398786 2021-04-14 23:12:15,469 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1185, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:13.530420, arrival_time=2021-04-14 23:12:28.999699, cost_time=0:01:00.135164 2021-04-14 23:12:19,205 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1186, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:09.768538, arrival_time=2021-04-14 23:12:28.973826, cost_time=0:01:03.871128 2021-04-14 23:12:22,957 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.1185, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:06.010944, arrival_time=2021-04-14 23:12:28.968262, cost_time=0:01:07.623089 2021-04-14 23:12:26,700 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.73ms, fps=684 images/s, loss=0.1187, top1-acc=95.87%, top5-acc=99.96%, remaining_time=0:00:02.253678, arrival_time=2021-04-14 23:12:28.954199, cost_time=0:01:11.366387 2021-04-14 23:12:28,695 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.27ms, fps=682 images/s, loss=0.1202, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:28.695611, cost_time=0:01:13.361578 2021-04-14 23:12:30,004 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.51ms, fps=1960 images/s, loss=0.3862, top1-acc=87.97%, top5-acc=99.77%, remaining_time=0:00:03.919020, arrival_time=2021-04-14 23:12:33.922994, cost_time=0:00:01.306339 2021-04-14 23:12:31,185 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.46ms, fps=2168 images/s, loss=0.4204, top1-acc=87.32%, top5-acc=99.55%, remaining_time=0:00:02.487620, arrival_time=2021-04-14 23:12:33.672796, cost_time=0:00:02.487615 2021-04-14 23:12:32,364 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.46ms, fps=2171 images/s, loss=0.4032, top1-acc=87.49%, top5-acc=99.60%, remaining_time=0:00:01.222350, arrival_time=2021-04-14 23:12:33.586947, cost_time=0:00:03.667050 2021-04-14 23:12:33,439 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=2160 images/s, loss=0.4039, top1-acc=87.44%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:33.438991, cost_time=0:00:04.741457 2021-04-14 23:12:34,145 INFO : Epoch=0092 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:22:27.294420, arrival_time=2021-04-15 01:35:01.439480, cost_time=2:01:21.028542 2021-04-14 23:12:34,147 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 23:12:38,082 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.87ms, fps=651 images/s, loss=0.1294, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:01:13.185420, arrival_time=2021-04-14 23:13:51.267416, cost_time=0:00:03.934704 2021-04-14 23:12:41,840 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.1248, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:01:07.700512, arrival_time=2021-04-14 23:13:49.541265, cost_time=0:00:07.693249 2021-04-14 23:12:45,600 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.1221, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:01:03.371828, arrival_time=2021-04-14 23:13:48.971858, cost_time=0:00:11.452735 2021-04-14 23:12:49,344 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.1189, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:59.268144, arrival_time=2021-04-14 23:13:48.612592, cost_time=0:00:15.196951 2021-04-14 23:12:53,079 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.1172, top1-acc=96.01%, top5-acc=99.98%, remaining_time=0:00:55.282316, arrival_time=2021-04-14 23:13:48.361950, cost_time=0:00:18.932303 2021-04-14 23:12:56,829 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.1152, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:51.413576, arrival_time=2021-04-14 23:13:48.243335, cost_time=0:00:22.682458 2021-04-14 23:13:00,576 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.1162, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:47.572434, arrival_time=2021-04-14 23:13:48.148897, cost_time=0:00:26.429159 2021-04-14 23:13:04,327 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1167, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:43.761000, arrival_time=2021-04-14 23:13:48.088415, cost_time=0:00:30.179983 2021-04-14 23:13:08,084 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.1154, top1-acc=96.04%, top5-acc=99.97%, remaining_time=0:00:39.970056, arrival_time=2021-04-14 23:13:48.054193, cost_time=0:00:33.936813 2021-04-14 23:13:11,844 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.32ms, fps=681 images/s, loss=0.1147, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:36.189024, arrival_time=2021-04-14 23:13:48.033276, cost_time=0:00:37.696863 2021-04-14 23:13:15,583 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.69ms, fps=685 images/s, loss=0.1139, top1-acc=96.07%, top5-acc=99.97%, remaining_time=0:00:32.395684, arrival_time=2021-04-14 23:13:47.979267, cost_time=0:00:41.436299 2021-04-14 23:13:19,360 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.1140, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:28.634900, arrival_time=2021-04-14 23:13:47.995328, cost_time=0:00:45.213038 2021-04-14 23:13:23,093 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.69ms, fps=686 images/s, loss=0.1138, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:24.849594, arrival_time=2021-04-14 23:13:47.943019, cost_time=0:00:48.946129 2021-04-14 23:13:26,847 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.1151, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:21.080080, arrival_time=2021-04-14 23:13:47.927563, cost_time=0:00:52.700149 2021-04-14 23:13:30,590 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1157, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:17.309064, arrival_time=2021-04-14 23:13:47.898961, cost_time=0:00:56.442552 2021-04-14 23:13:34,333 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1167, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:13.541832, arrival_time=2021-04-14 23:13:47.875135, cost_time=0:01:00.185922 2021-04-14 23:13:38,075 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1175, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:09.777144, arrival_time=2021-04-14 23:13:47.852117, cost_time=0:01:03.927547 2021-04-14 23:13:41,826 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.1189, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:06.015920, arrival_time=2021-04-14 23:13:47.842262, cost_time=0:01:07.679044 2021-04-14 23:13:45,572 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.22ms, fps=684 images/s, loss=0.1196, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:02.255514, arrival_time=2021-04-14 23:13:47.827439, cost_time=0:01:11.424639 2021-04-14 23:13:47,577 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.88ms, fps=679 images/s, loss=0.1195, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:47.576956, cost_time=0:01:13.429586 2021-04-14 23:13:48,878 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.54ms, fps=1972 images/s, loss=0.4569, top1-acc=86.80%, top5-acc=99.37%, remaining_time=0:00:03.895110, arrival_time=2021-04-14 23:13:52.773896, cost_time=0:00:01.298367 2021-04-14 23:13:50,067 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.46ms, fps=2155 images/s, loss=0.4513, top1-acc=87.01%, top5-acc=99.39%, remaining_time=0:00:02.487120, arrival_time=2021-04-14 23:13:52.554551, cost_time=0:00:02.487127 2021-04-14 23:13:51,248 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.52ms, fps=2170 images/s, loss=0.4446, top1-acc=87.04%, top5-acc=99.44%, remaining_time=0:00:01.222630, arrival_time=2021-04-14 23:13:52.470660, cost_time=0:00:03.667883 2021-04-14 23:13:52,336 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.19ms, fps=2133 images/s, loss=0.4397, top1-acc=86.82%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:52.336026, cost_time=0:00:04.755796 2021-04-14 23:13:53,110 INFO : Epoch=0093 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:21:07.949719, arrival_time=2021-04-15 01:35:01.059886, cost_time=2:02:39.993636 2021-04-14 23:13:53,112 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 23:13:57,071 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.61ms, fps=647 images/s, loss=0.1071, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:01:13.637958, arrival_time=2021-04-14 23:15:10.709508, cost_time=0:00:03.959026 2021-04-14 23:14:00,822 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.14ms, fps=683 images/s, loss=0.1100, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:01:07.842016, arrival_time=2021-04-14 23:15:08.663974, cost_time=0:00:07.709325 2021-04-14 23:14:04,574 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.1047, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:01:03.421794, arrival_time=2021-04-14 23:15:07.996147, cost_time=0:00:11.461783 2021-04-14 23:14:08,320 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.1039, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:59.309328, arrival_time=2021-04-14 23:15:07.629520, cost_time=0:00:15.207519 2021-04-14 23:14:12,062 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.1024, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:55.334584, arrival_time=2021-04-14 23:15:07.397375, cost_time=0:00:18.950212 2021-04-14 23:14:15,818 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.82ms, fps=682 images/s, loss=0.1038, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:51.465528, arrival_time=2021-04-14 23:15:07.283552, cost_time=0:00:22.705351 2021-04-14 23:14:19,562 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.1054, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:47.610486, arrival_time=2021-04-14 23:15:07.173330, cost_time=0:00:26.450284 2021-04-14 23:14:23,314 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1051, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:43.792088, arrival_time=2021-04-14 23:15:07.106174, cost_time=0:00:30.201457 2021-04-14 23:14:27,062 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.1059, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:39.985532, arrival_time=2021-04-14 23:15:07.048145, cost_time=0:00:33.950009 2021-04-14 23:14:30,812 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.1059, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:36.191520, arrival_time=2021-04-14 23:15:07.003589, cost_time=0:00:37.699535 2021-04-14 23:14:34,553 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.99ms, fps=684 images/s, loss=0.1065, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:32.399554, arrival_time=2021-04-14 23:15:06.953422, cost_time=0:00:41.441333 2021-04-14 23:14:38,293 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.1084, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:28.614836, arrival_time=2021-04-14 23:15:06.908598, cost_time=0:00:45.181306 2021-04-14 23:14:42,046 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1098, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:24.843126, arrival_time=2021-04-14 23:15:06.889167, cost_time=0:00:48.933482 2021-04-14 23:14:45,785 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.68ms, fps=685 images/s, loss=0.1108, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:21.069272, arrival_time=2021-04-14 23:15:06.854939, cost_time=0:00:52.673118 2021-04-14 23:14:49,536 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.1105, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:17.303406, arrival_time=2021-04-14 23:15:06.840020, cost_time=0:00:56.424161 2021-04-14 23:14:53,278 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1104, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:13.537368, arrival_time=2021-04-14 23:15:06.815961, cost_time=0:01:00.166053 2021-04-14 23:14:57,020 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1117, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:09.774102, arrival_time=2021-04-14 23:15:06.794220, cost_time=0:01:03.907524 2021-04-14 23:15:00,768 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=2.75ms, fps=683 images/s, loss=0.1129, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:06.013808, arrival_time=2021-04-14 23:15:06.781754, cost_time=0:01:07.655414 2021-04-14 23:15:04,510 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.1137, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:02.254650, arrival_time=2021-04-14 23:15:06.764547, cost_time=0:01:11.397278 2021-04-14 23:15:06,508 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.1151, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:06.508235, cost_time=0:01:13.395761 2021-04-14 23:15:07,844 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.77ms, fps=1919 images/s, loss=0.4888, top1-acc=86.45%, top5-acc=99.18%, remaining_time=0:00:04.002120, arrival_time=2021-04-14 23:15:11.846629, cost_time=0:00:01.334043 2021-04-14 23:15:09,029 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=2.12ms, fps=2162 images/s, loss=0.4517, top1-acc=87.03%, top5-acc=99.30%, remaining_time=0:00:02.518840, arrival_time=2021-04-14 23:15:11.547931, cost_time=0:00:02.518834 2021-04-14 23:15:10,212 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.46ms, fps=2164 images/s, loss=0.4458, top1-acc=87.15%, top5-acc=99.39%, remaining_time=0:00:01.234000, arrival_time=2021-04-14 23:15:11.446247, cost_time=0:00:03.702008 2021-04-14 23:15:11,287 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=1.35ms, fps=2158 images/s, loss=0.4443, top1-acc=87.20%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:11.287489, cost_time=0:00:04.777277 2021-04-14 23:15:12,008 INFO : Epoch=0094 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:19:48.537688, arrival_time=2021-04-15 01:35:00.546140, cost_time=2:03:58.891936 2021-04-14 23:15:12,010 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 23:15:15,928 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.51ms, fps=653 images/s, loss=0.1241, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:01:12.872940, arrival_time=2021-04-14 23:16:28.801391, cost_time=0:00:03.917896 2021-04-14 23:15:19,669 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1250, top1-acc=95.66%, top5-acc=99.98%, remaining_time=0:01:07.400256, arrival_time=2021-04-14 23:16:27.069989, cost_time=0:00:07.659111 2021-04-14 23:15:23,415 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.99ms, fps=684 images/s, loss=0.1226, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:01:03.107058, arrival_time=2021-04-14 23:16:26.522513, cost_time=0:00:11.404902 2021-04-14 23:15:27,161 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.1175, top1-acc=96.00%, top5-acc=99.96%, remaining_time=0:00:59.089680, arrival_time=2021-04-14 23:16:26.251456, cost_time=0:00:15.151218 2021-04-14 23:15:30,912 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1162, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:00:55.192672, arrival_time=2021-04-14 23:16:26.104836, cost_time=0:00:18.901608 2021-04-14 23:15:34,654 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1136, top1-acc=96.16%, top5-acc=99.96%, remaining_time=0:00:51.325040, arrival_time=2021-04-14 23:16:25.979045, cost_time=0:00:22.643428 2021-04-14 23:15:38,397 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.17ms, fps=684 images/s, loss=0.1115, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:47.495574, arrival_time=2021-04-14 23:16:25.892548, cost_time=0:00:26.386411 2021-04-14 23:15:42,139 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.1096, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:43.687108, arrival_time=2021-04-14 23:16:25.826649, cost_time=0:00:30.129060 2021-04-14 23:15:45,882 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.1098, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:39.893100, arrival_time=2021-04-14 23:16:25.775152, cost_time=0:00:33.871462 2021-04-14 23:15:49,624 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1107, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:36.108960, arrival_time=2021-04-14 23:16:25.733038, cost_time=0:00:37.613524 2021-04-14 23:15:53,372 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.1112, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:32.337118, arrival_time=2021-04-14 23:16:25.709153, cost_time=0:00:41.361407 2021-04-14 23:15:57,113 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.1114, top1-acc=96.22%, top5-acc=99.96%, remaining_time=0:00:28.565284, arrival_time=2021-04-14 23:16:25.679055, cost_time=0:00:45.103115 2021-04-14 23:16:00,848 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.1123, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:24.794748, arrival_time=2021-04-14 23:16:25.643516, cost_time=0:00:48.838164 2021-04-14 23:16:04,586 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.1121, top1-acc=96.21%, top5-acc=99.96%, remaining_time=0:00:21.030576, arrival_time=2021-04-14 23:16:25.617455, cost_time=0:00:52.576408 2021-04-14 23:16:08,332 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1120, top1-acc=96.22%, top5-acc=99.96%, remaining_time=0:00:17.272034, arrival_time=2021-04-14 23:16:25.604526, cost_time=0:00:56.321916 2021-04-14 23:16:12,075 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.1118, top1-acc=96.20%, top5-acc=99.96%, remaining_time=0:00:13.514544, arrival_time=2021-04-14 23:16:25.589810, cost_time=0:01:00.064671 2021-04-14 23:16:15,831 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1117, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:09.760894, arrival_time=2021-04-14 23:16:25.592783, cost_time=0:01:03.821295 2021-04-14 23:16:19,580 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.1129, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:06.006192, arrival_time=2021-04-14 23:16:25.586444, cost_time=0:01:07.569660 2021-04-14 23:16:23,320 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1119, top1-acc=96.18%, top5-acc=99.96%, remaining_time=0:00:02.251884, arrival_time=2021-04-14 23:16:25.572142, cost_time=0:01:11.309653 2021-04-14 23:16:25,316 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.36ms, fps=681 images/s, loss=0.1138, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:25.316819, cost_time=0:01:13.306356 2021-04-14 23:16:26,618 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.36ms, fps=1969 images/s, loss=0.4586, top1-acc=86.95%, top5-acc=99.30%, remaining_time=0:00:03.899550, arrival_time=2021-04-14 23:16:30.518460, cost_time=0:00:01.299850 2021-04-14 23:16:27,805 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.69ms, fps=2158 images/s, loss=0.4797, top1-acc=86.31%, top5-acc=99.18%, remaining_time=0:00:02.486740, arrival_time=2021-04-14 23:16:30.292639, cost_time=0:00:02.486747 2021-04-14 23:16:28,988 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.37ms, fps=2166 images/s, loss=0.4877, top1-acc=86.07%, top5-acc=99.13%, remaining_time=0:00:01.223140, arrival_time=2021-04-14 23:16:30.211564, cost_time=0:00:03.669432 2021-04-14 23:16:30,064 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=1.17ms, fps=2156 images/s, loss=0.4813, top1-acc=86.01%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:30.064928, cost_time=0:00:04.745988 2021-04-14 23:16:30,756 INFO : Epoch=0095 complete, best val top1-acc=88.19%, top5-acc=99.41% (epoch=85), remaining_time=2:18:28.970985, arrival_time=2021-04-15 01:34:59.727915, cost_time=2:05:17.640420 2021-04-14 23:16:30,758 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 23:16:34,695 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=2.21ms, fps=650 images/s, loss=0.1151, top1-acc=95.94%, top5-acc=99.88%, remaining_time=0:01:13.220946, arrival_time=2021-04-14 23:17:47.916095, cost_time=0:00:03.936608 2021-04-14 23:16:38,434 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.1207, top1-acc=95.86%, top5-acc=99.94%, remaining_time=0:01:07.548800, arrival_time=2021-04-14 23:17:45.983333, cost_time=0:00:07.675996 2021-04-14 23:16:42,189 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.1224, top1-acc=95.91%, top5-acc=99.96%, remaining_time=0:01:03.252640, arrival_time=2021-04-14 23:17:45.442374, cost_time=0:00:11.431197 2021-04-14 23:16:45,931 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.1201, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:59.172984, arrival_time=2021-04-14 23:17:45.104092, cost_time=0:00:15.172560 2021-04-14 23:16:49,675 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1167, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:55.238224, arrival_time=2021-04-14 23:17:44.913948, cost_time=0:00:18.917187 2021-04-14 23:16:53,408 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.48ms, fps=686 images/s, loss=0.1137, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:51.339592, arrival_time=2021-04-14 23:17:44.748018, cost_time=0:00:22.649818 2021-04-14 23:16:57,154 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.1113, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:47.512962, arrival_time=2021-04-14 23:17:44.667743, cost_time=0:00:26.396102 2021-04-14 23:17:00,907 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1098, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:43.715760, arrival_time=2021-04-14 23:17:44.623185, cost_time=0:00:30.148783 2021-04-14 23:17:04,645 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1102, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:39.910908, arrival_time=2021-04-14 23:17:44.556054, cost_time=0:00:33.886606 2021-04-14 23:17:08,381 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.1107, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:36.117696, arrival_time=2021-04-14 23:17:44.498796, cost_time=0:00:37.622598 2021-04-14 23:17:12,118 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1113, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:32.336000, arrival_time=2021-04-14 23:17:44.454629, cost_time=0:00:41.359988 2021-04-14 23:17:15,865 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.1112, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:28.567868, arrival_time=2021-04-14 23:17:44.433544, cost_time=0:00:45.107126 2021-04-14 23:17:19,608 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.1121, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:24.800490, arrival_time=2021-04-14 23:17:44.408466, cost_time=0:00:48.849507 2021-04-14 23:17:23,364 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1133, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:21.042224, arrival_time=2021-04-14 23:17:44.406294, cost_time=0:00:52.605520 2021-04-14 23:17:27,109 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.1143, top1-acc=96.14%, top5-acc=99.96%, remaining_time=0:00:17.281004, arrival_time=2021-04-14 23:17:44.390655, cost_time=0:00:56.351112 2021-04-14 23:17:30,852 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.1134, top1-acc=96.19%, top5-acc=99.96%, remaining_time=0:00:13.521204, arrival_time=2021-04-14 23:17:44.374037, cost_time=0:01:00.094290 2021-04-14 23:17:34,595 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=0.1132, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:09.763260, arrival_time=2021-04-14 23:17:44.358444, cost_time=0:01:03.836615 2021-04-14 23:17:38,338 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1127, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:06.007088, arrival_time=2021-04-14 23:17:44.345271, cost_time=0:01:07.579728 2021-04-14 23:17:42,070 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.32ms, fps=686 images/s, loss=0.1123, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:02.251956, arrival_time=2021-04-14 23:17:44.322509, cost_time=0:01:11.312027 2021-04-14 23:17:44,077 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.45ms, fps=678 images/s, loss=0.1122, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:44.077082, cost_time=0:01:13.318609 2021-04-14 23:17:45,438 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.32ms, fps=1884 images/s, loss=0.3724, top1-acc=88.79%, top5-acc=99.65%, remaining_time=0:00:04.076190, arrival_time=2021-04-14 23:17:49.514358, cost_time=0:00:01.358729 2021-04-14 23:17:46,626 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.63ms, fps=2156 images/s, loss=0.3806, top1-acc=88.61%, top5-acc=99.53%, remaining_time=0:00:02.546680, arrival_time=2021-04-14 23:17:49.172674, cost_time=0:00:02.546687 2021-04-14 23:17:47,807 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.46ms, fps=2167 images/s, loss=0.3734, top1-acc=88.89%, top5-acc=99.52%, remaining_time=0:00:01.242810, arrival_time=2021-04-14 23:17:49.050650, cost_time=0:00:03.728443 2021-04-14 23:17:48,884 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.09ms, fps=2157 images/s, loss=0.3593, top1-acc=89.13%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:48.884113, cost_time=0:00:04.804830 2021-04-14 23:17:50,238 INFO : Epoch=0096 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:17:10.215656, arrival_time=2021-04-15 01:35:00.454353, cost_time=2:06:37.122190 2021-04-14 23:17:50,239 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 23:17:54,199 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.61ms, fps=647 images/s, loss=0.1135, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:01:13.640934, arrival_time=2021-04-14 23:19:07.840279, cost_time=0:00:03.959194 2021-04-14 23:17:57,955 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=2.19ms, fps=682 images/s, loss=0.1097, top1-acc=96.70%, top5-acc=99.92%, remaining_time=0:01:07.894816, arrival_time=2021-04-14 23:19:05.850314, cost_time=0:00:07.715312 2021-04-14 23:18:01,696 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.1113, top1-acc=96.42%, top5-acc=99.95%, remaining_time=0:01:03.389258, arrival_time=2021-04-14 23:19:05.085296, cost_time=0:00:11.455879 2021-04-14 23:18:05,449 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1078, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:59.316348, arrival_time=2021-04-14 23:19:04.765799, cost_time=0:00:15.209302 2021-04-14 23:18:09,185 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.1072, top1-acc=96.53%, top5-acc=99.95%, remaining_time=0:00:55.319254, arrival_time=2021-04-14 23:19:04.504359, cost_time=0:00:18.944947 2021-04-14 23:18:12,933 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1065, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:51.438600, arrival_time=2021-04-14 23:19:04.372233, cost_time=0:00:22.693479 2021-04-14 23:18:16,673 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.1043, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:47.579868, arrival_time=2021-04-14 23:19:04.253345, cost_time=0:00:26.433279 2021-04-14 23:18:20,423 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1040, top1-acc=96.59%, top5-acc=99.96%, remaining_time=0:00:43.765640, arrival_time=2021-04-14 23:19:04.189043, cost_time=0:00:30.183227 2021-04-14 23:18:24,162 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1013, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:39.952990, arrival_time=2021-04-14 23:19:04.115494, cost_time=0:00:33.922369 2021-04-14 23:18:27,904 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.1016, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:36.157536, arrival_time=2021-04-14 23:19:04.061823, cost_time=0:00:37.664129 2021-04-14 23:18:31,646 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.1014, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:32.371948, arrival_time=2021-04-14 23:19:04.018078, cost_time=0:00:41.405952 2021-04-14 23:18:35,381 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.1016, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:28.589756, arrival_time=2021-04-14 23:19:03.971608, cost_time=0:00:45.141701 2021-04-14 23:18:39,117 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.1012, top1-acc=96.63%, top5-acc=99.96%, remaining_time=0:00:24.814614, arrival_time=2021-04-14 23:19:03.932088, cost_time=0:00:48.877321 2021-04-14 23:18:42,854 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.1016, top1-acc=96.58%, top5-acc=99.96%, remaining_time=0:00:21.045808, arrival_time=2021-04-14 23:19:03.900501, cost_time=0:00:52.614541 2021-04-14 23:18:46,598 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.1015, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:17.283166, arrival_time=2021-04-14 23:19:03.881381, cost_time=0:00:56.358104 2021-04-14 23:18:50,339 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.1020, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:13.522428, arrival_time=2021-04-14 23:19:03.862205, cost_time=0:01:00.099623 2021-04-14 23:18:54,093 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.1028, top1-acc=96.49%, top5-acc=99.97%, remaining_time=0:00:09.765860, arrival_time=2021-04-14 23:19:03.859749, cost_time=0:01:03.853737 2021-04-14 23:18:57,833 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.76ms, fps=685 images/s, loss=0.1045, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:06.008320, arrival_time=2021-04-14 23:19:03.842075, cost_time=0:01:07.593526 2021-04-14 23:19:01,574 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.26ms, fps=685 images/s, loss=0.1056, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:02.252646, arrival_time=2021-04-14 23:19:03.826610, cost_time=0:01:11.333867 2021-04-14 23:19:03,576 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.36ms, fps=679 images/s, loss=0.1070, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:03.576501, cost_time=0:01:13.336347 2021-04-14 23:19:04,918 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.29ms, fps=1911 images/s, loss=0.4408, top1-acc=87.34%, top5-acc=99.02%, remaining_time=0:00:04.018800, arrival_time=2021-04-14 23:19:08.936863, cost_time=0:00:01.339595 2021-04-14 23:19:06,101 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.58ms, fps=2164 images/s, loss=0.4664, top1-acc=86.54%, top5-acc=99.10%, remaining_time=0:00:02.523060, arrival_time=2021-04-14 23:19:08.624577, cost_time=0:00:02.523069 2021-04-14 23:19:07,282 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.33ms, fps=2169 images/s, loss=0.4657, top1-acc=86.50%, top5-acc=99.11%, remaining_time=0:00:01.234520, arrival_time=2021-04-14 23:19:08.516523, cost_time=0:00:03.703550 2021-04-14 23:19:08,356 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.09ms, fps=2160 images/s, loss=0.4581, top1-acc=86.45%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:08.356440, cost_time=0:00:04.778019 2021-04-14 23:19:09,059 INFO : Epoch=0097 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:15:50.743702, arrival_time=2021-04-15 01:34:59.803266, cost_time=2:07:55.943064 2021-04-14 23:19:09,060 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 23:19:12,984 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.48ms, fps=652 images/s, loss=0.1353, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:01:12.976914, arrival_time=2021-04-14 23:20:25.961364, cost_time=0:00:03.923491 2021-04-14 23:19:16,724 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.1219, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:01:07.440912, arrival_time=2021-04-14 23:20:24.165615, cost_time=0:00:07.663735 2021-04-14 23:19:20,467 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.1222, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:01:03.115192, arrival_time=2021-04-14 23:20:23.582521, cost_time=0:00:11.406363 2021-04-14 23:19:24,208 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.84ms, fps=684 images/s, loss=0.1254, top1-acc=95.57%, top5-acc=99.98%, remaining_time=0:00:59.074080, arrival_time=2021-04-14 23:20:23.282163, cost_time=0:00:15.147207 2021-04-14 23:19:27,945 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.1210, top1-acc=95.73%, top5-acc=99.98%, remaining_time=0:00:55.142886, arrival_time=2021-04-14 23:20:23.088382, cost_time=0:00:18.884541 2021-04-14 23:19:31,686 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.1180, top1-acc=95.84%, top5-acc=99.99%, remaining_time=0:00:51.283832, arrival_time=2021-04-14 23:20:22.969914, cost_time=0:00:22.625212 2021-04-14 23:19:35,427 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1151, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:47.459790, arrival_time=2021-04-14 23:20:22.887203, cost_time=0:00:26.366538 2021-04-14 23:19:39,175 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.1144, top1-acc=96.01%, top5-acc=99.99%, remaining_time=0:00:43.665880, arrival_time=2021-04-14 23:20:22.841323, cost_time=0:00:30.114403 2021-04-14 23:19:42,946 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=0.1141, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:39.909636, arrival_time=2021-04-14 23:20:22.856109, cost_time=0:00:33.885516 2021-04-14 23:19:46,691 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.99ms, fps=684 images/s, loss=0.1121, top1-acc=96.11%, top5-acc=99.98%, remaining_time=0:00:36.125184, arrival_time=2021-04-14 23:20:22.816515, cost_time=0:00:37.630361 2021-04-14 23:19:50,422 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.1118, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:32.337548, arrival_time=2021-04-14 23:20:22.760389, cost_time=0:00:41.361960 2021-04-14 23:19:54,173 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.1123, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:28.571364, arrival_time=2021-04-14 23:20:22.745010, cost_time=0:00:45.112648 2021-04-14 23:19:57,909 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.1123, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:24.799896, arrival_time=2021-04-14 23:20:22.709116, cost_time=0:00:48.848338 2021-04-14 23:20:01,661 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1124, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:21.040208, arrival_time=2021-04-14 23:20:22.701601, cost_time=0:00:52.600527 2021-04-14 23:20:05,414 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1124, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:17.281648, arrival_time=2021-04-14 23:20:22.695799, cost_time=0:00:56.353196 2021-04-14 23:20:09,155 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.1122, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:13.521276, arrival_time=2021-04-14 23:20:22.676828, cost_time=0:01:00.094592 2021-04-14 23:20:12,894 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.1115, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:09.762740, arrival_time=2021-04-14 23:20:22.657101, cost_time=0:01:03.833264 2021-04-14 23:20:16,636 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.1110, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:06.006704, arrival_time=2021-04-14 23:20:22.642922, cost_time=0:01:07.575336 2021-04-14 23:20:20,371 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.1118, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:02.251920, arrival_time=2021-04-14 23:20:22.623660, cost_time=0:01:11.310787 2021-04-14 23:20:22,370 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.24ms, fps=681 images/s, loss=0.1118, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:22.370457, cost_time=0:01:13.309571 2021-04-14 23:20:23,694 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.47ms, fps=1937 images/s, loss=0.3589, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:03.965760, arrival_time=2021-04-14 23:20:27.660104, cost_time=0:00:01.321919 2021-04-14 23:20:24,876 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.39ms, fps=2167 images/s, loss=0.3728, top1-acc=88.40%, top5-acc=99.57%, remaining_time=0:00:02.503580, arrival_time=2021-04-14 23:20:27.379587, cost_time=0:00:02.503577 2021-04-14 23:20:26,073 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=2.17ms, fps=2138 images/s, loss=0.3814, top1-acc=88.36%, top5-acc=99.52%, remaining_time=0:00:01.233680, arrival_time=2021-04-14 23:20:27.307377, cost_time=0:00:03.701035 2021-04-14 23:20:27,154 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=2149 images/s, loss=0.3748, top1-acc=88.46%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:27.153972, cost_time=0:00:04.781548 2021-04-14 23:20:27,847 INFO : Epoch=0098 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:14:31.250208, arrival_time=2021-04-15 01:34:59.097317, cost_time=2:09:14.730621 2021-04-14 23:20:27,848 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 23:20:31,746 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.53ms, fps=657 images/s, loss=0.0844, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:01:12.507450, arrival_time=2021-04-14 23:21:44.254256, cost_time=0:00:03.898251 2021-04-14 23:20:35,480 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.1009, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:01:07.157728, arrival_time=2021-04-14 23:21:42.637814, cost_time=0:00:07.631563 2021-04-14 23:20:39,228 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.1050, top1-acc=96.48%, top5-acc=99.95%, remaining_time=0:01:02.968780, arrival_time=2021-04-14 23:21:42.197299, cost_time=0:00:11.379905 2021-04-14 23:20:42,976 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.1110, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:59.000136, arrival_time=2021-04-14 23:21:41.976932, cost_time=0:00:15.128257 2021-04-14 23:20:46,717 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=2.45ms, fps=685 images/s, loss=0.1110, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:55.097480, arrival_time=2021-04-14 23:21:41.815053, cost_time=0:00:18.868981 2021-04-14 23:20:50,466 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.1101, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:51.266152, arrival_time=2021-04-14 23:21:41.732176, cost_time=0:00:22.617435 2021-04-14 23:20:54,209 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.1098, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:47.449584, arrival_time=2021-04-14 23:21:41.659060, cost_time=0:00:26.360877 2021-04-14 23:20:57,957 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.1091, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:43.658572, arrival_time=2021-04-14 23:21:41.616459, cost_time=0:00:30.109358 2021-04-14 23:21:01,709 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.1094, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:39.879850, arrival_time=2021-04-14 23:21:41.588715, cost_time=0:00:33.860270 2021-04-14 23:21:05,451 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=2.38ms, fps=684 images/s, loss=0.1080, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:36.098880, arrival_time=2021-04-14 23:21:41.550444, cost_time=0:00:37.603036 2021-04-14 23:21:09,187 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.1051, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:32.319316, arrival_time=2021-04-14 23:21:41.506558, cost_time=0:00:41.338711 2021-04-14 23:21:12,938 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1052, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:28.557228, arrival_time=2021-04-14 23:21:41.496102, cost_time=0:00:45.090340 2021-04-14 23:21:16,676 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.1057, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:24.789534, arrival_time=2021-04-14 23:21:41.465951, cost_time=0:00:48.827877 2021-04-14 23:21:20,412 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.1060, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:21.025480, arrival_time=2021-04-14 23:21:41.437674, cost_time=0:00:52.563634 2021-04-14 23:21:24,163 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=2.41ms, fps=683 images/s, loss=0.1063, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:17.269780, arrival_time=2021-04-14 23:21:41.432852, cost_time=0:00:56.314536 2021-04-14 23:21:27,897 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.1068, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:13.511052, arrival_time=2021-04-14 23:21:41.408636, cost_time=0:01:00.049124 2021-04-14 23:21:31,640 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.1068, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:09.756344, arrival_time=2021-04-14 23:21:41.396353, cost_time=0:01:03.791433 2021-04-14 23:21:35,384 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.1074, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:06.003152, arrival_time=2021-04-14 23:21:41.387172, cost_time=0:01:07.535486 2021-04-14 23:21:39,128 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.23ms, fps=684 images/s, loss=0.1071, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:02.250930, arrival_time=2021-04-14 23:21:41.378863, cost_time=0:01:11.279401 2021-04-14 23:21:41,129 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.30ms, fps=680 images/s, loss=0.1066, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:41.129200, cost_time=0:01:13.280665 2021-04-14 23:21:42,483 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.69ms, fps=1893 images/s, loss=0.3763, top1-acc=89.34%, top5-acc=99.65%, remaining_time=0:00:04.056780, arrival_time=2021-04-14 23:21:46.540421, cost_time=0:00:01.352262 2021-04-14 23:21:43,666 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.36ms, fps=2165 images/s, loss=0.3882, top1-acc=88.77%, top5-acc=99.59%, remaining_time=0:00:02.535340, arrival_time=2021-04-14 23:21:46.201875, cost_time=0:00:02.535342 2021-04-14 23:21:44,848 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.41ms, fps=2167 images/s, loss=0.3726, top1-acc=88.84%, top5-acc=99.61%, remaining_time=0:00:01.239060, arrival_time=2021-04-14 23:21:46.087446, cost_time=0:00:03.717192 2021-04-14 23:21:45,927 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=1.22ms, fps=2150 images/s, loss=0.3818, top1-acc=88.79%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:45.927748, cost_time=0:00:04.796497 2021-04-14 23:21:47,018 INFO : Epoch=0099 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:13:12.162825, arrival_time=2021-04-15 01:34:59.181557, cost_time=2:10:33.902197 2021-04-14 23:21:47,020 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 23:21:50,934 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.37ms, fps=654 images/s, loss=0.0944, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:01:12.796494, arrival_time=2021-04-14 23:23:03.731352, cost_time=0:00:03.913790 2021-04-14 23:21:54,663 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.52ms, fps=687 images/s, loss=0.0964, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:01:07.255584, arrival_time=2021-04-14 23:23:01.919343, cost_time=0:00:07.642686 2021-04-14 23:21:58,406 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.0959, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:01:02.997664, arrival_time=2021-04-14 23:23:01.403756, cost_time=0:00:11.385114 2021-04-14 23:22:02,147 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=2.32ms, fps=684 images/s, loss=0.0994, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:58.992648, arrival_time=2021-04-14 23:23:01.140039, cost_time=0:00:15.126324 2021-04-14 23:22:05,892 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.77ms, fps=684 images/s, loss=0.0970, top1-acc=96.73%, top5-acc=99.96%, remaining_time=0:00:55.102736, arrival_time=2021-04-14 23:23:00.994714, cost_time=0:00:18.870779 2021-04-14 23:22:09,643 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.0963, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:51.276760, arrival_time=2021-04-14 23:23:00.919951, cost_time=0:00:22.622128 2021-04-14 23:22:13,386 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.83ms, fps=684 images/s, loss=0.0976, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:47.457144, arrival_time=2021-04-14 23:23:00.843261, cost_time=0:00:26.365047 2021-04-14 23:22:17,127 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0970, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:43.654628, arrival_time=2021-04-14 23:23:00.782328, cost_time=0:00:30.106641 2021-04-14 23:22:20,881 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1002, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:39.880592, arrival_time=2021-04-14 23:23:00.762404, cost_time=0:00:33.860836 2021-04-14 23:22:24,625 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.0999, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:36.100128, arrival_time=2021-04-14 23:23:00.725581, cost_time=0:00:37.604305 2021-04-14 23:22:28,361 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.1000, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:32.320520, arrival_time=2021-04-14 23:23:00.681708, cost_time=0:00:41.340210 2021-04-14 23:22:32,093 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0999, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:28.546056, arrival_time=2021-04-14 23:23:00.639729, cost_time=0:00:45.072694 2021-04-14 23:22:35,829 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0998, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:24.779370, arrival_time=2021-04-14 23:23:00.608315, cost_time=0:00:48.807877 2021-04-14 23:22:39,566 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.99ms, fps=685 images/s, loss=0.1013, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:21.018032, arrival_time=2021-04-14 23:23:00.584146, cost_time=0:00:52.545125 2021-04-14 23:22:43,307 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.1024, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:17.261086, arrival_time=2021-04-14 23:23:00.568255, cost_time=0:00:56.286194 2021-04-14 23:22:47,061 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.1024, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:13.509072, arrival_time=2021-04-14 23:23:00.570308, cost_time=0:01:00.040253 2021-04-14 23:22:50,803 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.1022, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:09.754992, arrival_time=2021-04-14 23:23:00.558712, cost_time=0:01:03.782640 2021-04-14 23:22:54,540 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.1029, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:06.001680, arrival_time=2021-04-14 23:23:00.541683, cost_time=0:01:07.518937 2021-04-14 23:22:58,274 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.1029, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:02.250096, arrival_time=2021-04-14 23:23:00.524262, cost_time=0:01:11.253104 2021-04-14 23:23:00,268 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.30ms, fps=682 images/s, loss=0.1031, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:00.268011, cost_time=0:01:13.246836 2021-04-14 23:23:01,601 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.43ms, fps=1923 images/s, loss=0.3964, top1-acc=88.59%, top5-acc=99.41%, remaining_time=0:00:03.994710, arrival_time=2021-04-14 23:23:05.596320, cost_time=0:00:01.331572 2021-04-14 23:23:02,785 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.35ms, fps=2164 images/s, loss=0.4047, top1-acc=88.26%, top5-acc=99.36%, remaining_time=0:00:02.515000, arrival_time=2021-04-14 23:23:05.300088, cost_time=0:00:02.515007 2021-04-14 23:23:03,967 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.34ms, fps=2166 images/s, loss=0.3951, top1-acc=88.31%, top5-acc=99.44%, remaining_time=0:00:01.232380, arrival_time=2021-04-14 23:23:05.199573, cost_time=0:00:03.697153 2021-04-14 23:23:05,043 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.38ms, fps=2155 images/s, loss=0.3923, top1-acc=88.33%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:05.043917, cost_time=0:00:04.773915 2021-04-14 23:23:05,755 INFO : Epoch=0100 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:11:52.638800, arrival_time=2021-04-15 01:34:58.394142, cost_time=2:11:52.638850 2021-04-14 23:23:05,756 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 23:23:09,700 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=2.23ms, fps=649 images/s, loss=0.1073, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:01:13.347240, arrival_time=2021-04-14 23:24:23.047442, cost_time=0:00:03.943401 2021-04-14 23:23:13,443 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1089, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:01:07.642608, arrival_time=2021-04-14 23:24:21.085997, cost_time=0:00:07.686654 2021-04-14 23:23:17,179 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.1057, top1-acc=96.32%, top5-acc=99.96%, remaining_time=0:01:03.206658, arrival_time=2021-04-14 23:24:20.386275, cost_time=0:00:11.422904 2021-04-14 23:23:20,918 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0992, top1-acc=96.58%, top5-acc=99.97%, remaining_time=0:00:59.128368, arrival_time=2021-04-14 23:24:20.046323, cost_time=0:00:15.161140 2021-04-14 23:23:24,658 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0965, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:55.194424, arrival_time=2021-04-14 23:24:19.853312, cost_time=0:00:18.902177 2021-04-14 23:23:28,401 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.0942, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:51.327080, arrival_time=2021-04-14 23:24:19.728072, cost_time=0:00:22.644280 2021-04-14 23:23:32,153 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.0939, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:47.513844, arrival_time=2021-04-14 23:24:19.667131, cost_time=0:00:26.396556 2021-04-14 23:23:35,890 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0945, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:43.693836, arrival_time=2021-04-14 23:24:19.584192, cost_time=0:00:30.133655 2021-04-14 23:23:39,629 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0941, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:39.894902, arrival_time=2021-04-14 23:24:19.524657, cost_time=0:00:33.873048 2021-04-14 23:23:43,384 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.0939, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:36.122208, arrival_time=2021-04-14 23:24:19.506227, cost_time=0:00:37.627300 2021-04-14 23:23:47,128 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0939, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:32.345288, arrival_time=2021-04-14 23:24:19.474025, cost_time=0:00:41.371925 2021-04-14 23:23:50,864 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0947, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:28.568476, arrival_time=2021-04-14 23:24:19.433214, cost_time=0:00:45.108115 2021-04-14 23:23:54,605 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0957, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:24.800292, arrival_time=2021-04-14 23:24:19.406105, cost_time=0:00:48.849103 2021-04-14 23:23:58,351 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0970, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:21.037744, arrival_time=2021-04-14 23:24:19.389024, cost_time=0:00:52.594366 2021-04-14 23:24:02,093 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0972, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:17.276726, arrival_time=2021-04-14 23:24:19.370566, cost_time=0:00:56.337125 2021-04-14 23:24:05,833 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0974, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:13.517280, arrival_time=2021-04-14 23:24:19.350884, cost_time=0:01:00.076824 2021-04-14 23:24:09,583 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.0968, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:09.761804, arrival_time=2021-04-14 23:24:19.345586, cost_time=0:01:03.827145 2021-04-14 23:24:13,317 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0973, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:06.005360, arrival_time=2021-04-14 23:24:19.322556, cost_time=0:01:07.560373 2021-04-14 23:24:17,058 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0972, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:02.251632, arrival_time=2021-04-14 23:24:19.309974, cost_time=0:01:11.301718 2021-04-14 23:24:19,055 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.39ms, fps=681 images/s, loss=0.0978, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:19.055425, cost_time=0:01:13.298809 2021-04-14 23:24:20,366 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.39ms, fps=1956 images/s, loss=0.5069, top1-acc=86.64%, top5-acc=99.41%, remaining_time=0:00:03.926040, arrival_time=2021-04-14 23:24:24.292001, cost_time=0:00:01.308684 2021-04-14 23:24:21,547 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.34ms, fps=2168 images/s, loss=0.4959, top1-acc=86.72%, top5-acc=99.49%, remaining_time=0:00:02.490020, arrival_time=2021-04-14 23:24:24.037307, cost_time=0:00:02.490015 2021-04-14 23:24:22,729 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.64ms, fps=2166 images/s, loss=0.4764, top1-acc=86.98%, top5-acc=99.60%, remaining_time=0:00:01.224000, arrival_time=2021-04-14 23:24:23.953266, cost_time=0:00:03.671997 2021-04-14 23:24:23,806 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.4636, top1-acc=87.16%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:23.806732, cost_time=0:00:04.749398 2021-04-14 23:24:24,527 INFO : Epoch=0101 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:10:33.164724, arrival_time=2021-04-15 01:34:57.691711, cost_time=2:13:11.410495 2021-04-14 23:24:24,528 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:24:28,446 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=2.06ms, fps=653 images/s, loss=0.0935, top1-acc=96.76%, top5-acc=100.00%, remaining_time=0:01:12.874428, arrival_time=2021-04-14 23:25:41.320816, cost_time=0:00:03.917984 2021-04-14 23:24:32,197 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.0968, top1-acc=96.58%, top5-acc=100.00%, remaining_time=0:01:07.484912, arrival_time=2021-04-14 23:25:39.682062, cost_time=0:00:07.668733 2021-04-14 23:24:35,949 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=0.0953, top1-acc=96.58%, top5-acc=100.00%, remaining_time=0:01:03.194042, arrival_time=2021-04-14 23:25:39.143114, cost_time=0:00:11.420624 2021-04-14 23:24:39,703 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=6.31ms, fps=682 images/s, loss=0.1025, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:59.181408, arrival_time=2021-04-14 23:25:38.884538, cost_time=0:00:15.174719 2021-04-14 23:24:43,454 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.1019, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:55.263336, arrival_time=2021-04-14 23:25:38.717531, cost_time=0:00:18.925780 2021-04-14 23:24:47,199 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.1026, top1-acc=96.44%, top5-acc=99.96%, remaining_time=0:00:51.387872, arrival_time=2021-04-14 23:25:38.587412, cost_time=0:00:22.671130 2021-04-14 23:24:50,944 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1008, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:47.548116, arrival_time=2021-04-14 23:25:38.492301, cost_time=0:00:26.415635 2021-04-14 23:24:54,689 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0985, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:43.732928, arrival_time=2021-04-14 23:25:38.421972, cost_time=0:00:30.160629 2021-04-14 23:24:58,426 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0965, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:39.924370, arrival_time=2021-04-14 23:25:38.350784, cost_time=0:00:33.898009 2021-04-14 23:25:02,170 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0962, top1-acc=96.76%, top5-acc=99.97%, remaining_time=0:00:36.136320, arrival_time=2021-04-14 23:25:38.306727, cost_time=0:00:37.641980 2021-04-14 23:25:05,937 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=2.40ms, fps=680 images/s, loss=0.0984, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:32.374614, arrival_time=2021-04-14 23:25:38.312421, cost_time=0:00:41.409369 2021-04-14 23:25:09,676 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0982, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:28.593556, arrival_time=2021-04-14 23:25:38.269729, cost_time=0:00:45.147729 2021-04-14 23:25:13,412 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0994, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:24.818112, arrival_time=2021-04-14 23:25:38.230535, cost_time=0:00:48.884097 2021-04-14 23:25:17,156 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0998, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:21.051352, arrival_time=2021-04-14 23:25:38.208103, cost_time=0:00:52.628325 2021-04-14 23:25:20,899 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=2.49ms, fps=684 images/s, loss=0.1009, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:17.287030, arrival_time=2021-04-14 23:25:38.186152, cost_time=0:00:56.370704 2021-04-14 23:25:24,641 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.1019, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:13.525344, arrival_time=2021-04-14 23:25:38.166561, cost_time=0:01:00.112703 2021-04-14 23:25:28,393 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.1023, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:09.767498, arrival_time=2021-04-14 23:25:38.160398, cost_time=0:01:03.864452 2021-04-14 23:25:32,128 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.1023, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:06.008848, arrival_time=2021-04-14 23:25:38.136804, cost_time=0:01:07.599627 2021-04-14 23:25:35,865 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.1019, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:02.252754, arrival_time=2021-04-14 23:25:38.118368, cost_time=0:01:11.337209 2021-04-14 23:25:37,859 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.21ms, fps=682 images/s, loss=0.1029, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:37.859507, cost_time=0:01:13.331177 2021-04-14 23:25:39,184 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=3.16ms, fps=1935 images/s, loss=0.4312, top1-acc=87.42%, top5-acc=99.22%, remaining_time=0:00:03.969090, arrival_time=2021-04-14 23:25:43.153633, cost_time=0:00:01.323026 2021-04-14 23:25:40,365 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.46ms, fps=2169 images/s, loss=0.4036, top1-acc=88.05%, top5-acc=99.37%, remaining_time=0:00:02.504120, arrival_time=2021-04-14 23:25:42.869615, cost_time=0:00:02.504116 2021-04-14 23:25:41,548 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.35ms, fps=2165 images/s, loss=0.4067, top1-acc=87.93%, top5-acc=99.49%, remaining_time=0:00:01.228930, arrival_time=2021-04-14 23:25:42.777206, cost_time=0:00:03.686797 2021-04-14 23:25:42,625 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=2155 images/s, loss=0.4037, top1-acc=87.72%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:42.625375, cost_time=0:00:04.764034 2021-04-14 23:25:43,374 INFO : Epoch=0102 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:09:13.777542, arrival_time=2021-04-15 01:34:57.152305, cost_time=2:14:30.258276 2021-04-14 23:25:43,376 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:25:47,333 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.66ms, fps=647 images/s, loss=0.1065, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:01:13.596852, arrival_time=2021-04-14 23:27:00.929895, cost_time=0:00:03.956821 2021-04-14 23:25:51,080 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.1057, top1-acc=96.60%, top5-acc=99.94%, remaining_time=0:01:07.793088, arrival_time=2021-04-14 23:26:58.873065, cost_time=0:00:07.703753 2021-04-14 23:25:54,831 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.1044, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:01:03.382950, arrival_time=2021-04-14 23:26:58.213901, cost_time=0:00:11.454739 2021-04-14 23:25:58,571 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.1037, top1-acc=96.57%, top5-acc=99.94%, remaining_time=0:00:59.261748, arrival_time=2021-04-14 23:26:57.833311, cost_time=0:00:15.195313 2021-04-14 23:26:02,318 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.1048, top1-acc=96.56%, top5-acc=99.95%, remaining_time=0:00:55.311954, arrival_time=2021-04-14 23:26:57.630633, cost_time=0:00:18.942461 2021-04-14 23:26:06,059 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.1014, top1-acc=96.65%, top5-acc=99.95%, remaining_time=0:00:51.415344, arrival_time=2021-04-14 23:26:57.474889, cost_time=0:00:22.683267 2021-04-14 23:26:09,816 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.1013, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:47.592090, arrival_time=2021-04-14 23:26:57.408389, cost_time=0:00:26.440081 2021-04-14 23:26:13,575 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.40ms, fps=681 images/s, loss=0.0983, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:43.789188, arrival_time=2021-04-14 23:26:57.365002, cost_time=0:00:30.199456 2021-04-14 23:26:17,323 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0982, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:39.981822, arrival_time=2021-04-14 23:26:57.304913, cost_time=0:00:33.946872 2021-04-14 23:26:21,072 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.0975, top1-acc=96.69%, top5-acc=99.96%, remaining_time=0:00:36.188352, arrival_time=2021-04-14 23:26:57.260805, cost_time=0:00:37.696213 2021-04-14 23:26:24,815 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0972, top1-acc=96.73%, top5-acc=99.96%, remaining_time=0:00:32.398006, arrival_time=2021-04-14 23:26:57.213528, cost_time=0:00:41.439298 2021-04-14 23:26:28,555 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=2.10ms, fps=685 images/s, loss=0.0974, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:28.613468, arrival_time=2021-04-14 23:26:57.168864, cost_time=0:00:45.179171 2021-04-14 23:26:32,290 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=2.02ms, fps=686 images/s, loss=0.0982, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:24.833358, arrival_time=2021-04-14 23:26:57.123780, cost_time=0:00:48.914169 2021-04-14 23:26:36,043 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.35ms, fps=682 images/s, loss=0.0980, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:21.067088, arrival_time=2021-04-14 23:26:57.110995, cost_time=0:00:52.667693 2021-04-14 23:26:39,786 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.0988, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:17.299128, arrival_time=2021-04-14 23:26:57.085598, cost_time=0:00:56.410249 2021-04-14 23:26:43,523 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.1000, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:13.533048, arrival_time=2021-04-14 23:26:57.056129, cost_time=0:01:00.146864 2021-04-14 23:26:47,255 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.1006, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:09.769812, arrival_time=2021-04-14 23:26:57.025575, cost_time=0:01:03.879551 2021-04-14 23:26:50,997 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.1007, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:06.010736, arrival_time=2021-04-14 23:26:57.007862, cost_time=0:01:07.620769 2021-04-14 23:26:54,753 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1003, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:02.254002, arrival_time=2021-04-14 23:26:57.006944, cost_time=0:01:11.376718 2021-04-14 23:26:56,750 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.1005, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:56.749967, cost_time=0:01:13.373741 2021-04-14 23:26:58,069 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.60ms, fps=1944 images/s, loss=0.4194, top1-acc=88.09%, top5-acc=99.18%, remaining_time=0:00:03.951360, arrival_time=2021-04-14 23:27:02.021008, cost_time=0:00:01.317120 2021-04-14 23:26:59,262 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=2.43ms, fps=2147 images/s, loss=0.4373, top1-acc=87.44%, top5-acc=99.10%, remaining_time=0:00:02.509920, arrival_time=2021-04-14 23:27:01.772518, cost_time=0:00:02.509912 2021-04-14 23:27:00,445 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.40ms, fps=2166 images/s, loss=0.4211, top1-acc=87.80%, top5-acc=99.21%, remaining_time=0:00:01.230900, arrival_time=2021-04-14 23:27:01.676153, cost_time=0:00:03.692713 2021-04-14 23:27:01,524 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.4305, top1-acc=87.83%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:01.523983, cost_time=0:00:04.771490 2021-04-14 23:27:02,234 INFO : Epoch=0103 complete, best val top1-acc=89.13%, top5-acc=99.46% (epoch=96), remaining_time=2:07:54.411662, arrival_time=2021-04-15 01:34:56.645776, cost_time=2:15:49.117588 2021-04-14 23:27:02,236 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:27:06,184 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.59ms, fps=648 images/s, loss=0.0953, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:01:13.436334, arrival_time=2021-04-14 23:28:19.621157, cost_time=0:00:03.948189 2021-04-14 23:27:09,926 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0981, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:01:07.669184, arrival_time=2021-04-14 23:28:17.595418, cost_time=0:00:07.689672 2021-04-14 23:27:13,673 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0934, top1-acc=96.80%, top5-acc=99.97%, remaining_time=0:01:03.283350, arrival_time=2021-04-14 23:28:16.956610, cost_time=0:00:11.436746 2021-04-14 23:27:17,415 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0945, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:59.198724, arrival_time=2021-04-14 23:28:16.614535, cost_time=0:00:15.179168 2021-04-14 23:27:21,153 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0936, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:55.237056, arrival_time=2021-04-14 23:28:16.390267, cost_time=0:00:18.916779 2021-04-14 23:27:24,899 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0911, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:51.368696, arrival_time=2021-04-14 23:28:16.267860, cost_time=0:00:22.662653 2021-04-14 23:27:28,638 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=2.26ms, fps=685 images/s, loss=0.0891, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:47.522916, arrival_time=2021-04-14 23:28:16.161071, cost_time=0:00:26.401642 2021-04-14 23:27:32,372 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.32ms, fps=686 images/s, loss=0.0894, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:43.697780, arrival_time=2021-04-14 23:28:16.070682, cost_time=0:00:30.136395 2021-04-14 23:27:36,129 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=8.42ms, fps=682 images/s, loss=0.0893, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:39.918858, arrival_time=2021-04-14 23:28:16.048734, cost_time=0:00:33.893337 2021-04-14 23:27:39,877 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=2.21ms, fps=683 images/s, loss=0.0891, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:36.134976, arrival_time=2021-04-14 23:28:16.012126, cost_time=0:00:37.640597 2021-04-14 23:27:43,614 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.80ms, fps=685 images/s, loss=0.0895, top1-acc=96.89%, top5-acc=99.99%, remaining_time=0:00:32.349588, arrival_time=2021-04-14 23:28:15.963520, cost_time=0:00:41.377424 2021-04-14 23:27:47,358 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0899, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:28.577368, arrival_time=2021-04-14 23:28:15.935921, cost_time=0:00:45.122136 2021-04-14 23:27:51,103 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0895, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:24.809202, arrival_time=2021-04-14 23:28:15.912366, cost_time=0:00:48.866654 2021-04-14 23:27:54,835 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.94ms, fps=686 images/s, loss=0.0901, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:21.039592, arrival_time=2021-04-14 23:28:15.875080, cost_time=0:00:52.598981 2021-04-14 23:27:58,570 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0897, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:17.275622, arrival_time=2021-04-14 23:28:15.845627, cost_time=0:00:56.333551 2021-04-14 23:28:02,308 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0906, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:00:13.516236, arrival_time=2021-04-14 23:28:15.824879, cost_time=0:01:00.072113 2021-04-14 23:28:06,046 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0913, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:09.759178, arrival_time=2021-04-14 23:28:15.805552, cost_time=0:01:03.809955 2021-04-14 23:28:09,796 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0919, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:06.005312, arrival_time=2021-04-14 23:28:15.801574, cost_time=0:01:07.559841 2021-04-14 23:28:13,548 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.0919, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:02.251956, arrival_time=2021-04-14 23:28:15.800304, cost_time=0:01:11.311861 2021-04-14 23:28:15,545 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.0924, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:15.545238, cost_time=0:01:13.308806 2021-04-14 23:28:16,846 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.43ms, fps=1971 images/s, loss=0.3677, top1-acc=89.37%, top5-acc=99.61%, remaining_time=0:00:03.897000, arrival_time=2021-04-14 23:28:20.743231, cost_time=0:00:01.299003 2021-04-14 23:28:18,030 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.29ms, fps=2163 images/s, loss=0.3729, top1-acc=89.14%, top5-acc=99.47%, remaining_time=0:00:02.483000, arrival_time=2021-04-14 23:28:20.513354, cost_time=0:00:02.483006 2021-04-14 23:28:19,217 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.33ms, fps=2158 images/s, loss=0.3659, top1-acc=89.09%, top5-acc=99.58%, remaining_time=0:00:01.223410, arrival_time=2021-04-14 23:28:20.440890, cost_time=0:00:03.670243 2021-04-14 23:28:20,303 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=1.49ms, fps=2138 images/s, loss=0.3573, top1-acc=89.20%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:20.303081, cost_time=0:00:04.755868 2021-04-14 23:28:21,678 INFO : Epoch=0104 complete, best val top1-acc=89.20%, top5-acc=99.55% (epoch=104), remaining_time=2:06:35.596032, arrival_time=2021-04-15 01:34:57.274883, cost_time=2:17:08.562338 2021-04-14 23:28:21,680 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 23:28:25,581 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.90ms, fps=656 images/s, loss=0.0883, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:01:12.555996, arrival_time=2021-04-14 23:29:38.137232, cost_time=0:00:03.900864 2021-04-14 23:28:29,325 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0927, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:01:07.273712, arrival_time=2021-04-14 23:29:36.598792, cost_time=0:00:07.644736 2021-04-14 23:28:33,064 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0944, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:01:02.993514, arrival_time=2021-04-14 23:29:36.058221, cost_time=0:00:11.384375 2021-04-14 23:28:36,820 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0977, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:59.045844, arrival_time=2021-04-14 23:29:35.866144, cost_time=0:00:15.139945 2021-04-14 23:28:40,570 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0985, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:55.159822, arrival_time=2021-04-14 23:29:35.730501, cost_time=0:00:18.890336 2021-04-14 23:28:44,313 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.0976, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:51.301104, arrival_time=2021-04-14 23:29:35.614334, cost_time=0:00:22.632842 2021-04-14 23:28:48,056 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=0.0955, top1-acc=96.76%, top5-acc=99.97%, remaining_time=0:00:47.476926, arrival_time=2021-04-14 23:29:35.533355, cost_time=0:00:26.376082 2021-04-14 23:28:51,796 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0966, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:43.668896, arrival_time=2021-04-14 23:29:35.465737, cost_time=0:00:30.116493 2021-04-14 23:28:55,554 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=11.13ms, fps=681 images/s, loss=0.0962, top1-acc=96.77%, top5-acc=99.97%, remaining_time=0:00:39.895644, arrival_time=2021-04-14 23:29:35.449660, cost_time=0:00:33.873661 2021-04-14 23:28:59,292 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.79ms, fps=685 images/s, loss=0.0945, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:36.107520, arrival_time=2021-04-14 23:29:35.399850, cost_time=0:00:37.611980 2021-04-14 23:29:03,033 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0935, top1-acc=96.86%, top5-acc=99.98%, remaining_time=0:00:32.330324, arrival_time=2021-04-14 23:29:35.363453, cost_time=0:00:41.352783 2021-04-14 23:29:06,779 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0932, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:28.562624, arrival_time=2021-04-14 23:29:35.341728, cost_time=0:00:45.098845 2021-04-14 23:29:10,528 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0934, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:24.799896, arrival_time=2021-04-14 23:29:35.328568, cost_time=0:00:48.848319 2021-04-14 23:29:14,258 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0943, top1-acc=96.83%, top5-acc=99.97%, remaining_time=0:00:21.031360, arrival_time=2021-04-14 23:29:35.290025, cost_time=0:00:52.578408 2021-04-14 23:29:17,997 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0950, top1-acc=96.79%, top5-acc=99.97%, remaining_time=0:00:17.270654, arrival_time=2021-04-14 23:29:35.268222, cost_time=0:00:56.317313 2021-04-14 23:29:21,745 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0952, top1-acc=96.78%, top5-acc=99.97%, remaining_time=0:00:13.514544, arrival_time=2021-04-14 23:29:35.259519, cost_time=0:01:00.064639 2021-04-14 23:29:25,485 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.0952, top1-acc=96.77%, top5-acc=99.97%, remaining_time=0:00:09.758476, arrival_time=2021-04-14 23:29:35.244100, cost_time=0:01:03.805362 2021-04-14 23:29:29,215 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.56ms, fps=686 images/s, loss=0.0961, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:06.003152, arrival_time=2021-04-14 23:29:35.218819, cost_time=0:01:07.535411 2021-04-14 23:29:32,953 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0968, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:02.250732, arrival_time=2021-04-14 23:29:35.204208, cost_time=0:01:11.273221 2021-04-14 23:29:34,960 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.25ms, fps=678 images/s, loss=0.0975, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:34.960427, cost_time=0:01:13.280123 2021-04-14 23:29:36,276 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.42ms, fps=1948 images/s, loss=0.4456, top1-acc=87.89%, top5-acc=99.41%, remaining_time=0:00:03.941640, arrival_time=2021-04-14 23:29:40.217910, cost_time=0:00:01.313878 2021-04-14 23:29:37,461 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.33ms, fps=2161 images/s, loss=0.4228, top1-acc=88.34%, top5-acc=99.53%, remaining_time=0:00:02.499020, arrival_time=2021-04-14 23:29:39.960332, cost_time=0:00:02.499011 2021-04-14 23:29:38,642 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.37ms, fps=2168 images/s, loss=0.4281, top1-acc=88.12%, top5-acc=99.53%, remaining_time=0:00:01.226670, arrival_time=2021-04-14 23:29:39.869172, cost_time=0:00:03.680008 2021-04-14 23:29:39,722 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.4370, top1-acc=87.80%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:39.721966, cost_time=0:00:04.759679 2021-04-14 23:29:40,467 INFO : Epoch=0105 complete, best val top1-acc=89.20%, top5-acc=99.55% (epoch=104), remaining_time=2:05:16.174755, arrival_time=2021-04-15 01:34:56.642310, cost_time=2:18:27.351040 2021-04-14 23:29:40,469 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 23:29:44,361 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.45ms, fps=658 images/s, loss=0.1062, top1-acc=96.60%, top5-acc=100.00%, remaining_time=0:01:12.376692, arrival_time=2021-04-14 23:30:56.737842, cost_time=0:00:03.891221 2021-04-14 23:29:48,104 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.0984, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:01:07.185888, arrival_time=2021-04-14 23:30:55.290508, cost_time=0:00:07.634767 2021-04-14 23:29:51,848 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=2.24ms, fps=684 images/s, loss=0.0962, top1-acc=96.65%, top5-acc=99.99%, remaining_time=0:01:02.963302, arrival_time=2021-04-14 23:30:54.812119, cost_time=0:00:11.378905 2021-04-14 23:29:55,601 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0953, top1-acc=96.76%, top5-acc=99.99%, remaining_time=0:00:59.010900, arrival_time=2021-04-14 23:30:54.611859, cost_time=0:00:15.131019 2021-04-14 23:29:59,350 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.0936, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:55.130184, arrival_time=2021-04-14 23:30:54.480191, cost_time=0:00:18.880203 2021-04-14 23:30:03,091 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0937, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:51.274992, arrival_time=2021-04-14 23:30:54.366122, cost_time=0:00:22.621330 2021-04-14 23:30:06,841 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0937, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:47.468862, arrival_time=2021-04-14 23:30:54.310221, cost_time=0:00:26.371556 2021-04-14 23:30:10,591 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0939, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:43.676320, arrival_time=2021-04-14 23:30:54.267730, cost_time=0:00:30.121566 2021-04-14 23:30:14,337 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0938, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:39.887906, arrival_time=2021-04-14 23:30:54.225056, cost_time=0:00:33.867109 2021-04-14 23:30:18,084 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0942, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:36.109920, arrival_time=2021-04-14 23:30:54.194102, cost_time=0:00:37.614454 2021-04-14 23:30:21,828 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0949, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:32.334366, arrival_time=2021-04-14 23:30:54.162253, cost_time=0:00:41.357922 2021-04-14 23:30:25,571 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0932, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:28.564524, arrival_time=2021-04-14 23:30:54.136175, cost_time=0:00:45.101846 2021-04-14 23:30:29,309 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0938, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:24.795672, arrival_time=2021-04-14 23:30:54.105429, cost_time=0:00:48.839960 2021-04-14 23:30:33,048 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0937, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:21.031416, arrival_time=2021-04-14 23:30:54.079719, cost_time=0:00:52.578570 2021-04-14 23:30:36,787 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0946, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:17.270608, arrival_time=2021-04-14 23:30:54.057633, cost_time=0:00:56.317146 2021-04-14 23:30:40,526 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0945, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:13.512636, arrival_time=2021-04-14 23:30:54.038582, cost_time=0:01:00.056151 2021-04-14 23:30:44,267 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0940, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:09.757280, arrival_time=2021-04-14 23:30:54.024735, cost_time=0:01:03.797647 2021-04-14 23:30:48,001 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.0936, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:06.002784, arrival_time=2021-04-14 23:30:54.003971, cost_time=0:01:07.531391 2021-04-14 23:30:51,750 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.20ms, fps=683 images/s, loss=0.0925, top1-acc=96.79%, top5-acc=99.99%, remaining_time=0:00:02.250960, arrival_time=2021-04-14 23:30:54.001146, cost_time=0:01:11.280436 2021-04-14 23:30:53,749 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.22ms, fps=680 images/s, loss=0.0932, top1-acc=96.79%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:53.749825, cost_time=0:01:13.280109 2021-04-14 23:30:55,114 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.38ms, fps=1878 images/s, loss=0.4470, top1-acc=87.50%, top5-acc=99.53%, remaining_time=0:00:04.088370, arrival_time=2021-04-14 23:30:59.202850, cost_time=0:00:01.362790 2021-04-14 23:30:56,298 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.51ms, fps=2163 images/s, loss=0.4308, top1-acc=88.30%, top5-acc=99.43%, remaining_time=0:00:02.546440, arrival_time=2021-04-14 23:30:58.844646, cost_time=0:00:02.546435 2021-04-14 23:30:57,482 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.72ms, fps=2162 images/s, loss=0.4391, top1-acc=88.14%, top5-acc=99.40%, remaining_time=0:00:01.243690, arrival_time=2021-04-14 23:30:58.726442, cost_time=0:00:03.731057 2021-04-14 23:30:58,564 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=1.22ms, fps=2145 images/s, loss=0.4465, top1-acc=87.87%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:58.564920, cost_time=0:00:04.813240 2021-04-14 23:30:59,303 INFO : Epoch=0106 complete, best val top1-acc=89.20%, top5-acc=99.55% (epoch=104), remaining_time=2:03:56.807556, arrival_time=2021-04-15 01:34:56.111287, cost_time=2:19:46.187231 2021-04-14 23:30:59,305 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 23:31:03,243 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.63ms, fps=650 images/s, loss=0.0885, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:01:13.250148, arrival_time=2021-04-14 23:32:16.493579, cost_time=0:00:03.938177 2021-04-14 23:31:06,985 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=2.20ms, fps=684 images/s, loss=0.0918, top1-acc=96.82%, top5-acc=100.00%, remaining_time=0:01:07.588752, arrival_time=2021-04-14 23:32:14.574507, cost_time=0:00:07.680533 2021-04-14 23:31:10,725 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0861, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:01:03.191718, arrival_time=2021-04-14 23:32:13.917105, cost_time=0:00:11.420198 2021-04-14 23:31:14,488 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=5.94ms, fps=680 images/s, loss=0.0867, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:59.213700, arrival_time=2021-04-14 23:32:13.701906, cost_time=0:00:15.183018 2021-04-14 23:31:18,224 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0857, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:55.244356, arrival_time=2021-04-14 23:32:13.468860, cost_time=0:00:18.919310 2021-04-14 23:31:21,972 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0868, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:51.378760, arrival_time=2021-04-14 23:32:13.351047, cost_time=0:00:22.667099 2021-04-14 23:31:25,721 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.0891, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:47.549628, arrival_time=2021-04-14 23:32:13.271349, cost_time=0:00:26.416452 2021-04-14 23:31:29,466 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0897, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:43.732928, arrival_time=2021-04-14 23:32:13.198908, cost_time=0:00:30.160625 2021-04-14 23:31:33,224 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.0894, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:39.949598, arrival_time=2021-04-14 23:32:13.174252, cost_time=0:00:33.919461 2021-04-14 23:31:36,969 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0893, top1-acc=96.88%, top5-acc=99.99%, remaining_time=0:00:36.157248, arrival_time=2021-04-14 23:32:13.126371, cost_time=0:00:37.663819 2021-04-14 23:31:40,714 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0903, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:32.374786, arrival_time=2021-04-14 23:32:13.089463, cost_time=0:00:41.409560 2021-04-14 23:31:44,461 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.18ms, fps=683 images/s, loss=0.0906, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:00:28.598724, arrival_time=2021-04-14 23:32:13.059819, cost_time=0:00:45.155896 2021-04-14 23:31:48,204 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0913, top1-acc=96.86%, top5-acc=99.98%, remaining_time=0:00:24.825768, arrival_time=2021-04-14 23:32:13.030201, cost_time=0:00:48.899179 2021-04-14 23:31:51,951 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0906, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:21.058520, arrival_time=2021-04-14 23:32:13.009981, cost_time=0:00:52.646282 2021-04-14 23:31:55,687 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0906, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:17.290664, arrival_time=2021-04-14 23:32:12.978467, cost_time=0:00:56.382620 2021-04-14 23:31:59,433 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0903, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:13.528908, arrival_time=2021-04-14 23:32:12.962727, cost_time=0:01:00.128534 2021-04-14 23:32:03,185 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.0907, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:09.769916, arrival_time=2021-04-14 23:32:12.955263, cost_time=0:01:03.880162 2021-04-14 23:32:06,924 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.64ms, fps=685 images/s, loss=0.0914, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:06.010624, arrival_time=2021-04-14 23:32:12.935276, cost_time=0:01:07.619457 2021-04-14 23:32:10,666 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.30ms, fps=684 images/s, loss=0.0912, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:02.253498, arrival_time=2021-04-14 23:32:12.919434, cost_time=0:01:11.360725 2021-04-14 23:32:12,667 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.66ms, fps=680 images/s, loss=0.0914, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:12.667779, cost_time=0:01:13.362579 2021-04-14 23:32:14,024 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.21ms, fps=1889 images/s, loss=0.3994, top1-acc=89.14%, top5-acc=99.57%, remaining_time=0:00:04.065000, arrival_time=2021-04-14 23:32:18.089841, cost_time=0:00:01.355000 2021-04-14 23:32:15,206 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.35ms, fps=2167 images/s, loss=0.3967, top1-acc=88.89%, top5-acc=99.57%, remaining_time=0:00:02.536820, arrival_time=2021-04-14 23:32:17.743480, cost_time=0:00:02.536815 2021-04-14 23:32:16,388 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.47ms, fps=2166 images/s, loss=0.3926, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:01.239670, arrival_time=2021-04-14 23:32:17.628514, cost_time=0:00:03.719006 2021-04-14 23:32:17,466 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=1.39ms, fps=2154 images/s, loss=0.3872, top1-acc=88.91%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:17.466164, cost_time=0:00:04.796356 2021-04-14 23:32:18,170 INFO : Epoch=0107 complete, best val top1-acc=89.20%, top5-acc=99.55% (epoch=104), remaining_time=2:02:37.476822, arrival_time=2021-04-15 01:34:55.647273, cost_time=2:21:05.053953 2021-04-14 23:32:18,171 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 23:32:22,115 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.88ms, fps=649 images/s, loss=0.0994, top1-acc=97.07%, top5-acc=99.88%, remaining_time=0:01:13.344264, arrival_time=2021-04-14 23:33:35.459439, cost_time=0:00:03.943235 2021-04-14 23:32:25,868 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0918, top1-acc=97.09%, top5-acc=99.92%, remaining_time=0:01:07.723920, arrival_time=2021-04-14 23:33:33.591798, cost_time=0:00:07.695900 2021-04-14 23:32:29,617 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0927, top1-acc=97.06%, top5-acc=99.91%, remaining_time=0:01:03.331822, arrival_time=2021-04-14 23:33:32.949246, cost_time=0:00:11.445523 2021-04-14 23:32:33,352 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0928, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:59.203872, arrival_time=2021-04-14 23:33:32.556266, cost_time=0:00:15.180489 2021-04-14 23:32:37,093 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.0932, top1-acc=96.87%, top5-acc=99.95%, remaining_time=0:00:55.250342, arrival_time=2021-04-14 23:33:32.343599, cost_time=0:00:18.921348 2021-04-14 23:32:40,837 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0914, top1-acc=96.92%, top5-acc=99.95%, remaining_time=0:00:51.374544, arrival_time=2021-04-14 23:33:32.211658, cost_time=0:00:22.665210 2021-04-14 23:32:44,582 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0919, top1-acc=96.89%, top5-acc=99.96%, remaining_time=0:00:47.538540, arrival_time=2021-04-14 23:33:32.120727, cost_time=0:00:26.410278 2021-04-14 23:32:48,336 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.77ms, fps=682 images/s, loss=0.0933, top1-acc=96.88%, top5-acc=99.96%, remaining_time=0:00:43.737800, arrival_time=2021-04-14 23:33:32.073774, cost_time=0:00:30.164036 2021-04-14 23:32:52,085 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0914, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:39.942496, arrival_time=2021-04-14 23:33:32.027804, cost_time=0:00:33.913396 2021-04-14 23:32:55,845 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0915, top1-acc=96.94%, top5-acc=99.96%, remaining_time=0:00:36.166272, arrival_time=2021-04-14 23:33:32.011374, cost_time=0:00:37.673205 2021-04-14 23:32:59,583 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0916, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:32.376506, arrival_time=2021-04-14 23:33:31.960209, cost_time=0:00:41.411801 2021-04-14 23:33:03,323 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.81ms, fps=685 images/s, loss=0.0908, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:28.596292, arrival_time=2021-04-14 23:33:31.920188, cost_time=0:00:45.151999 2021-04-14 23:33:07,056 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.53ms, fps=686 images/s, loss=0.0890, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:24.818376, arrival_time=2021-04-14 23:33:31.875136, cost_time=0:00:48.884740 2021-04-14 23:33:10,803 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0884, top1-acc=97.07%, top5-acc=99.97%, remaining_time=0:00:21.052472, arrival_time=2021-04-14 23:33:31.855628, cost_time=0:00:52.631245 2021-04-14 23:33:14,539 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0888, top1-acc=97.04%, top5-acc=99.97%, remaining_time=0:00:17.286018, arrival_time=2021-04-14 23:33:31.825410, cost_time=0:00:56.367481 2021-04-14 23:33:18,281 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0897, top1-acc=97.02%, top5-acc=99.97%, remaining_time=0:00:13.524696, arrival_time=2021-04-14 23:33:31.806418, cost_time=0:01:00.109802 2021-04-14 23:33:22,020 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.0908, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:09.765054, arrival_time=2021-04-14 23:33:31.785327, cost_time=0:01:03.848366 2021-04-14 23:33:25,757 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0903, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:06.007616, arrival_time=2021-04-14 23:33:31.765106, cost_time=0:01:07.585669 2021-04-14 23:33:29,491 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0901, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:02.252196, arrival_time=2021-04-14 23:33:31.743670, cost_time=0:01:11.319495 2021-04-14 23:33:31,490 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.0907, top1-acc=96.97%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:31.490762, cost_time=0:01:13.318941 2021-04-14 23:33:32,846 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.22ms, fps=1891 images/s, loss=0.4183, top1-acc=87.85%, top5-acc=99.30%, remaining_time=0:00:04.061700, arrival_time=2021-04-14 23:33:36.908171, cost_time=0:00:01.353899 2021-04-14 23:33:34,030 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.79ms, fps=2163 images/s, loss=0.4168, top1-acc=88.16%, top5-acc=99.36%, remaining_time=0:00:02.537960, arrival_time=2021-04-14 23:33:36.568512, cost_time=0:00:02.537966 2021-04-14 23:33:35,213 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.41ms, fps=2164 images/s, loss=0.4375, top1-acc=87.73%, top5-acc=99.08%, remaining_time=0:00:01.240390, arrival_time=2021-04-14 23:33:36.454121, cost_time=0:00:03.721161 2021-04-14 23:33:36,288 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.31ms, fps=2159 images/s, loss=0.4426, top1-acc=87.72%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:36.288713, cost_time=0:00:04.796163 2021-04-14 23:33:37,533 INFO : Epoch=0108 complete, best val top1-acc=89.20%, top5-acc=99.55% (epoch=104), remaining_time=2:01:18.577516, arrival_time=2021-04-15 01:34:56.111135, cost_time=2:22:24.417120 2021-04-14 23:33:37,534 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 23:33:41,455 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=2.19ms, fps=653 images/s, loss=0.0768, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:01:12.916836, arrival_time=2021-04-14 23:34:54.372042, cost_time=0:00:03.920263 2021-04-14 23:33:45,200 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0862, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:01:07.455696, arrival_time=2021-04-14 23:34:52.656199, cost_time=0:00:07.665422 2021-04-14 23:33:48,951 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0874, top1-acc=97.20%, top5-acc=100.00%, remaining_time=0:01:03.171798, arrival_time=2021-04-14 23:34:52.123334, cost_time=0:00:11.416585 2021-04-14 23:33:52,694 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0822, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:59.121192, arrival_time=2021-04-14 23:34:51.815450, cost_time=0:00:15.159264 2021-04-14 23:33:56,446 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.0810, top1-acc=97.41%, top5-acc=100.00%, remaining_time=0:00:55.222456, arrival_time=2021-04-14 23:34:51.669235, cost_time=0:00:18.911797 2021-04-14 23:34:00,200 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.0828, top1-acc=97.26%, top5-acc=100.00%, remaining_time=0:00:51.374816, arrival_time=2021-04-14 23:34:51.575149, cost_time=0:00:22.665358 2021-04-14 23:34:03,953 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=2.49ms, fps=682 images/s, loss=0.0815, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:47.554038, arrival_time=2021-04-14 23:34:51.507886, cost_time=0:00:26.418899 2021-04-14 23:34:07,696 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0807, top1-acc=97.32%, top5-acc=100.00%, remaining_time=0:00:43.734320, arrival_time=2021-04-14 23:34:51.430861, cost_time=0:00:30.161587 2021-04-14 23:34:11,449 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.0824, top1-acc=97.25%, top5-acc=100.00%, remaining_time=0:00:39.943344, arrival_time=2021-04-14 23:34:51.392547, cost_time=0:00:33.914189 2021-04-14 23:34:15,184 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0825, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:36.143136, arrival_time=2021-04-14 23:34:51.327206, cost_time=0:00:37.649092 2021-04-14 23:34:18,935 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0834, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:32.367992, arrival_time=2021-04-14 23:34:51.303852, cost_time=0:00:41.400920 2021-04-14 23:34:22,679 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0840, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:28.591580, arrival_time=2021-04-14 23:34:51.271102, cost_time=0:00:45.144577 2021-04-14 23:34:26,423 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0852, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:24.820356, arrival_time=2021-04-14 23:34:51.243821, cost_time=0:00:48.888520 2021-04-14 23:34:30,170 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0857, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:21.053984, arrival_time=2021-04-14 23:34:51.223959, cost_time=0:00:52.635030 2021-04-14 23:34:33,922 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0862, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:17.292228, arrival_time=2021-04-14 23:34:51.214824, cost_time=0:00:56.387652 2021-04-14 23:34:37,666 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0866, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:13.529520, arrival_time=2021-04-14 23:34:51.195633, cost_time=0:01:00.131165 2021-04-14 23:34:41,418 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0871, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:09.770384, arrival_time=2021-04-14 23:34:51.188529, cost_time=0:01:03.883201 2021-04-14 23:34:45,160 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0875, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:06.011120, arrival_time=2021-04-14 23:34:51.171186, cost_time=0:01:07.625127 2021-04-14 23:34:48,903 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0872, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:02.253732, arrival_time=2021-04-14 23:34:51.156850, cost_time=0:01:11.368175 2021-04-14 23:34:50,903 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.60ms, fps=680 images/s, loss=0.0872, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:50.902946, cost_time=0:01:13.367989 2021-04-14 23:34:52,268 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.31ms, fps=1878 images/s, loss=0.3710, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:04.089810, arrival_time=2021-04-14 23:34:56.358099, cost_time=0:00:01.363273 2021-04-14 23:34:53,452 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.61ms, fps=2163 images/s, loss=0.3383, top1-acc=89.73%, top5-acc=99.59%, remaining_time=0:00:02.546900, arrival_time=2021-04-14 23:34:55.998939, cost_time=0:00:02.546904 2021-04-14 23:34:54,636 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.55ms, fps=2163 images/s, loss=0.3423, top1-acc=89.65%, top5-acc=99.56%, remaining_time=0:00:01.243640, arrival_time=2021-04-14 23:34:55.879596, cost_time=0:00:03.730920 2021-04-14 23:34:55,711 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.45ms, fps=2158 images/s, loss=0.3537, top1-acc=89.47%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:55.711269, cost_time=0:00:04.806281 2021-04-14 23:34:57,071 INFO : Epoch=0109 complete, best val top1-acc=89.47%, top5-acc=99.55% (epoch=109), remaining_time=1:59:59.815805, arrival_time=2021-04-15 01:34:56.887570, cost_time=2:23:43.955224 2021-04-14 23:34:57,073 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 23:35:01,014 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=3.10ms, fps=650 images/s, loss=0.0958, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:01:13.281210, arrival_time=2021-04-14 23:36:14.295145, cost_time=0:00:03.939849 2021-04-14 23:35:04,751 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0936, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:01:07.564288, arrival_time=2021-04-14 23:36:12.316093, cost_time=0:00:07.677752 2021-04-14 23:35:08,502 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.0878, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:01:03.236206, arrival_time=2021-04-14 23:36:11.738508, cost_time=0:00:11.428241 2021-04-14 23:35:12,247 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0933, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:59.175168, arrival_time=2021-04-14 23:36:11.422280, cost_time=0:00:15.173125 2021-04-14 23:35:15,993 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.83ms, fps=683 images/s, loss=0.0922, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:55.244648, arrival_time=2021-04-14 23:36:11.238100, cost_time=0:00:18.919395 2021-04-14 23:35:19,733 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.82ms, fps=685 images/s, loss=0.0887, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:51.361760, arrival_time=2021-04-14 23:36:11.095428, cost_time=0:00:22.659610 2021-04-14 23:35:23,467 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0886, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:47.508930, arrival_time=2021-04-14 23:36:10.976748, cost_time=0:00:26.393852 2021-04-14 23:35:27,213 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.82ms, fps=684 images/s, loss=0.0878, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:43.701956, arrival_time=2021-04-14 23:36:10.915311, cost_time=0:00:30.139271 2021-04-14 23:35:30,970 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.0870, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:39.922250, arrival_time=2021-04-14 23:36:10.892671, cost_time=0:00:33.896228 2021-04-14 23:35:34,723 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0865, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:36.143232, arrival_time=2021-04-14 23:36:10.866488, cost_time=0:00:37.649207 2021-04-14 23:35:38,461 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0868, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:32.356984, arrival_time=2021-04-14 23:36:10.817897, cost_time=0:00:41.386851 2021-04-14 23:35:42,209 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0871, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:28.585652, arrival_time=2021-04-14 23:36:10.794994, cost_time=0:00:45.135288 2021-04-14 23:35:45,943 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0881, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:24.810720, arrival_time=2021-04-14 23:36:10.754244, cost_time=0:00:48.869548 2021-04-14 23:35:49,677 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.63ms, fps=686 images/s, loss=0.0890, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:21.041328, arrival_time=2021-04-14 23:36:10.718625, cost_time=0:00:52.603330 2021-04-14 23:35:53,428 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0885, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:17.282154, arrival_time=2021-04-14 23:36:10.711057, cost_time=0:00:56.354848 2021-04-14 23:35:57,178 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0883, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:13.523436, arrival_time=2021-04-14 23:36:10.701634, cost_time=0:01:00.104139 2021-04-14 23:36:00,920 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0892, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:09.764794, arrival_time=2021-04-14 23:36:10.685644, cost_time=0:01:03.846788 2021-04-14 23:36:04,661 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0897, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:06.007728, arrival_time=2021-04-14 23:36:10.668754, cost_time=0:01:07.586856 2021-04-14 23:36:08,396 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0898, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:02.252292, arrival_time=2021-04-14 23:36:10.648809, cost_time=0:01:11.322531 2021-04-14 23:36:10,393 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.22ms, fps=681 images/s, loss=0.0903, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:10.393776, cost_time=0:01:13.319769 2021-04-14 23:36:11,702 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.52ms, fps=1960 images/s, loss=0.3804, top1-acc=88.83%, top5-acc=99.61%, remaining_time=0:00:03.917610, arrival_time=2021-04-14 23:36:15.620261, cost_time=0:00:01.305874 2021-04-14 23:36:12,887 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.39ms, fps=2162 images/s, loss=0.3895, top1-acc=89.02%, top5-acc=99.39%, remaining_time=0:00:02.490500, arrival_time=2021-04-14 23:36:15.377694, cost_time=0:00:02.490501 2021-04-14 23:36:14,072 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.45ms, fps=2161 images/s, loss=0.3936, top1-acc=88.78%, top5-acc=99.43%, remaining_time=0:00:01.225220, arrival_time=2021-04-14 23:36:15.297598, cost_time=0:00:03.675654 2021-04-14 23:36:15,150 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.09ms, fps=2153 images/s, loss=0.4040, top1-acc=88.66%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:15.150338, cost_time=0:00:04.753676 2021-04-14 23:36:15,928 INFO : Epoch=0110 complete, best val top1-acc=89.47%, top5-acc=99.55% (epoch=109), remaining_time=1:58:40.482840, arrival_time=2021-04-15 01:34:56.411748, cost_time=2:25:02.812384 2021-04-14 23:36:15,930 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 23:36:19,848 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.03ms, fps=654 images/s, loss=0.0809, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:01:12.851550, arrival_time=2021-04-14 23:37:32.699457, cost_time=0:00:03.916750 2021-04-14 23:36:23,594 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.0771, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:01:07.435104, arrival_time=2021-04-14 23:37:31.029326, cost_time=0:00:07.663086 2021-04-14 23:36:27,340 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0735, top1-acc=97.37%, top5-acc=100.00%, remaining_time=0:01:03.131792, arrival_time=2021-04-14 23:37:30.472280, cost_time=0:00:11.409347 2021-04-14 23:36:31,089 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0760, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:59.119008, arrival_time=2021-04-14 23:37:30.208876, cost_time=0:00:15.158730 2021-04-14 23:36:34,839 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0766, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:55.212674, arrival_time=2021-04-14 23:37:30.052269, cost_time=0:00:18.908462 2021-04-14 23:36:38,587 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0745, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:51.353736, arrival_time=2021-04-14 23:37:29.941004, cost_time=0:00:22.656044 2021-04-14 23:36:42,324 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0753, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:47.508300, arrival_time=2021-04-14 23:37:29.832882, cost_time=0:00:26.393525 2021-04-14 23:36:46,065 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0761, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:43.695228, arrival_time=2021-04-14 23:37:29.760916, cost_time=0:00:30.134648 2021-04-14 23:36:49,809 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=4.66ms, fps=684 images/s, loss=0.0760, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:39.900520, arrival_time=2021-04-14 23:37:29.709478, cost_time=0:00:33.877821 2021-04-14 23:36:53,545 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0756, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:36.109344, arrival_time=2021-04-14 23:37:29.654413, cost_time=0:00:37.613937 2021-04-14 23:36:57,285 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0762, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:32.331528, arrival_time=2021-04-14 23:37:29.616958, cost_time=0:00:41.354304 2021-04-14 23:37:01,031 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0768, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:28.563612, arrival_time=2021-04-14 23:37:29.595357, cost_time=0:00:45.100495 2021-04-14 23:37:04,774 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0778, top1-acc=97.33%, top5-acc=100.00%, remaining_time=0:00:24.797388, arrival_time=2021-04-14 23:37:29.571912, cost_time=0:00:48.843394 2021-04-14 23:37:08,512 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0773, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:21.032648, arrival_time=2021-04-14 23:37:29.545424, cost_time=0:00:52.581653 2021-04-14 23:37:12,250 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0777, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:17.271206, arrival_time=2021-04-14 23:37:29.521476, cost_time=0:00:56.319221 2021-04-14 23:37:16,002 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.0777, top1-acc=97.37%, top5-acc=100.00%, remaining_time=0:00:13.516128, arrival_time=2021-04-14 23:37:29.518895, cost_time=0:01:00.071634 2021-04-14 23:37:19,747 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.0775, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:09.760166, arrival_time=2021-04-14 23:37:29.507822, cost_time=0:01:03.816493 2021-04-14 23:37:23,491 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0783, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:06.005312, arrival_time=2021-04-14 23:37:29.496257, cost_time=0:01:07.559813 2021-04-14 23:37:27,237 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.0797, top1-acc=97.28%, top5-acc=100.00%, remaining_time=0:00:02.251788, arrival_time=2021-04-14 23:37:29.489477, cost_time=0:01:11.306532 2021-04-14 23:37:29,237 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.26ms, fps=680 images/s, loss=0.0800, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:29.237450, cost_time=0:01:13.306408 2021-04-14 23:37:30,571 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=2.03ms, fps=1922 images/s, loss=0.5244, top1-acc=85.94%, top5-acc=99.41%, remaining_time=0:00:03.996570, arrival_time=2021-04-14 23:37:34.568262, cost_time=0:00:01.332193 2021-04-14 23:37:31,753 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.34ms, fps=2168 images/s, loss=0.5289, top1-acc=85.76%, top5-acc=99.34%, remaining_time=0:00:02.514160, arrival_time=2021-04-14 23:37:34.267625, cost_time=0:00:02.514154 2021-04-14 23:37:32,934 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.36ms, fps=2168 images/s, loss=0.5155, top1-acc=86.29%, top5-acc=99.28%, remaining_time=0:00:01.231720, arrival_time=2021-04-14 23:37:34.166178, cost_time=0:00:03.695149 2021-04-14 23:37:34,011 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=1.40ms, fps=2156 images/s, loss=0.5092, top1-acc=86.20%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:34.011085, cost_time=0:00:04.771803 2021-04-14 23:37:34,705 INFO : Epoch=0111 complete, best val top1-acc=89.47%, top5-acc=99.55% (epoch=109), remaining_time=1:57:21.094202, arrival_time=2021-04-15 01:34:55.800087, cost_time=2:26:21.589387 2021-04-14 23:37:34,707 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 23:37:38,599 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.53ms, fps=658 images/s, loss=0.0834, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:01:12.401058, arrival_time=2021-04-14 23:38:51.000912, cost_time=0:00:03.892534 2021-04-14 23:37:42,337 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0779, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:01:07.148224, arrival_time=2021-04-14 23:38:49.485934, cost_time=0:00:07.630489 2021-04-14 23:37:46,088 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0795, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:01:02.976250, arrival_time=2021-04-14 23:38:49.064826, cost_time=0:00:11.381237 2021-04-14 23:37:49,830 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0759, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:58.981104, arrival_time=2021-04-14 23:38:48.811935, cost_time=0:00:15.123376 2021-04-14 23:37:53,565 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.53ms, fps=686 images/s, loss=0.0765, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:55.067258, arrival_time=2021-04-14 23:38:48.633127, cost_time=0:00:18.858627 2021-04-14 23:37:57,300 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0761, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:51.210528, arrival_time=2021-04-14 23:38:48.510750, cost_time=0:00:22.592910 2021-04-14 23:38:01,045 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0753, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:47.407752, arrival_time=2021-04-14 23:38:48.452734, cost_time=0:00:26.337668 2021-04-14 23:38:04,780 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0755, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:43.606720, arrival_time=2021-04-14 23:38:48.387563, cost_time=0:00:30.073610 2021-04-14 23:38:08,526 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0749, top1-acc=97.47%, top5-acc=100.00%, remaining_time=0:00:39.830984, arrival_time=2021-04-14 23:38:48.357128, cost_time=0:00:33.818752 2021-04-14 23:38:12,287 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=4.97ms, fps=681 images/s, loss=0.0743, top1-acc=97.49%, top5-acc=100.00%, remaining_time=0:00:36.077184, arrival_time=2021-04-14 23:38:48.364969, cost_time=0:00:37.580430 2021-04-14 23:38:16,024 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.0752, top1-acc=97.47%, top5-acc=100.00%, remaining_time=0:00:32.302374, arrival_time=2021-04-14 23:38:48.326745, cost_time=0:00:41.316978 2021-04-14 23:38:19,765 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0741, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:28.536936, arrival_time=2021-04-14 23:38:48.302598, cost_time=0:00:45.058349 2021-04-14 23:38:23,496 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.67ms, fps=686 images/s, loss=0.0738, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:24.769932, arrival_time=2021-04-14 23:38:48.266478, cost_time=0:00:48.789305 2021-04-14 23:38:27,230 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0756, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:21.009128, arrival_time=2021-04-14 23:38:48.239350, cost_time=0:00:52.522837 2021-04-14 23:38:30,961 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0754, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:17.251334, arrival_time=2021-04-14 23:38:48.212926, cost_time=0:00:56.254360 2021-04-14 23:38:34,701 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.13ms, fps=685 images/s, loss=0.0753, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:13.498668, arrival_time=2021-04-14 23:38:48.200031, cost_time=0:00:59.994131 2021-04-14 23:38:38,439 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.92ms, fps=685 images/s, loss=0.0755, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:09.747296, arrival_time=2021-04-14 23:38:48.186953, cost_time=0:01:03.732340 2021-04-14 23:38:42,176 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0759, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:05.997296, arrival_time=2021-04-14 23:38:48.174198, cost_time=0:01:07.469656 2021-04-14 23:38:45,916 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0764, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:02.248704, arrival_time=2021-04-14 23:38:48.164893, cost_time=0:01:11.208960 2021-04-14 23:38:47,909 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.0771, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:47.909127, cost_time=0:01:13.201900 2021-04-14 23:38:49,206 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.37ms, fps=1976 images/s, loss=0.4048, top1-acc=88.83%, top5-acc=99.45%, remaining_time=0:00:03.886200, arrival_time=2021-04-14 23:38:53.092548, cost_time=0:00:01.295402 2021-04-14 23:38:50,390 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.35ms, fps=2163 images/s, loss=0.4175, top1-acc=88.57%, top5-acc=99.49%, remaining_time=0:00:02.479040, arrival_time=2021-04-14 23:38:52.869028, cost_time=0:00:02.479034 2021-04-14 23:38:51,572 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.50ms, fps=2165 images/s, loss=0.4235, top1-acc=88.53%, top5-acc=99.40%, remaining_time=0:00:01.220660, arrival_time=2021-04-14 23:38:52.793575, cost_time=0:00:03.661972 2021-04-14 23:38:52,650 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=1.36ms, fps=2153 images/s, loss=0.4231, top1-acc=88.31%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:52.650743, cost_time=0:00:04.739820 2021-04-14 23:38:53,411 INFO : Epoch=0112 complete, best val top1-acc=89.47%, top5-acc=99.55% (epoch=109), remaining_time=1:56:01.660728, arrival_time=2021-04-15 01:34:55.072634, cost_time=2:27:40.295420 2021-04-14 23:38:53,413 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 23:38:57,332 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.51ms, fps=653 images/s, loss=0.0651, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:01:12.888564, arrival_time=2021-04-14 23:40:10.220558, cost_time=0:00:03.918738 2021-04-14 23:39:01,072 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0782, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:01:07.402192, arrival_time=2021-04-14 23:40:08.474922, cost_time=0:00:07.659331 2021-04-14 23:39:04,808 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.0813, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:01:03.055764, arrival_time=2021-04-14 23:40:07.864549, cost_time=0:00:11.395606 2021-04-14 23:39:08,561 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.0809, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:59.079384, arrival_time=2021-04-14 23:40:07.641214, cost_time=0:00:15.148568 2021-04-14 23:39:12,301 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0803, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:55.152230, arrival_time=2021-04-14 23:40:07.453264, cost_time=0:00:18.887773 2021-04-14 23:39:16,046 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0814, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:51.302056, arrival_time=2021-04-14 23:40:07.348469, cost_time=0:00:22.633245 2021-04-14 23:39:19,804 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.0823, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:47.504142, arrival_time=2021-04-14 23:40:07.308555, cost_time=0:00:26.391163 2021-04-14 23:39:23,546 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0815, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:43.693140, arrival_time=2021-04-14 23:40:07.239518, cost_time=0:00:30.133209 2021-04-14 23:39:27,283 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0802, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:39.891510, arrival_time=2021-04-14 23:40:07.174830, cost_time=0:00:33.870120 2021-04-14 23:39:31,024 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0811, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:36.106560, arrival_time=2021-04-14 23:40:07.130783, cost_time=0:00:37.610975 2021-04-14 23:39:34,757 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.33ms, fps=686 images/s, loss=0.0814, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:32.324046, arrival_time=2021-04-14 23:40:07.081931, cost_time=0:00:41.344712 2021-04-14 23:39:38,490 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0819, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:28.548944, arrival_time=2021-04-14 23:40:07.039425, cost_time=0:00:45.077320 2021-04-14 23:39:42,227 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0825, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:24.782736, arrival_time=2021-04-14 23:40:07.010375, cost_time=0:00:48.814475 2021-04-14 23:39:45,966 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0828, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:21.021280, arrival_time=2021-04-14 23:40:06.987705, cost_time=0:00:52.553265 2021-04-14 23:39:49,708 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0825, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:17.263800, arrival_time=2021-04-14 23:40:06.972079, cost_time=0:00:56.294929 2021-04-14 23:39:53,440 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0831, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:13.506084, arrival_time=2021-04-14 23:40:06.946391, cost_time=0:01:00.027021 2021-04-14 23:39:57,180 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0827, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:09.752548, arrival_time=2021-04-14 23:40:06.932493, cost_time=0:01:03.766699 2021-04-14 23:40:00,926 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0835, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:06.001200, arrival_time=2021-04-14 23:40:06.928028, cost_time=0:01:07.513502 2021-04-14 23:40:04,677 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0837, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:02.250438, arrival_time=2021-04-14 23:40:06.927675, cost_time=0:01:11.263919 2021-04-14 23:40:06,676 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.91ms, fps=680 images/s, loss=0.0842, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:06.676441, cost_time=0:01:13.263272 2021-04-14 23:40:08,022 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.23ms, fps=1905 images/s, loss=0.4045, top1-acc=87.97%, top5-acc=99.49%, remaining_time=0:00:04.032000, arrival_time=2021-04-14 23:40:12.054474, cost_time=0:00:01.344004 2021-04-14 23:40:09,205 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.25ms, fps=2166 images/s, loss=0.3976, top1-acc=88.18%, top5-acc=99.55%, remaining_time=0:00:02.526520, arrival_time=2021-04-14 23:40:11.731512, cost_time=0:00:02.526519 2021-04-14 23:40:10,388 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.33ms, fps=2165 images/s, loss=0.3930, top1-acc=88.36%, top5-acc=99.62%, remaining_time=0:00:01.236570, arrival_time=2021-04-14 23:40:11.624675, cost_time=0:00:03.709712 2021-04-14 23:40:11,462 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=2160 images/s, loss=0.3797, top1-acc=88.45%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:11.462601, cost_time=0:00:04.784248 2021-04-14 23:40:12,162 INFO : Epoch=0113 complete, best val top1-acc=89.47%, top5-acc=99.55% (epoch=109), remaining_time=1:54:42.274113, arrival_time=2021-04-15 01:34:54.436262, cost_time=2:28:59.045654 2021-04-14 23:40:12,163 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 23:40:16,098 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.39ms, fps=651 images/s, loss=0.0848, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:01:13.186350, arrival_time=2021-04-14 23:41:29.284733, cost_time=0:00:03.934749 2021-04-14 23:40:19,841 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.0819, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:01:07.568512, arrival_time=2021-04-14 23:41:27.410385, cost_time=0:00:07.678243 2021-04-14 23:40:23,577 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0816, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:01:03.155032, arrival_time=2021-04-14 23:41:26.732338, cost_time=0:00:11.413570 2021-04-14 23:40:27,327 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.0822, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:59.139288, arrival_time=2021-04-14 23:41:26.466751, cost_time=0:00:15.163908 2021-04-14 23:40:31,067 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0828, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:55.198512, arrival_time=2021-04-14 23:41:26.265671, cost_time=0:00:18.903615 2021-04-14 23:40:34,800 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0804, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:51.309264, arrival_time=2021-04-14 23:41:26.109280, cost_time=0:00:22.636468 2021-04-14 23:40:38,536 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0788, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:47.470500, arrival_time=2021-04-14 23:41:26.006646, cost_time=0:00:26.372513 2021-04-14 23:40:42,274 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0766, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:43.661008, arrival_time=2021-04-14 23:41:25.935638, cost_time=0:00:30.111076 2021-04-14 23:40:46,020 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0762, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:39.875716, arrival_time=2021-04-14 23:41:25.896035, cost_time=0:00:33.856776 2021-04-14 23:40:49,762 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0764, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:36.095136, arrival_time=2021-04-14 23:41:25.857780, cost_time=0:00:37.599104 2021-04-14 23:40:53,511 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=6.08ms, fps=683 images/s, loss=0.0760, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:32.326196, arrival_time=2021-04-14 23:41:25.837238, cost_time=0:00:41.347493 2021-04-14 23:40:57,249 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0758, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:28.554112, arrival_time=2021-04-14 23:41:25.803204, cost_time=0:00:45.085457 2021-04-14 23:41:00,991 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0762, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:24.789600, arrival_time=2021-04-14 23:41:25.781350, cost_time=0:00:48.828041 2021-04-14 23:41:04,738 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0757, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:21.029960, arrival_time=2021-04-14 23:41:25.768481, cost_time=0:00:52.574883 2021-04-14 23:41:08,469 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0765, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:17.267296, arrival_time=2021-04-14 23:41:25.737219, cost_time=0:00:56.306377 2021-04-14 23:41:12,213 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0767, top1-acc=97.44%, top5-acc=99.98%, remaining_time=0:00:13.511232, arrival_time=2021-04-14 23:41:25.724747, cost_time=0:01:00.049882 2021-04-14 23:41:15,960 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0770, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:09.757150, arrival_time=2021-04-14 23:41:25.717478, cost_time=0:01:03.796774 2021-04-14 23:41:19,709 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.0767, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:06.004080, arrival_time=2021-04-14 23:41:25.713803, cost_time=0:01:07.545818 2021-04-14 23:41:23,469 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.0765, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:02.251752, arrival_time=2021-04-14 23:41:25.720849, cost_time=0:01:11.305472 2021-04-14 23:41:25,471 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.25ms, fps=679 images/s, loss=0.0768, top1-acc=97.39%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:25.471729, cost_time=0:01:13.308090 2021-04-14 23:41:26,831 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.23ms, fps=1886 images/s, loss=0.3977, top1-acc=89.37%, top5-acc=99.57%, remaining_time=0:00:04.072920, arrival_time=2021-04-14 23:41:30.904620, cost_time=0:00:01.357637 2021-04-14 23:41:28,015 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.39ms, fps=2163 images/s, loss=0.3878, top1-acc=89.57%, top5-acc=99.59%, remaining_time=0:00:02.541500, arrival_time=2021-04-14 23:41:30.556979, cost_time=0:00:02.541494 2021-04-14 23:41:29,200 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.43ms, fps=2162 images/s, loss=0.3914, top1-acc=89.47%, top5-acc=99.64%, remaining_time=0:00:01.241990, arrival_time=2021-04-14 23:41:30.442036, cost_time=0:00:03.725958 2021-04-14 23:41:30,277 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.08ms, fps=2154 images/s, loss=0.3913, top1-acc=89.63%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:30.277443, cost_time=0:00:04.803486 2021-04-14 23:41:31,699 INFO : Epoch=0114 complete, best val top1-acc=89.63%, top5-acc=99.62% (epoch=114), remaining_time=1:53:23.492078, arrival_time=2021-04-15 01:34:55.191150, cost_time=2:30:18.582562 2021-04-14 23:41:31,700 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 23:41:35,621 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.41ms, fps=653 images/s, loss=0.0820, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:01:12.933576, arrival_time=2021-04-14 23:42:48.555318, cost_time=0:00:03.921161 2021-04-14 23:41:39,372 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0824, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:01:07.515184, arrival_time=2021-04-14 23:42:46.887894, cost_time=0:00:07.672178 2021-04-14 23:41:43,109 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.75ms, fps=685 images/s, loss=0.0780, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:01:03.127476, arrival_time=2021-04-14 23:42:46.236624, cost_time=0:00:11.408589 2021-04-14 23:41:46,854 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0812, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:59.099352, arrival_time=2021-04-14 23:42:45.953566, cost_time=0:00:15.153682 2021-04-14 23:41:50,601 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0805, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:55.190044, arrival_time=2021-04-14 23:42:45.791273, cost_time=0:00:18.900691 2021-04-14 23:41:54,344 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.84ms, fps=684 images/s, loss=0.0777, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:51.325584, arrival_time=2021-04-14 23:42:45.669807, cost_time=0:00:22.643620 2021-04-14 23:41:58,090 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.0763, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:47.500866, arrival_time=2021-04-14 23:42:45.590777, cost_time=0:00:26.389346 2021-04-14 23:42:01,848 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=2.34ms, fps=681 images/s, loss=0.0759, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:43.713904, arrival_time=2021-04-14 23:42:45.561944, cost_time=0:00:30.147499 2021-04-14 23:42:05,601 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=0.0761, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:39.927232, arrival_time=2021-04-14 23:42:45.528273, cost_time=0:00:33.900506 2021-04-14 23:42:09,350 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.0748, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:36.143808, arrival_time=2021-04-14 23:42:45.494296, cost_time=0:00:37.649831 2021-04-14 23:42:13,093 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0752, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:32.361628, arrival_time=2021-04-14 23:42:45.454954, cost_time=0:00:41.392793 2021-04-14 23:42:16,835 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.23ms, fps=684 images/s, loss=0.0753, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:28.585196, arrival_time=2021-04-14 23:42:45.420190, cost_time=0:00:45.134464 2021-04-14 23:42:20,579 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0759, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:24.815142, arrival_time=2021-04-14 23:42:45.394152, cost_time=0:00:48.878371 2021-04-14 23:42:24,314 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0764, top1-acc=97.51%, top5-acc=99.98%, remaining_time=0:00:21.045696, arrival_time=2021-04-14 23:42:45.360570, cost_time=0:00:52.614307 2021-04-14 23:42:28,079 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=3.71ms, fps=680 images/s, loss=0.0761, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:17.289376, arrival_time=2021-04-14 23:42:45.368405, cost_time=0:00:56.378456 2021-04-14 23:42:31,817 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0776, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:13.526244, arrival_time=2021-04-14 23:42:45.343498, cost_time=0:01:00.116705 2021-04-14 23:42:35,548 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0775, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:09.765002, arrival_time=2021-04-14 23:42:45.313574, cost_time=0:01:03.848128 2021-04-14 23:42:39,290 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0778, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:06.007952, arrival_time=2021-04-14 23:42:45.298126, cost_time=0:01:07.589475 2021-04-14 23:42:43,039 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0783, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:02.252802, arrival_time=2021-04-14 23:42:45.292205, cost_time=0:01:11.338760 2021-04-14 23:42:45,041 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.28ms, fps=680 images/s, loss=0.0783, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:45.041249, cost_time=0:01:13.340792 2021-04-14 23:42:46,357 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.64ms, fps=1948 images/s, loss=0.4593, top1-acc=87.34%, top5-acc=99.73%, remaining_time=0:00:03.943260, arrival_time=2021-04-14 23:42:50.300822, cost_time=0:00:01.314417 2021-04-14 23:42:47,543 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.86ms, fps=2159 images/s, loss=0.4472, top1-acc=87.95%, top5-acc=99.49%, remaining_time=0:00:02.500560, arrival_time=2021-04-14 23:42:50.044352, cost_time=0:00:02.500555 2021-04-14 23:42:48,730 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.31ms, fps=2159 images/s, loss=0.4377, top1-acc=87.93%, top5-acc=99.56%, remaining_time=0:00:01.228910, arrival_time=2021-04-14 23:42:49.958860, cost_time=0:00:03.686733 2021-04-14 23:42:49,829 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.09ms, fps=2112 images/s, loss=0.4405, top1-acc=87.71%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:49.829050, cost_time=0:00:04.785841 2021-04-14 23:42:50,534 INFO : Epoch=0115 complete, best val top1-acc=89.63%, top5-acc=99.62% (epoch=114), remaining_time=1:52:04.178470, arrival_time=2021-04-15 01:34:54.712852, cost_time=2:31:37.417885 2021-04-14 23:42:50,535 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 23:42:54,460 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.45ms, fps=652 images/s, loss=0.0641, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:01:12.989934, arrival_time=2021-04-14 23:44:07.450064, cost_time=0:00:03.924189 2021-04-14 23:42:58,200 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0635, top1-acc=98.07%, top5-acc=99.96%, remaining_time=0:01:07.450768, arrival_time=2021-04-14 23:44:05.651565, cost_time=0:00:07.664859 2021-04-14 23:43:01,936 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=2.03ms, fps=685 images/s, loss=0.0649, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:01:03.082988, arrival_time=2021-04-14 23:44:05.019481, cost_time=0:00:11.400545 2021-04-14 23:43:05,674 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0683, top1-acc=97.88%, top5-acc=99.98%, remaining_time=0:00:59.038668, arrival_time=2021-04-14 23:44:04.712715, cost_time=0:00:15.138110 2021-04-14 23:43:09,409 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.25ms, fps=686 images/s, loss=0.0667, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:55.109306, arrival_time=2021-04-14 23:44:04.518368, cost_time=0:00:18.873050 2021-04-14 23:43:13,166 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.0665, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:51.297024, arrival_time=2021-04-14 23:44:04.463927, cost_time=0:00:22.631056 2021-04-14 23:43:16,902 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0676, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:47.459664, arrival_time=2021-04-14 23:44:04.362039, cost_time=0:00:26.366445 2021-04-14 23:43:20,631 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.51ms, fps=687 images/s, loss=0.0677, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:43.637924, arrival_time=2021-04-14 23:44:04.268914, cost_time=0:00:30.095129 2021-04-14 23:43:24,374 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0669, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:39.854092, arrival_time=2021-04-14 23:44:04.228328, cost_time=0:00:33.838390 2021-04-14 23:43:28,125 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0667, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:36.085920, arrival_time=2021-04-14 23:44:04.211389, cost_time=0:00:37.589529 2021-04-14 23:43:31,869 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0667, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:32.315446, arrival_time=2021-04-14 23:44:04.185096, cost_time=0:00:41.333716 2021-04-14 23:43:35,628 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.0672, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:28.558824, arrival_time=2021-04-14 23:44:04.187692, cost_time=0:00:45.092940 2021-04-14 23:43:39,384 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0685, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:24.800160, arrival_time=2021-04-14 23:44:04.184898, cost_time=0:00:48.848790 2021-04-14 23:43:43,140 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0679, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:21.041664, arrival_time=2021-04-14 23:44:04.181801, cost_time=0:00:52.604091 2021-04-14 23:43:46,909 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=2.09ms, fps=679 images/s, loss=0.0676, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:17.287812, arrival_time=2021-04-14 23:44:04.197083, cost_time=0:00:56.373298 2021-04-14 23:43:50,657 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0675, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:13.527360, arrival_time=2021-04-14 23:44:04.184957, cost_time=0:01:00.121600 2021-04-14 23:43:54,393 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0684, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:09.766406, arrival_time=2021-04-14 23:44:04.159635, cost_time=0:01:03.857299 2021-04-14 23:43:58,131 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.78ms, fps=685 images/s, loss=0.0686, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:06.008496, arrival_time=2021-04-14 23:44:04.140211, cost_time=0:01:07.595642 2021-04-14 23:44:01,878 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.26ms, fps=683 images/s, loss=0.0695, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:02.252910, arrival_time=2021-04-14 23:44:04.130925, cost_time=0:01:11.342077 2021-04-14 23:44:03,877 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.43ms, fps=680 images/s, loss=0.0703, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:03.877633, cost_time=0:01:13.341684 2021-04-14 23:44:05,175 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=1.97ms, fps=1976 images/s, loss=0.3868, top1-acc=89.37%, top5-acc=99.45%, remaining_time=0:00:03.886680, arrival_time=2021-04-14 23:44:09.061860, cost_time=0:00:01.295555 2021-04-14 23:44:06,355 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.37ms, fps=2170 images/s, loss=0.3728, top1-acc=89.59%, top5-acc=99.53%, remaining_time=0:00:02.475540, arrival_time=2021-04-14 23:44:08.830711, cost_time=0:00:02.475547 2021-04-14 23:44:07,534 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.46ms, fps=2172 images/s, loss=0.3716, top1-acc=89.73%, top5-acc=99.57%, remaining_time=0:00:01.218170, arrival_time=2021-04-14 23:44:08.752308, cost_time=0:00:03.654517 2021-04-14 23:44:08,612 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=1.26ms, fps=2153 images/s, loss=0.3594, top1-acc=89.76%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:08.612277, cost_time=0:00:04.732596 2021-04-14 23:44:09,970 INFO : Epoch=0116 complete, best val top1-acc=89.76%, top5-acc=99.57% (epoch=116), remaining_time=1:50:45.307704, arrival_time=2021-04-15 01:34:55.277703, cost_time=2:32:56.853490 2021-04-14 23:44:09,971 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 23:44:13,927 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.45ms, fps=647 images/s, loss=0.0777, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:01:13.590156, arrival_time=2021-04-14 23:45:27.518036, cost_time=0:00:03.956459 2021-04-14 23:44:17,679 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.0764, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:01:07.831632, arrival_time=2021-04-14 23:45:25.511213, cost_time=0:00:07.708148 2021-04-14 23:44:21,432 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=0.0728, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:01:03.417312, arrival_time=2021-04-14 23:45:24.849791, cost_time=0:00:11.460953 2021-04-14 23:44:25,181 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0697, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:59.320404, arrival_time=2021-04-14 23:45:24.502285, cost_time=0:00:15.210368 2021-04-14 23:44:28,921 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0672, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:55.333562, arrival_time=2021-04-14 23:45:24.254833, cost_time=0:00:18.949840 2021-04-14 23:44:32,670 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.0680, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:51.450024, arrival_time=2021-04-14 23:45:24.120122, cost_time=0:00:22.698526 2021-04-14 23:44:36,406 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0695, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:47.582892, arrival_time=2021-04-14 23:45:23.989282, cost_time=0:00:26.434961 2021-04-14 23:44:40,144 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0696, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:43.750444, arrival_time=2021-04-14 23:45:23.894755, cost_time=0:00:30.172741 2021-04-14 23:44:43,897 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.0704, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:39.957336, arrival_time=2021-04-14 23:45:23.854838, cost_time=0:00:33.926069 2021-04-14 23:44:47,639 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0704, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:36.161568, arrival_time=2021-04-14 23:45:23.801323, cost_time=0:00:37.668323 2021-04-14 23:44:51,375 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0716, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:32.370314, arrival_time=2021-04-14 23:45:23.745687, cost_time=0:00:41.403940 2021-04-14 23:44:55,116 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0723, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:28.591960, arrival_time=2021-04-14 23:45:23.708693, cost_time=0:00:45.145194 2021-04-14 23:44:58,856 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0721, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:24.818310, arrival_time=2021-04-14 23:45:23.674333, cost_time=0:00:48.884536 2021-04-14 23:45:02,596 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0724, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:21.050008, arrival_time=2021-04-14 23:45:23.646446, cost_time=0:00:52.625008 2021-04-14 23:45:06,352 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.0729, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:17.290204, arrival_time=2021-04-14 23:45:23.642747, cost_time=0:00:56.381036 2021-04-14 23:45:10,105 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0729, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:13.530204, arrival_time=2021-04-14 23:45:23.635786, cost_time=0:01:00.134227 2021-04-14 23:45:13,856 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0733, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:09.770670, arrival_time=2021-04-14 23:45:23.627251, cost_time=0:01:03.885069 2021-04-14 23:45:17,598 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=0.0734, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:06.011296, arrival_time=2021-04-14 23:45:23.609779, cost_time=0:01:07.627050 2021-04-14 23:45:21,335 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0735, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:02.253588, arrival_time=2021-04-14 23:45:23.588579, cost_time=0:01:11.363635 2021-04-14 23:45:23,335 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.24ms, fps=680 images/s, loss=0.0740, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:23.335690, cost_time=0:01:13.364234 2021-04-14 23:45:24,675 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.21ms, fps=1914 images/s, loss=0.3909, top1-acc=89.49%, top5-acc=99.26%, remaining_time=0:00:04.012560, arrival_time=2021-04-14 23:45:28.688094, cost_time=0:00:01.337523 2021-04-14 23:45:25,856 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.28ms, fps=2168 images/s, loss=0.4201, top1-acc=88.77%, top5-acc=99.12%, remaining_time=0:00:02.518860, arrival_time=2021-04-14 23:45:28.375685, cost_time=0:00:02.518861 2021-04-14 23:45:27,037 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.58ms, fps=2169 images/s, loss=0.4128, top1-acc=88.71%, top5-acc=99.23%, remaining_time=0:00:01.233220, arrival_time=2021-04-14 23:45:28.270876, cost_time=0:00:03.699656 2021-04-14 23:45:28,123 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.12ms, fps=2137 images/s, loss=0.4191, top1-acc=88.75%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:28.123638, cost_time=0:00:04.785635 2021-04-14 23:45:28,837 INFO : Epoch=0117 complete, best val top1-acc=89.76%, top5-acc=99.57% (epoch=116), remaining_time=1:49:26.024258, arrival_time=2021-04-15 01:34:54.861758, cost_time=2:34:15.720975 2021-04-14 23:45:28,839 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 23:45:32,750 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.38ms, fps=655 images/s, loss=0.0769, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:01:12.740880, arrival_time=2021-04-14 23:46:45.491265, cost_time=0:00:03.910797 2021-04-14 23:45:36,487 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0785, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:01:07.297296, arrival_time=2021-04-14 23:46:43.784330, cost_time=0:00:07.647428 2021-04-14 23:45:40,230 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0746, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:01:03.030366, arrival_time=2021-04-14 23:46:43.261008, cost_time=0:00:11.391042 2021-04-14 23:45:43,968 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0734, top1-acc=97.49%, top5-acc=100.00%, remaining_time=0:00:59.003412, arrival_time=2021-04-14 23:46:42.972112, cost_time=0:00:15.129096 2021-04-14 23:45:47,717 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0721, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:55.121570, arrival_time=2021-04-14 23:46:42.838448, cost_time=0:00:18.877230 2021-04-14 23:45:51,460 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.00ms, fps=684 images/s, loss=0.0709, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:51.273904, arrival_time=2021-04-14 23:46:42.734513, cost_time=0:00:22.620867 2021-04-14 23:45:55,206 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0712, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:47.460294, arrival_time=2021-04-14 23:46:42.666658, cost_time=0:00:26.366845 2021-04-14 23:45:58,939 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.65ms, fps=686 images/s, loss=0.0705, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:43.645000, arrival_time=2021-04-14 23:46:42.584501, cost_time=0:00:30.099990 2021-04-14 23:46:02,678 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.79ms, fps=685 images/s, loss=0.0699, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:39.855152, arrival_time=2021-04-14 23:46:42.533979, cost_time=0:00:33.839314 2021-04-14 23:46:06,414 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.90ms, fps=685 images/s, loss=0.0687, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:36.071328, arrival_time=2021-04-14 23:46:42.485255, cost_time=0:00:37.574323 2021-04-14 23:46:10,174 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.0681, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:32.316392, arrival_time=2021-04-14 23:46:42.490916, cost_time=0:00:41.334921 2021-04-14 23:46:13,921 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.0690, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:28.551756, arrival_time=2021-04-14 23:46:42.473130, cost_time=0:00:45.081676 2021-04-14 23:46:17,679 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.0692, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:24.795738, arrival_time=2021-04-14 23:46:42.475508, cost_time=0:00:48.840147 2021-04-14 23:46:21,422 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.0702, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:21.033264, arrival_time=2021-04-14 23:46:42.456018, cost_time=0:00:52.583152 2021-04-14 23:46:25,164 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0708, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:17.272908, arrival_time=2021-04-14 23:46:42.437180, cost_time=0:00:56.324753 2021-04-14 23:46:28,911 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0715, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:13.516056, arrival_time=2021-04-14 23:46:42.427091, cost_time=0:01:00.071435 2021-04-14 23:46:32,655 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0728, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:09.760114, arrival_time=2021-04-14 23:46:42.415903, cost_time=0:01:03.816180 2021-04-14 23:46:36,399 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0733, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:06.005296, arrival_time=2021-04-14 23:46:42.404640, cost_time=0:01:07.559643 2021-04-14 23:46:40,137 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.94ms, fps=685 images/s, loss=0.0742, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:02.251506, arrival_time=2021-04-14 23:46:42.388634, cost_time=0:01:11.297609 2021-04-14 23:46:42,140 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.23ms, fps=679 images/s, loss=0.0743, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:42.140355, cost_time=0:01:13.300857 2021-04-14 23:46:43,454 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.24ms, fps=1951 images/s, loss=0.3321, top1-acc=90.70%, top5-acc=99.61%, remaining_time=0:00:03.935400, arrival_time=2021-04-14 23:46:47.389452, cost_time=0:00:01.311795 2021-04-14 23:46:44,635 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.40ms, fps=2167 images/s, loss=0.3629, top1-acc=89.92%, top5-acc=99.55%, remaining_time=0:00:02.493580, arrival_time=2021-04-14 23:46:47.129383, cost_time=0:00:02.493580 2021-04-14 23:46:45,820 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.46ms, fps=2162 images/s, loss=0.3483, top1-acc=90.14%, top5-acc=99.57%, remaining_time=0:00:01.226130, arrival_time=2021-04-14 23:46:47.046707, cost_time=0:00:03.678397 2021-04-14 23:46:46,899 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=1.17ms, fps=2150 images/s, loss=0.3435, top1-acc=90.23%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:46.899774, cost_time=0:00:04.757646 2021-04-14 23:46:48,323 INFO : Epoch=0118 complete, best val top1-acc=90.23%, top5-acc=99.57% (epoch=118), remaining_time=1:48:07.178014, arrival_time=2021-04-15 01:34:55.501863, cost_time=2:35:35.207341 2021-04-14 23:46:48,325 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 23:46:52,248 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.96ms, fps=652 images/s, loss=0.0686, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:01:12.977100, arrival_time=2021-04-14 23:48:05.225959, cost_time=0:00:03.923499 2021-04-14 23:46:55,985 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0716, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:01:07.404480, arrival_time=2021-04-14 23:48:03.389528, cost_time=0:00:07.659602 2021-04-14 23:46:59,736 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0687, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:01:03.141088, arrival_time=2021-04-14 23:48:02.877521, cost_time=0:00:11.411036 2021-04-14 23:47:03,489 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0698, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:59.139132, arrival_time=2021-04-14 23:48:02.628351, cost_time=0:00:15.163890 2021-04-14 23:47:07,239 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0710, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:55.229464, arrival_time=2021-04-14 23:48:02.468984, cost_time=0:00:18.914193 2021-04-14 23:47:10,991 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0702, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:51.375496, arrival_time=2021-04-14 23:48:02.366505, cost_time=0:00:22.665664 2021-04-14 23:47:14,728 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0702, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:47.525940, arrival_time=2021-04-14 23:48:02.254652, cost_time=0:00:26.403334 2021-04-14 23:47:18,474 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0700, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:43.715528, arrival_time=2021-04-14 23:48:02.189564, cost_time=0:00:30.148636 2021-04-14 23:47:22,219 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0697, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:39.920236, arrival_time=2021-04-14 23:48:02.140113, cost_time=0:00:33.894546 2021-04-14 23:47:25,969 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0702, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:36.138336, arrival_time=2021-04-14 23:48:02.107744, cost_time=0:00:37.644071 2021-04-14 23:47:29,722 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0695, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:32.365326, arrival_time=2021-04-14 23:48:02.088127, cost_time=0:00:41.397472 2021-04-14 23:47:33,474 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0690, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:28.594392, arrival_time=2021-04-14 23:48:02.068892, cost_time=0:00:45.149041 2021-04-14 23:47:37,221 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0695, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:24.823986, arrival_time=2021-04-14 23:48:02.045013, cost_time=0:00:48.895778 2021-04-14 23:47:40,965 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0696, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:21.055944, arrival_time=2021-04-14 23:48:02.021161, cost_time=0:00:52.639886 2021-04-14 23:47:44,712 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0695, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:17.292182, arrival_time=2021-04-14 23:48:02.005052, cost_time=0:00:56.387538 2021-04-14 23:47:48,447 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0693, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:13.527432, arrival_time=2021-04-14 23:48:01.974737, cost_time=0:01:00.121975 2021-04-14 23:47:52,200 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0704, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:09.769110, arrival_time=2021-04-14 23:48:01.969438, cost_time=0:01:03.875000 2021-04-14 23:47:55,961 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.0704, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:06.012064, arrival_time=2021-04-14 23:48:01.973072, cost_time=0:01:07.635675 2021-04-14 23:47:59,703 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=2.10ms, fps=684 images/s, loss=0.0711, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:02.254032, arrival_time=2021-04-14 23:48:01.957165, cost_time=0:01:11.377726 2021-04-14 23:48:01,705 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.29ms, fps=680 images/s, loss=0.0710, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:01.705157, cost_time=0:01:13.379896 2021-04-14 23:48:03,013 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=3.42ms, fps=1960 images/s, loss=0.3332, top1-acc=90.35%, top5-acc=99.61%, remaining_time=0:00:03.919320, arrival_time=2021-04-14 23:48:06.933036, cost_time=0:00:01.306437 2021-04-14 23:48:04,198 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.31ms, fps=2162 images/s, loss=0.3691, top1-acc=89.51%, top5-acc=99.59%, remaining_time=0:00:02.491200, arrival_time=2021-04-14 23:48:06.689617, cost_time=0:00:02.491209 2021-04-14 23:48:05,383 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.50ms, fps=2161 images/s, loss=0.3572, top1-acc=89.74%, top5-acc=99.53%, remaining_time=0:00:01.225470, arrival_time=2021-04-14 23:48:06.609079, cost_time=0:00:03.676417 2021-04-14 23:48:06,459 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=1.19ms, fps=2157 images/s, loss=0.3690, top1-acc=89.71%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:06.459682, cost_time=0:00:04.752517 2021-04-14 23:48:07,375 INFO : Epoch=0119 complete, best val top1-acc=90.23%, top5-acc=99.57% (epoch=118), remaining_time=1:46:48.024858, arrival_time=2021-04-15 01:34:55.400152, cost_time=2:36:54.258792 2021-04-14 23:48:07,376 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 23:48:11,364 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.43ms, fps=642 images/s, loss=0.0674, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:01:14.165268, arrival_time=2021-04-14 23:49:25.529594, cost_time=0:00:03.987375 2021-04-14 23:48:15,114 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0771, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:01:08.091584, arrival_time=2021-04-14 23:49:23.206246, cost_time=0:00:07.737674 2021-04-14 23:48:18,855 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.0762, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:01:03.514588, arrival_time=2021-04-14 23:49:22.370020, cost_time=0:00:11.478539 2021-04-14 23:48:22,602 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0719, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:59.379684, arrival_time=2021-04-14 23:49:21.982055, cost_time=0:00:15.225559 2021-04-14 23:48:26,348 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0707, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:55.398240, arrival_time=2021-04-14 23:49:21.747106, cost_time=0:00:18.971989 2021-04-14 23:48:30,096 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.0714, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:51.497760, arrival_time=2021-04-14 23:49:21.594187, cost_time=0:00:22.719615 2021-04-14 23:48:33,842 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0709, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:47.637576, arrival_time=2021-04-14 23:49:21.479709, cost_time=0:00:26.465333 2021-04-14 23:48:37,587 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0714, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:43.805428, arrival_time=2021-04-14 23:49:21.392847, cost_time=0:00:30.210625 2021-04-14 23:48:41,333 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0705, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:39.992634, arrival_time=2021-04-14 23:49:21.325561, cost_time=0:00:33.956008 2021-04-14 23:48:45,090 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.0697, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:36.204960, arrival_time=2021-04-14 23:49:21.295396, cost_time=0:00:37.713548 2021-04-14 23:48:48,850 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.0687, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:32.424752, arrival_time=2021-04-14 23:49:21.275375, cost_time=0:00:41.473553 2021-04-14 23:48:52,591 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0697, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:28.636116, arrival_time=2021-04-14 23:49:21.227971, cost_time=0:00:45.214978 2021-04-14 23:48:56,342 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0694, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:24.859362, arrival_time=2021-04-14 23:49:21.201686, cost_time=0:00:48.965436 2021-04-14 23:49:00,099 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.0689, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:21.089152, arrival_time=2021-04-14 23:49:21.188863, cost_time=0:00:52.722824 2021-04-14 23:49:03,845 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0684, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:17.317160, arrival_time=2021-04-14 23:49:21.163049, cost_time=0:00:56.469010 2021-04-14 23:49:07,593 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0679, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:13.548636, arrival_time=2021-04-14 23:49:21.141727, cost_time=0:01:00.216200 2021-04-14 23:49:11,339 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0681, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:09.782578, arrival_time=2021-04-14 23:49:21.122400, cost_time=0:01:03.963028 2021-04-14 23:49:15,088 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0680, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:06.018800, arrival_time=2021-04-14 23:49:21.107123, cost_time=0:01:07.711527 2021-04-14 23:49:18,829 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0679, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:02.256402, arrival_time=2021-04-14 23:49:21.085971, cost_time=0:01:11.452688 2021-04-14 23:49:20,828 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.18ms, fps=681 images/s, loss=0.0683, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:20.828309, cost_time=0:01:13.451464 2021-04-14 23:49:22,134 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.61ms, fps=1965 images/s, loss=0.3224, top1-acc=90.47%, top5-acc=99.73%, remaining_time=0:00:03.908280, arrival_time=2021-04-14 23:49:26.042354, cost_time=0:00:01.302762 2021-04-14 23:49:23,315 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.42ms, fps=2168 images/s, loss=0.3283, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:02.483880, arrival_time=2021-04-14 23:49:25.799075, cost_time=0:00:02.483880 2021-04-14 23:49:24,496 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.75ms, fps=2167 images/s, loss=0.3261, top1-acc=90.60%, top5-acc=99.66%, remaining_time=0:00:01.221800, arrival_time=2021-04-14 23:49:25.718511, cost_time=0:00:03.665393 2021-04-14 23:49:25,575 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=1.19ms, fps=2151 images/s, loss=0.3268, top1-acc=90.54%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:25.575671, cost_time=0:00:04.744385 2021-04-14 23:49:26,949 INFO : Epoch=0120 complete, best val top1-acc=90.54%, top5-acc=99.68% (epoch=120), remaining_time=1:45:29.222080, arrival_time=2021-04-15 01:34:56.171727, cost_time=2:38:13.833147 2021-04-14 23:49:26,950 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 23:49:30,864 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.57ms, fps=654 images/s, loss=0.0659, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:01:12.791658, arrival_time=2021-04-14 23:50:43.656197, cost_time=0:00:03.913534 2021-04-14 23:49:34,605 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.07ms, fps=685 images/s, loss=0.0582, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:01:07.355376, arrival_time=2021-04-14 23:50:41.960402, cost_time=0:00:07.654024 2021-04-14 23:49:38,351 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.0590, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:01:03.081162, arrival_time=2021-04-14 23:50:41.432411, cost_time=0:00:11.400218 2021-04-14 23:49:42,099 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0597, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:59.079384, arrival_time=2021-04-14 23:50:41.178920, cost_time=0:00:15.148544 2021-04-14 23:49:45,842 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0573, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:55.162888, arrival_time=2021-04-14 23:50:41.005295, cost_time=0:00:18.891405 2021-04-14 23:49:49,576 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.34ms, fps=686 images/s, loss=0.0560, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:51.284376, arrival_time=2021-04-14 23:50:40.860743, cost_time=0:00:22.625464 2021-04-14 23:49:53,318 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0588, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:47.460546, arrival_time=2021-04-14 23:50:40.778502, cost_time=0:00:26.366956 2021-04-14 23:49:57,060 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0592, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:43.659500, arrival_time=2021-04-14 23:50:40.720427, cost_time=0:00:30.110020 2021-04-14 23:50:00,817 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.0598, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:39.886846, arrival_time=2021-04-14 23:50:40.703955, cost_time=0:00:33.866205 2021-04-14 23:50:04,562 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.75ms, fps=684 images/s, loss=0.0619, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:36.107328, arrival_time=2021-04-14 23:50:40.670160, cost_time=0:00:37.611760 2021-04-14 23:50:08,322 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.0622, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:32.345116, arrival_time=2021-04-14 23:50:40.667677, cost_time=0:00:41.371655 2021-04-14 23:50:12,073 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.0624, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:28.577444, arrival_time=2021-04-14 23:50:40.650815, cost_time=0:00:45.122337 2021-04-14 23:50:15,814 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.0630, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:24.807684, arrival_time=2021-04-14 23:50:40.622266, cost_time=0:00:48.863556 2021-04-14 23:50:19,561 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.0636, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:21.044128, arrival_time=2021-04-14 23:50:40.605477, cost_time=0:00:52.610348 2021-04-14 23:50:23,312 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0641, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:17.284040, arrival_time=2021-04-14 23:50:40.596018, cost_time=0:00:56.360954 2021-04-14 23:50:27,061 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0636, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:13.524732, arrival_time=2021-04-14 23:50:40.585760, cost_time=0:01:00.109894 2021-04-14 23:50:30,817 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0639, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:09.767810, arrival_time=2021-04-14 23:50:40.585346, cost_time=0:01:03.866510 2021-04-14 23:50:34,554 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0641, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:06.009184, arrival_time=2021-04-14 23:50:40.563524, cost_time=0:01:07.603338 2021-04-14 23:50:38,303 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0639, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:02.253228, arrival_time=2021-04-14 23:50:40.556299, cost_time=0:01:11.352166 2021-04-14 23:50:40,301 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.0638, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:40.301407, cost_time=0:01:13.350415 2021-04-14 23:50:41,593 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.38ms, fps=1984 images/s, loss=0.4337, top1-acc=88.24%, top5-acc=99.49%, remaining_time=0:00:03.870150, arrival_time=2021-04-14 23:50:45.463586, cost_time=0:00:01.290052 2021-04-14 23:50:42,774 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.63ms, fps=2168 images/s, loss=0.4159, top1-acc=88.89%, top5-acc=99.45%, remaining_time=0:00:02.471260, arrival_time=2021-04-14 23:50:45.245905, cost_time=0:00:02.471262 2021-04-14 23:50:43,955 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.30ms, fps=2169 images/s, loss=0.4000, top1-acc=89.21%, top5-acc=99.52%, remaining_time=0:00:01.217320, arrival_time=2021-04-14 23:50:45.172653, cost_time=0:00:03.651958 2021-04-14 23:50:45,031 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=1.20ms, fps=2156 images/s, loss=0.3895, top1-acc=89.30%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:45.031584, cost_time=0:00:04.728236 2021-04-14 23:50:45,760 INFO : Epoch=0121 complete, best val top1-acc=90.54%, top5-acc=99.68% (epoch=120), remaining_time=1:44:09.908277, arrival_time=2021-04-15 01:34:55.669154, cost_time=2:39:32.644377 2021-04-14 23:50:45,762 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 23:50:49,724 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.61ms, fps=646 images/s, loss=0.0456, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:13.685388, arrival_time=2021-04-14 23:52:03.409524, cost_time=0:00:03.961585 2021-04-14 23:50:53,467 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0536, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:01:07.800480, arrival_time=2021-04-14 23:52:01.267767, cost_time=0:00:07.704608 2021-04-14 23:50:57,210 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0512, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:01:03.346928, arrival_time=2021-04-14 23:52:00.557728, cost_time=0:00:11.448255 2021-04-14 23:51:00,965 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.0521, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:59.289828, arrival_time=2021-04-14 23:52:00.254887, cost_time=0:00:15.202507 2021-04-14 23:51:04,720 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0528, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:55.357214, arrival_time=2021-04-14 23:52:00.077736, cost_time=0:00:18.957967 2021-04-14 23:51:08,464 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0535, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:51.456824, arrival_time=2021-04-14 23:51:59.920908, cost_time=0:00:22.701529 2021-04-14 23:51:12,209 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0540, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:47.604186, arrival_time=2021-04-14 23:51:59.813530, cost_time=0:00:26.446791 2021-04-14 23:51:15,955 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.96ms, fps=684 images/s, loss=0.0554, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:43.778864, arrival_time=2021-04-14 23:51:59.733980, cost_time=0:00:30.192316 2021-04-14 23:51:19,717 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0571, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:39.991468, arrival_time=2021-04-14 23:51:59.709019, cost_time=0:00:33.955004 2021-04-14 23:51:23,469 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0568, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:36.198240, arrival_time=2021-04-14 23:51:59.667436, cost_time=0:00:37.706539 2021-04-14 23:51:27,222 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0576, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:32.414432, arrival_time=2021-04-14 23:51:59.637264, cost_time=0:00:41.460279 2021-04-14 23:51:30,989 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.0587, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:28.643564, arrival_time=2021-04-14 23:51:59.632774, cost_time=0:00:45.226664 2021-04-14 23:51:34,745 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.0581, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:24.868338, arrival_time=2021-04-14 23:51:59.614010, cost_time=0:00:48.983089 2021-04-14 23:51:38,491 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0578, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:21.091616, arrival_time=2021-04-14 23:51:59.583406, cost_time=0:00:52.729102 2021-04-14 23:51:42,253 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.0589, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:17.323876, arrival_time=2021-04-14 23:51:59.577300, cost_time=0:00:56.490859 2021-04-14 23:51:45,999 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=2.02ms, fps=684 images/s, loss=0.0586, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:00:13.553172, arrival_time=2021-04-14 23:51:59.552082, cost_time=0:01:00.236314 2021-04-14 23:51:49,735 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0593, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:09.784112, arrival_time=2021-04-14 23:51:59.519670, cost_time=0:01:03.973009 2021-04-14 23:51:53,473 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.31ms, fps=685 images/s, loss=0.0590, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:06.018720, arrival_time=2021-04-14 23:51:59.491856, cost_time=0:01:07.710582 2021-04-14 23:51:57,222 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0600, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:02.256630, arrival_time=2021-04-14 23:51:59.479077, cost_time=0:01:11.459890 2021-04-14 23:51:59,235 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.31ms, fps=676 images/s, loss=0.0603, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:59.234941, cost_time=0:01:13.472384 2021-04-14 23:52:00,582 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.40ms, fps=1903 images/s, loss=0.3517, top1-acc=90.35%, top5-acc=99.69%, remaining_time=0:00:04.035900, arrival_time=2021-04-14 23:52:04.618248, cost_time=0:00:01.345298 2021-04-14 23:52:01,766 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.45ms, fps=2162 images/s, loss=0.3488, top1-acc=90.25%, top5-acc=99.67%, remaining_time=0:00:02.529660, arrival_time=2021-04-14 23:52:04.296507, cost_time=0:00:02.529661 2021-04-14 23:52:02,952 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.33ms, fps=2159 images/s, loss=0.3531, top1-acc=90.09%, top5-acc=99.62%, remaining_time=0:00:01.238600, arrival_time=2021-04-14 23:52:04.191461, cost_time=0:00:03.715809 2021-04-14 23:52:04,032 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=1.23ms, fps=2150 images/s, loss=0.3560, top1-acc=90.23%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:04.032289, cost_time=0:00:04.795268 2021-04-14 23:52:04,731 INFO : Epoch=0122 complete, best val top1-acc=90.54%, top5-acc=99.68% (epoch=120), remaining_time=1:42:50.704488, arrival_time=2021-04-15 01:34:55.435676, cost_time=2:40:51.614687 2021-04-14 23:52:04,732 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 23:52:08,627 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=2.13ms, fps=657 images/s, loss=0.0496, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:01:12.445884, arrival_time=2021-04-14 23:53:21.073520, cost_time=0:00:03.894943 2021-04-14 23:52:12,379 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0582, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:01:07.289728, arrival_time=2021-04-14 23:53:19.668957, cost_time=0:00:07.646561 2021-04-14 23:52:16,132 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.85ms, fps=682 images/s, loss=0.0573, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:01:03.078008, arrival_time=2021-04-14 23:53:19.210321, cost_time=0:00:11.399654 2021-04-14 23:52:19,890 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.0572, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:59.112768, arrival_time=2021-04-14 23:53:19.002705, cost_time=0:00:15.157111 2021-04-14 23:52:23,635 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0603, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:55.196906, arrival_time=2021-04-14 23:53:18.832617, cost_time=0:00:18.903058 2021-04-14 23:52:27,398 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.40ms, fps=680 images/s, loss=0.0577, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:51.376312, arrival_time=2021-04-14 23:53:18.775029, cost_time=0:00:22.666037 2021-04-14 23:52:31,148 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0568, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:47.549124, arrival_time=2021-04-14 23:53:18.697951, cost_time=0:00:26.416170 2021-04-14 23:52:34,889 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0565, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:43.726548, arrival_time=2021-04-14 23:53:18.615463, cost_time=0:00:30.156252 2021-04-14 23:52:38,629 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0575, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:39.922250, arrival_time=2021-04-14 23:53:18.551166, cost_time=0:00:33.896255 2021-04-14 23:52:42,389 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.0572, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:36.150336, arrival_time=2021-04-14 23:53:18.539687, cost_time=0:00:37.656558 2021-04-14 23:52:46,142 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.0575, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:32.374786, arrival_time=2021-04-14 23:53:18.517187, cost_time=0:00:41.409601 2021-04-14 23:52:49,891 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.33ms, fps=683 images/s, loss=0.0579, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:28.600244, arrival_time=2021-04-14 23:53:18.491301, cost_time=0:00:45.158302 2021-04-14 23:52:53,634 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0583, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:24.827088, arrival_time=2021-04-14 23:53:18.461629, cost_time=0:00:48.901859 2021-04-14 23:52:57,370 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=2.12ms, fps=685 images/s, loss=0.0584, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:21.055104, arrival_time=2021-04-14 23:53:18.425540, cost_time=0:00:52.637777 2021-04-14 23:53:01,114 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0593, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:17.290296, arrival_time=2021-04-14 23:53:18.404316, cost_time=0:00:56.381355 2021-04-14 23:53:04,871 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.0602, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:13.531140, arrival_time=2021-04-14 23:53:18.402370, cost_time=0:01:00.138427 2021-04-14 23:53:08,611 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0608, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:09.769760, arrival_time=2021-04-14 23:53:18.381581, cost_time=0:01:03.879165 2021-04-14 23:53:12,360 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0612, top1-acc=97.94%, top5-acc=100.00%, remaining_time=0:00:06.011376, arrival_time=2021-04-14 23:53:18.372038, cost_time=0:01:07.627905 2021-04-14 23:53:16,107 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.24ms, fps=683 images/s, loss=0.0616, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:02.253954, arrival_time=2021-04-14 23:53:18.361767, cost_time=0:01:11.375169 2021-04-14 23:53:18,102 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.30ms, fps=682 images/s, loss=0.0618, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:18.102902, cost_time=0:01:13.370337 2021-04-14 23:53:19,441 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.21ms, fps=1915 images/s, loss=0.3165, top1-acc=91.21%, top5-acc=99.69%, remaining_time=0:00:04.010070, arrival_time=2021-04-14 23:53:23.451632, cost_time=0:00:01.336693 2021-04-14 23:53:20,625 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.84ms, fps=2163 images/s, loss=0.3238, top1-acc=90.90%, top5-acc=99.67%, remaining_time=0:00:02.520560, arrival_time=2021-04-14 23:53:23.146086, cost_time=0:00:02.520561 2021-04-14 23:53:21,806 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.30ms, fps=2168 images/s, loss=0.3232, top1-acc=90.89%, top5-acc=99.65%, remaining_time=0:00:01.233880, arrival_time=2021-04-14 23:53:23.040408, cost_time=0:00:03.701640 2021-04-14 23:53:22,883 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=1.40ms, fps=2155 images/s, loss=0.3270, top1-acc=90.59%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:22.883227, cost_time=0:00:04.778386 2021-04-14 23:53:24,347 INFO : Epoch=0123 complete, best val top1-acc=90.59%, top5-acc=99.60% (epoch=123), remaining_time=1:41:31.908900, arrival_time=2021-04-15 01:34:56.256500, cost_time=2:42:11.231043 2021-04-14 23:53:24,350 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 23:53:28,297 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.45ms, fps=649 images/s, loss=0.0713, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:01:13.420524, arrival_time=2021-04-14 23:54:41.718078, cost_time=0:00:03.947342 2021-04-14 23:53:32,048 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.0645, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:01:07.741520, arrival_time=2021-04-14 23:54:39.789729, cost_time=0:00:07.697907 2021-04-14 23:53:35,795 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0611, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:01:03.329830, arrival_time=2021-04-14 23:54:39.125251, cost_time=0:00:11.445146 2021-04-14 23:53:39,537 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0598, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:59.228052, arrival_time=2021-04-14 23:54:38.764963, cost_time=0:00:15.186691 2021-04-14 23:53:43,292 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=0.0595, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:55.310932, arrival_time=2021-04-14 23:54:38.603319, cost_time=0:00:18.942106 2021-04-14 23:53:47,036 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0580, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:51.422824, arrival_time=2021-04-14 23:54:38.459562, cost_time=0:00:22.686514 2021-04-14 23:53:50,773 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0571, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:47.561850, arrival_time=2021-04-14 23:54:38.335285, cost_time=0:00:26.423218 2021-04-14 23:53:54,512 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0572, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:43.735364, arrival_time=2021-04-14 23:54:38.247911, cost_time=0:00:30.162313 2021-04-14 23:53:58,257 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0575, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:39.935606, arrival_time=2021-04-14 23:54:38.193404, cost_time=0:00:33.907580 2021-04-14 23:54:02,014 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0590, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:36.158016, arrival_time=2021-04-14 23:54:38.172812, cost_time=0:00:37.664568 2021-04-14 23:54:05,764 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0597, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:32.378484, arrival_time=2021-04-14 23:54:38.143086, cost_time=0:00:41.414369 2021-04-14 23:54:09,513 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0599, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:28.603284, arrival_time=2021-04-14 23:54:38.116630, cost_time=0:00:45.163077 2021-04-14 23:54:13,257 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=2.24ms, fps=684 images/s, loss=0.0602, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:24.829992, arrival_time=2021-04-14 23:54:38.087834, cost_time=0:00:48.907613 2021-04-14 23:54:17,004 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.21ms, fps=683 images/s, loss=0.0598, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:21.061824, arrival_time=2021-04-14 23:54:38.066629, cost_time=0:00:52.654629 2021-04-14 23:54:20,767 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.0604, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:17.301198, arrival_time=2021-04-14 23:54:38.068346, cost_time=0:00:56.416927 2021-04-14 23:54:24,506 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0603, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:13.535100, arrival_time=2021-04-14 23:54:38.041256, cost_time=0:01:00.155926 2021-04-14 23:54:28,261 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0605, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:09.774648, arrival_time=2021-04-14 23:54:38.036010, cost_time=0:01:03.911223 2021-04-14 23:54:32,004 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0614, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:06.013696, arrival_time=2021-04-14 23:54:38.018026, cost_time=0:01:07.654109 2021-04-14 23:54:35,738 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.24ms, fps=686 images/s, loss=0.0617, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:02.254374, arrival_time=2021-04-14 23:54:37.993005, cost_time=0:01:11.388500 2021-04-14 23:54:37,736 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.0615, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:37.736719, cost_time=0:01:13.386590 2021-04-14 23:54:39,085 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.22ms, fps=1901 images/s, loss=0.3609, top1-acc=89.26%, top5-acc=99.49%, remaining_time=0:00:04.040550, arrival_time=2021-04-14 23:54:43.125997, cost_time=0:00:01.346853 2021-04-14 23:54:40,266 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.34ms, fps=2168 images/s, loss=0.3416, top1-acc=90.04%, top5-acc=99.59%, remaining_time=0:00:02.527860, arrival_time=2021-04-14 23:54:42.794324, cost_time=0:00:02.527869 2021-04-14 23:54:41,451 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.60ms, fps=2161 images/s, loss=0.3288, top1-acc=90.38%, top5-acc=99.56%, remaining_time=0:00:01.237580, arrival_time=2021-04-14 23:54:42.689010, cost_time=0:00:03.712729 2021-04-14 23:54:42,529 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=1.38ms, fps=2153 images/s, loss=0.3521, top1-acc=90.50%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:42.529631, cost_time=0:00:04.791065 2021-04-14 23:54:43,208 INFO : Epoch=0124 complete, best val top1-acc=90.59%, top5-acc=99.60% (epoch=123), remaining_time=1:40:12.637172, arrival_time=2021-04-15 01:34:55.845909, cost_time=2:43:30.092202 2021-04-14 23:54:43,210 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 23:54:47,141 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.57ms, fps=651 images/s, loss=0.0433, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:01:13.109532, arrival_time=2021-04-14 23:56:00.251275, cost_time=0:00:03.930619 2021-04-14 23:54:50,889 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0444, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:01:07.566048, arrival_time=2021-04-14 23:55:58.455366, cost_time=0:00:07.677966 2021-04-14 23:54:54,635 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.93ms, fps=684 images/s, loss=0.0460, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:01:03.211804, arrival_time=2021-04-14 23:55:57.846758, cost_time=0:00:11.423818 2021-04-14 23:54:58,374 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0500, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:59.137728, arrival_time=2021-04-14 23:55:57.512366, cost_time=0:00:15.163503 2021-04-14 23:55:02,120 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.0517, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:55.214718, arrival_time=2021-04-14 23:55:57.335077, cost_time=0:00:18.909154 2021-04-14 23:55:05,869 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0507, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:51.359176, arrival_time=2021-04-14 23:55:57.228756, cost_time=0:00:22.658452 2021-04-14 23:55:09,607 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0522, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:47.513718, arrival_time=2021-04-14 23:55:57.121336, cost_time=0:00:26.396481 2021-04-14 23:55:13,351 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0530, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:43.703812, arrival_time=2021-04-14 23:55:57.055490, cost_time=0:00:30.140545 2021-04-14 23:55:17,090 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=2.07ms, fps=685 images/s, loss=0.0533, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:39.901898, arrival_time=2021-04-14 23:55:56.992001, cost_time=0:00:33.878961 2021-04-14 23:55:20,827 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0538, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:36.111648, arrival_time=2021-04-14 23:55:56.939082, cost_time=0:00:37.616305 2021-04-14 23:55:24,575 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.53ms, fps=683 images/s, loss=0.0541, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:32.339440, arrival_time=2021-04-14 23:55:56.914958, cost_time=0:00:41.364362 2021-04-14 23:55:28,321 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.47ms, fps=684 images/s, loss=0.0549, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:28.569692, arrival_time=2021-04-14 23:55:56.890881, cost_time=0:00:45.110055 2021-04-14 23:55:32,072 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0556, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:24.806760, arrival_time=2021-04-14 23:55:56.879618, cost_time=0:00:48.861736 2021-04-14 23:55:35,814 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0561, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:21.041216, arrival_time=2021-04-14 23:55:56.855390, cost_time=0:00:52.603050 2021-04-14 23:55:39,576 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.0559, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:17.285420, arrival_time=2021-04-14 23:55:56.862084, cost_time=0:00:56.365530 2021-04-14 23:55:43,321 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=2.01ms, fps=684 images/s, loss=0.0564, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:13.524876, arrival_time=2021-04-14 23:55:56.846630, cost_time=0:01:00.110623 2021-04-14 23:55:47,058 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.97ms, fps=685 images/s, loss=0.0563, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:09.764872, arrival_time=2021-04-14 23:55:56.823242, cost_time=0:01:03.847242 2021-04-14 23:55:50,801 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0568, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:06.008032, arrival_time=2021-04-14 23:55:56.809459, cost_time=0:01:07.590373 2021-04-14 23:55:54,548 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0566, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:02.252754, arrival_time=2021-04-14 23:55:56.801169, cost_time=0:01:11.337271 2021-04-14 23:55:56,546 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.0568, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:56.546399, cost_time=0:01:13.335325 2021-04-14 23:55:57,897 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.43ms, fps=1898 images/s, loss=0.3070, top1-acc=91.17%, top5-acc=99.61%, remaining_time=0:00:04.045500, arrival_time=2021-04-14 23:56:01.943054, cost_time=0:00:01.348503 2021-04-14 23:55:59,079 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.30ms, fps=2167 images/s, loss=0.3092, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:02.530420, arrival_time=2021-04-14 23:56:01.609887, cost_time=0:00:02.530422 2021-04-14 23:56:00,261 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.43ms, fps=2166 images/s, loss=0.3036, top1-acc=91.26%, top5-acc=99.69%, remaining_time=0:00:01.237570, arrival_time=2021-04-14 23:56:01.499385, cost_time=0:00:03.712719 2021-04-14 23:56:01,340 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.10ms, fps=2152 images/s, loss=0.3027, top1-acc=91.36%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:01.340307, cost_time=0:00:04.791282 2021-04-14 23:56:02,793 INFO : Epoch=0125 complete, best val top1-acc=91.36%, top5-acc=99.69% (epoch=125), remaining_time=1:38:53.805900, arrival_time=2021-04-15 01:34:56.598928, cost_time=2:44:49.676525 2021-04-14 23:56:02,794 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 23:56:06,756 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.46ms, fps=646 images/s, loss=0.0522, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:01:13.695432, arrival_time=2021-04-14 23:57:20.452027, cost_time=0:00:03.962120 2021-04-14 23:56:10,510 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0522, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:01:07.900800, arrival_time=2021-04-14 23:57:18.411365, cost_time=0:00:07.716000 2021-04-14 23:56:14,267 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0533, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:01:03.483214, arrival_time=2021-04-14 23:57:17.750575, cost_time=0:00:11.472858 2021-04-14 23:56:18,019 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0533, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:59.376720, arrival_time=2021-04-14 23:57:17.395968, cost_time=0:00:15.224813 2021-04-14 23:56:21,765 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0527, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:55.396342, arrival_time=2021-04-14 23:57:17.162190, cost_time=0:00:18.971360 2021-04-14 23:56:25,511 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0545, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:51.492048, arrival_time=2021-04-14 23:57:17.003645, cost_time=0:00:22.717096 2021-04-14 23:56:29,252 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0551, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:47.623590, arrival_time=2021-04-14 23:57:16.875726, cost_time=0:00:26.457572 2021-04-14 23:56:32,996 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0558, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:43.792900, arrival_time=2021-04-14 23:57:16.789439, cost_time=0:00:30.202004 2021-04-14 23:56:36,741 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0556, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:39.981928, arrival_time=2021-04-14 23:57:16.723227, cost_time=0:00:33.946885 2021-04-14 23:56:40,500 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.0559, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:36.197472, arrival_time=2021-04-14 23:57:16.697629, cost_time=0:00:37.705722 2021-04-14 23:56:44,250 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0559, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:32.410562, arrival_time=2021-04-14 23:57:16.660480, cost_time=0:00:41.455385 2021-04-14 23:56:47,984 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.34ms, fps=686 images/s, loss=0.0560, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:28.620460, arrival_time=2021-04-14 23:57:16.605227, cost_time=0:00:45.190197 2021-04-14 23:56:51,735 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0569, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:24.846822, arrival_time=2021-04-14 23:57:16.581922, cost_time=0:00:48.940739 2021-04-14 23:56:55,479 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.0576, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:21.073920, arrival_time=2021-04-14 23:57:16.553184, cost_time=0:00:52.684843 2021-04-14 23:56:59,228 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0578, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:17.306488, arrival_time=2021-04-14 23:57:16.535030, cost_time=0:00:56.434177 2021-04-14 23:57:02,981 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0581, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:13.542120, arrival_time=2021-04-14 23:57:16.523910, cost_time=0:01:00.187267 2021-04-14 23:57:06,736 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.0583, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:09.779302, arrival_time=2021-04-14 23:57:16.515314, cost_time=0:01:03.941575 2021-04-14 23:57:10,485 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0583, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:06.016960, arrival_time=2021-04-14 23:57:16.502301, cost_time=0:01:07.690800 2021-04-14 23:57:14,232 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.27ms, fps=683 images/s, loss=0.0585, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:02.255940, arrival_time=2021-04-14 23:57:16.488331, cost_time=0:01:11.438036 2021-04-14 23:57:16,226 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.21ms, fps=682 images/s, loss=0.0585, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:16.226179, cost_time=0:01:13.431835 2021-04-14 23:57:17,584 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.35ms, fps=1887 images/s, loss=0.3795, top1-acc=89.14%, top5-acc=99.57%, remaining_time=0:00:04.070010, arrival_time=2021-04-14 23:57:21.654775, cost_time=0:00:01.356673 2021-04-14 23:57:18,776 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.32ms, fps=2150 images/s, loss=0.3887, top1-acc=89.12%, top5-acc=99.49%, remaining_time=0:00:02.547900, arrival_time=2021-04-14 23:57:21.323974, cost_time=0:00:02.547900 2021-04-14 23:57:19,962 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.52ms, fps=2158 images/s, loss=0.3882, top1-acc=89.35%, top5-acc=99.53%, remaining_time=0:00:01.244940, arrival_time=2021-04-14 23:57:21.207840, cost_time=0:00:03.734810 2021-04-14 23:57:21,041 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.09ms, fps=2152 images/s, loss=0.3817, top1-acc=89.39%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:21.041541, cost_time=0:00:04.813468 2021-04-14 23:57:21,738 INFO : Epoch=0126 complete, best val top1-acc=91.36%, top5-acc=99.69% (epoch=125), remaining_time=1:37:34.587774, arrival_time=2021-04-15 01:34:56.326670, cost_time=2:46:08.622367 2021-04-14 23:57:21,741 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 23:57:25,660 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.38ms, fps=653 images/s, loss=0.0458, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:12.893772, arrival_time=2021-04-14 23:58:38.553959, cost_time=0:00:03.919024 2021-04-14 23:57:29,403 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.0487, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:01:07.426480, arrival_time=2021-04-14 23:58:36.829815, cost_time=0:00:07.662096 2021-04-14 23:57:33,152 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0516, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:01:03.140756, arrival_time=2021-04-14 23:58:36.292980, cost_time=0:00:11.410977 2021-04-14 23:57:36,890 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0537, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:59.083596, arrival_time=2021-04-14 23:58:35.974489, cost_time=0:00:15.149644 2021-04-14 23:57:40,635 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0536, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:55.169458, arrival_time=2021-04-14 23:58:35.804469, cost_time=0:00:18.893631 2021-04-14 23:57:44,389 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0520, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:51.334560, arrival_time=2021-04-14 23:58:35.723516, cost_time=0:00:22.647601 2021-04-14 23:57:48,133 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.0527, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:47.506536, arrival_time=2021-04-14 23:58:35.640334, cost_time=0:00:26.392549 2021-04-14 23:57:51,880 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0528, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:43.701608, arrival_time=2021-04-14 23:58:35.581981, cost_time=0:00:30.139029 2021-04-14 23:57:55,624 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.00ms, fps=684 images/s, loss=0.0538, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:39.906244, arrival_time=2021-04-14 23:58:35.530230, cost_time=0:00:33.882702 2021-04-14 23:57:59,376 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0536, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:36.129216, arrival_time=2021-04-14 23:58:35.505189, cost_time=0:00:37.634625 2021-04-14 23:58:03,123 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0534, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:32.353458, arrival_time=2021-04-14 23:58:35.477063, cost_time=0:00:41.382329 2021-04-14 23:58:06,864 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.94ms, fps=684 images/s, loss=0.0534, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:28.578204, arrival_time=2021-04-14 23:58:35.443023, cost_time=0:00:45.123536 2021-04-14 23:58:10,625 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=3.51ms, fps=681 images/s, loss=0.0533, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:24.818178, arrival_time=2021-04-14 23:58:35.444008, cost_time=0:00:48.884352 2021-04-14 23:58:14,367 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0536, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:21.050568, arrival_time=2021-04-14 23:58:35.418292, cost_time=0:00:52.626450 2021-04-14 23:58:18,122 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.0540, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:17.290342, arrival_time=2021-04-14 23:58:35.413069, cost_time=0:00:56.381477 2021-04-14 23:58:21,863 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0540, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:13.527504, arrival_time=2021-04-14 23:58:35.390909, cost_time=0:01:00.122164 2021-04-14 23:58:25,593 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0544, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:09.765574, arrival_time=2021-04-14 23:58:35.358708, cost_time=0:01:03.851892 2021-04-14 23:58:29,327 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.67ms, fps=686 images/s, loss=0.0552, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:06.007712, arrival_time=2021-04-14 23:58:35.335545, cost_time=0:01:07.586683 2021-04-14 23:58:33,078 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.0559, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:02.252754, arrival_time=2021-04-14 23:58:35.331267, cost_time=0:01:11.337276 2021-04-14 23:58:35,079 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.88ms, fps=680 images/s, loss=0.0565, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:35.079453, cost_time=0:01:13.338205 2021-04-14 23:58:36,442 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.80ms, fps=1881 images/s, loss=0.4174, top1-acc=88.24%, top5-acc=99.26%, remaining_time=0:00:04.081890, arrival_time=2021-04-14 23:58:40.524065, cost_time=0:00:01.360629 2021-04-14 23:58:37,626 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.61ms, fps=2163 images/s, loss=0.4164, top1-acc=88.30%, top5-acc=99.32%, remaining_time=0:00:02.544960, arrival_time=2021-04-14 23:58:40.171405, cost_time=0:00:02.544954 2021-04-14 23:58:38,814 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.40ms, fps=2157 images/s, loss=0.4054, top1-acc=88.71%, top5-acc=99.39%, remaining_time=0:00:01.244090, arrival_time=2021-04-14 23:58:40.057985, cost_time=0:00:03.732256 2021-04-14 23:58:39,895 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=1.31ms, fps=2145 images/s, loss=0.3937, top1-acc=88.99%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:39.895934, cost_time=0:00:04.814482 2021-04-14 23:58:40,564 INFO : Epoch=0127 complete, best val top1-acc=91.36%, top5-acc=99.69% (epoch=125), remaining_time=1:36:15.304845, arrival_time=2021-04-15 01:34:55.869506, cost_time=2:47:27.448123 2021-04-14 23:58:40,566 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 23:58:44,470 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.48ms, fps=656 images/s, loss=0.0678, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:01:12.610494, arrival_time=2021-04-14 23:59:57.081329, cost_time=0:00:03.903793 2021-04-14 23:58:48,209 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0700, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:01:07.254352, arrival_time=2021-04-14 23:59:55.464033, cost_time=0:00:07.642542 2021-04-14 23:58:51,956 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0648, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:01:03.020904, arrival_time=2021-04-14 23:59:54.977168, cost_time=0:00:11.389316 2021-04-14 23:58:55,708 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0629, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:59.052552, arrival_time=2021-04-14 23:59:54.761270, cost_time=0:00:15.141676 2021-04-14 23:58:59,450 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0605, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:55.139674, arrival_time=2021-04-14 23:59:54.590154, cost_time=0:00:18.883451 2021-04-14 23:59:03,194 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0612, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:51.287912, arrival_time=2021-04-14 23:59:54.481973, cost_time=0:00:22.627036 2021-04-14 23:59:06,932 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0599, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:47.457900, arrival_time=2021-04-14 23:59:54.390420, cost_time=0:00:26.365482 2021-04-14 23:59:10,662 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.30ms, fps=686 images/s, loss=0.0591, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:43.638620, arrival_time=2021-04-14 23:59:54.301256, cost_time=0:00:30.095603 2021-04-14 23:59:14,406 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0572, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:39.855682, arrival_time=2021-04-14 23:59:54.262364, cost_time=0:00:33.839736 2021-04-14 23:59:18,186 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.65ms, fps=677 images/s, loss=0.0575, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:00:36.114720, arrival_time=2021-04-14 23:59:54.301298, cost_time=0:00:37.619539 2021-04-14 23:59:21,930 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0566, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:32.338408, arrival_time=2021-04-14 23:59:54.268404, cost_time=0:00:41.363058 2021-04-14 23:59:25,679 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0569, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:28.571364, arrival_time=2021-04-14 23:59:54.250978, cost_time=0:00:45.112667 2021-04-14 23:59:29,416 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0561, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:24.800292, arrival_time=2021-04-14 23:59:54.216364, cost_time=0:00:48.849048 2021-04-14 23:59:33,173 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=2.78ms, fps=681 images/s, loss=0.0559, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:21.042448, arrival_time=2021-04-14 23:59:54.215668, cost_time=0:00:52.606186 2021-04-14 23:59:36,917 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0552, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:17.280866, arrival_time=2021-04-14 23:59:54.198549, cost_time=0:00:56.350590 2021-04-14 23:59:40,652 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=2.16ms, fps=686 images/s, loss=0.0555, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:13.519296, arrival_time=2021-04-14 23:59:54.172095, cost_time=0:01:00.085726 2021-04-14 23:59:44,388 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0555, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:09.760868, arrival_time=2021-04-14 23:59:54.148850, cost_time=0:01:03.820997 2021-04-14 23:59:48,137 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0555, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:06.006272, arrival_time=2021-04-14 23:59:54.144050, cost_time=0:01:07.570634 2021-04-14 23:59:51,877 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0560, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:02.251896, arrival_time=2021-04-14 23:59:54.129040, cost_time=0:01:11.310077 2021-04-14 23:59:53,877 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=0.0558, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:53.877344, cost_time=0:01:13.310390 2021-04-14 23:59:55,208 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.57ms, fps=1925 images/s, loss=0.4069, top1-acc=90.04%, top5-acc=99.65%, remaining_time=0:00:03.988860, arrival_time=2021-04-14 23:59:59.197701, cost_time=0:00:01.329625 2021-04-14 23:59:56,391 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.59ms, fps=2165 images/s, loss=0.4037, top1-acc=89.82%, top5-acc=99.49%, remaining_time=0:00:02.512600, arrival_time=2021-04-14 23:59:58.904418, cost_time=0:00:02.512602 2021-04-14 23:59:57,574 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.38ms, fps=2165 images/s, loss=0.3869, top1-acc=90.03%, top5-acc=99.49%, remaining_time=0:00:01.231790, arrival_time=2021-04-14 23:59:58.806558, cost_time=0:00:03.695372 2021-04-14 23:59:58,658 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=1.47ms, fps=2143 images/s, loss=0.3977, top1-acc=89.63%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:58.658018, cost_time=0:00:04.778795 2021-04-14 23:59:59,526 INFO : Epoch=0128 complete, best val top1-acc=91.36%, top5-acc=99.69% (epoch=125), remaining_time=1:34:56.105472, arrival_time=2021-04-15 01:34:55.631816, cost_time=2:48:46.409784 2021-04-14 23:59:59,528 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 00:00:03,479 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.58ms, fps=648 images/s, loss=0.0629, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:01:13.477440, arrival_time=2021-04-15 00:01:16.956800, cost_time=0:00:03.950404 2021-04-15 00:00:07,225 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.54ms, fps=684 images/s, loss=0.0596, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:01:07.724096, arrival_time=2021-04-15 00:01:14.949003, cost_time=0:00:07.695920 2021-04-15 00:00:10,963 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0578, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:01:03.267746, arrival_time=2021-04-15 00:01:14.230647, cost_time=0:00:11.433938 2021-04-15 00:00:14,716 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0577, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:59.231484, arrival_time=2021-04-15 00:01:13.948013, cost_time=0:00:15.187559 2021-04-15 00:00:18,454 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0578, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:55.262460, arrival_time=2021-04-15 00:01:13.716933, cost_time=0:00:18.925513 2021-04-15 00:00:22,210 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0559, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:51.411264, arrival_time=2021-04-15 00:01:13.621680, cost_time=0:00:22.681461 2021-04-15 00:00:25,970 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.0564, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:47.594610, arrival_time=2021-04-15 00:01:13.564998, cost_time=0:00:26.441431 2021-04-15 00:00:29,724 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0568, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:43.783156, arrival_time=2021-04-15 00:01:13.507362, cost_time=0:00:30.195249 2021-04-15 00:00:33,465 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.0575, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:39.970162, arrival_time=2021-04-15 00:01:13.436026, cost_time=0:00:33.936906 2021-04-15 00:00:37,217 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0572, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:36.180672, arrival_time=2021-04-15 00:01:13.397972, cost_time=0:00:37.688211 2021-04-15 00:00:40,968 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0563, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:32.398264, arrival_time=2021-04-15 00:01:13.366809, cost_time=0:00:41.439616 2021-04-15 00:00:44,722 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.0561, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:28.622664, arrival_time=2021-04-15 00:01:13.345260, cost_time=0:00:45.193648 2021-04-15 00:00:48,465 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.75ms, fps=684 images/s, loss=0.0554, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:24.844512, arrival_time=2021-04-15 00:01:13.309651, cost_time=0:00:48.936187 2021-04-15 00:00:52,231 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=2.84ms, fps=680 images/s, loss=0.0552, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:21.081088, arrival_time=2021-04-15 00:01:13.312838, cost_time=0:00:52.702751 2021-04-15 00:00:55,994 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.0545, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:17.316148, arrival_time=2021-04-15 00:01:13.310852, cost_time=0:00:56.465710 2021-04-15 00:00:59,744 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0545, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:13.548528, arrival_time=2021-04-15 00:01:13.293113, cost_time=0:01:00.215610 2021-04-15 00:01:03,499 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0539, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:09.783696, arrival_time=2021-04-15 00:01:13.283025, cost_time=0:01:03.970368 2021-04-15 00:01:07,247 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0542, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:06.019392, arrival_time=2021-04-15 00:01:13.266575, cost_time=0:01:07.718121 2021-04-15 00:01:10,999 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0541, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:02.256954, arrival_time=2021-04-15 00:01:13.256178, cost_time=0:01:11.470264 2021-04-15 00:01:13,020 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=2.07ms, fps=673 images/s, loss=0.0542, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:13.020354, cost_time=0:01:13.491386 2021-04-15 00:01:14,345 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.33ms, fps=1936 images/s, loss=0.3086, top1-acc=90.51%, top5-acc=99.65%, remaining_time=0:00:03.967260, arrival_time=2021-04-15 00:01:18.312464, cost_time=0:00:01.322422 2021-04-15 00:01:15,528 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.68ms, fps=2165 images/s, loss=0.3207, top1-acc=90.78%, top5-acc=99.61%, remaining_time=0:00:02.505240, arrival_time=2021-04-15 00:01:18.033353, cost_time=0:00:02.505239 2021-04-15 00:01:16,711 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.43ms, fps=2165 images/s, loss=0.3354, top1-acc=90.42%, top5-acc=99.66%, remaining_time=0:00:01.229390, arrival_time=2021-04-15 00:01:17.940423, cost_time=0:00:03.688160 2021-04-15 00:01:17,786 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=2158 images/s, loss=0.3382, top1-acc=90.42%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:17.786707, cost_time=0:00:04.763963 2021-04-15 00:01:18,480 INFO : Epoch=0129 complete, best val top1-acc=91.36%, top5-acc=99.69% (epoch=125), remaining_time=1:33:36.905850, arrival_time=2021-04-15 01:34:55.386474, cost_time=2:50:05.364093 2021-04-15 00:01:18,483 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 00:01:22,423 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=2.01ms, fps=650 images/s, loss=0.0517, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:01:13.292742, arrival_time=2021-04-15 00:02:35.716565, cost_time=0:00:03.940471 2021-04-15 00:01:26,162 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.0527, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:01:07.578544, arrival_time=2021-04-15 00:02:33.741316, cost_time=0:00:07.679379 2021-04-15 00:01:29,914 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.0482, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:03.249320, arrival_time=2021-04-15 00:02:33.163347, cost_time=0:00:11.430587 2021-04-15 00:01:33,678 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.92ms, fps=680 images/s, loss=0.0462, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:59.258628, arrival_time=2021-04-15 00:02:32.936622, cost_time=0:00:15.194513 2021-04-15 00:01:37,435 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.0462, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:55.340570, arrival_time=2021-04-15 00:02:32.776151, cost_time=0:00:18.952254 2021-04-15 00:01:41,183 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.0454, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:51.453968, arrival_time=2021-04-15 00:02:32.637574, cost_time=0:00:22.700266 2021-04-15 00:01:44,918 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0446, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:47.583648, arrival_time=2021-04-15 00:02:32.502381, cost_time=0:00:26.435387 2021-04-15 00:01:48,667 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0456, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:43.767496, arrival_time=2021-04-15 00:02:32.435305, cost_time=0:00:30.184477 2021-04-15 00:01:52,421 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0454, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:39.971116, arrival_time=2021-04-15 00:02:32.392175, cost_time=0:00:33.937733 2021-04-15 00:01:56,171 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0455, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:36.180672, arrival_time=2021-04-15 00:02:32.352361, cost_time=0:00:37.688228 2021-04-15 00:01:59,908 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0469, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:32.386998, arrival_time=2021-04-15 00:02:32.295571, cost_time=0:00:41.425233 2021-04-15 00:02:03,656 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0468, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:28.609288, arrival_time=2021-04-15 00:02:32.265392, cost_time=0:00:45.172540 2021-04-15 00:02:07,398 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0470, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:24.833754, arrival_time=2021-04-15 00:02:32.232114, cost_time=0:00:48.915023 2021-04-15 00:02:11,144 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0467, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:21.064288, arrival_time=2021-04-15 00:02:32.208397, cost_time=0:00:52.660773 2021-04-15 00:02:14,894 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.0466, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:17.299358, arrival_time=2021-04-15 00:02:32.193668, cost_time=0:00:56.410982 2021-04-15 00:02:18,640 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0468, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:13.535316, arrival_time=2021-04-15 00:02:32.175584, cost_time=0:01:00.156927 2021-04-15 00:02:22,389 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0470, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:09.773868, arrival_time=2021-04-15 00:02:32.163199, cost_time=0:01:03.905991 2021-04-15 00:02:26,136 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0480, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:06.013600, arrival_time=2021-04-15 00:02:32.150043, cost_time=0:01:07.653014 2021-04-15 00:02:29,894 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.0482, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:02.255088, arrival_time=2021-04-15 00:02:32.149517, cost_time=0:01:11.411096 2021-04-15 00:02:31,895 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.22ms, fps=680 images/s, loss=0.0488, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:31.894984, cost_time=0:01:13.411662 2021-04-15 00:02:33,244 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.32ms, fps=1900 images/s, loss=0.3217, top1-acc=91.29%, top5-acc=99.57%, remaining_time=0:00:04.041060, arrival_time=2021-04-15 00:02:37.285209, cost_time=0:00:01.347020 2021-04-15 00:02:34,425 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.49ms, fps=2168 images/s, loss=0.3179, top1-acc=91.39%, top5-acc=99.69%, remaining_time=0:00:02.528200, arrival_time=2021-04-15 00:02:36.953443, cost_time=0:00:02.528201 2021-04-15 00:02:35,612 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.82ms, fps=2156 images/s, loss=0.3087, top1-acc=91.56%, top5-acc=99.70%, remaining_time=0:00:01.238560, arrival_time=2021-04-15 00:02:36.851354, cost_time=0:00:03.715668 2021-04-15 00:02:36,688 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.09ms, fps=2158 images/s, loss=0.3075, top1-acc=91.60%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:36.688557, cost_time=0:00:04.791518 2021-04-15 00:02:38,073 INFO : Epoch=0130 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:32:18.053780, arrival_time=2021-04-15 01:34:56.127349, cost_time=2:51:24.957017 2021-04-15 00:02:38,076 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 00:02:42,012 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.14ms, fps=650 images/s, loss=0.0546, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:01:13.205880, arrival_time=2021-04-15 00:03:55.217861, cost_time=0:00:03.935805 2021-04-15 00:02:45,757 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0519, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:07.592976, arrival_time=2021-04-15 00:03:53.350284, cost_time=0:00:07.681013 2021-04-15 00:02:49,493 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.92ms, fps=685 images/s, loss=0.0492, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:01:03.176612, arrival_time=2021-04-15 00:03:52.670241, cost_time=0:00:11.417450 2021-04-15 00:02:53,236 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0500, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:59.124624, arrival_time=2021-04-15 00:03:52.360896, cost_time=0:00:15.160180 2021-04-15 00:02:56,977 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0524, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:55.192088, arrival_time=2021-04-15 00:03:52.169638, cost_time=0:00:18.901382 2021-04-15 00:03:00,716 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0532, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:51.316608, arrival_time=2021-04-15 00:03:52.032581, cost_time=0:00:22.639694 2021-04-15 00:03:04,463 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0544, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:47.497464, arrival_time=2021-04-15 00:03:51.961098, cost_time=0:00:26.387493 2021-04-15 00:03:08,204 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0535, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:43.686412, arrival_time=2021-04-15 00:03:51.891252, cost_time=0:00:30.128524 2021-04-15 00:03:11,948 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0529, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:39.893842, arrival_time=2021-04-15 00:03:51.842255, cost_time=0:00:33.872150 2021-04-15 00:03:15,694 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0525, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:36.113376, arrival_time=2021-04-15 00:03:51.807607, cost_time=0:00:37.618133 2021-04-15 00:03:19,440 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0531, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:32.338924, arrival_time=2021-04-15 00:03:51.778858, cost_time=0:00:41.363753 2021-04-15 00:03:23,184 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0531, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:28.568552, arrival_time=2021-04-15 00:03:51.752980, cost_time=0:00:45.108183 2021-04-15 00:03:26,937 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0530, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:24.806430, arrival_time=2021-04-15 00:03:51.743761, cost_time=0:00:48.861144 2021-04-15 00:03:30,678 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.29ms, fps=684 images/s, loss=0.0529, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:21.040768, arrival_time=2021-04-15 00:03:51.718994, cost_time=0:00:52.601947 2021-04-15 00:03:34,422 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0532, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:17.279670, arrival_time=2021-04-15 00:03:51.702458, cost_time=0:00:56.346687 2021-04-15 00:03:38,155 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0531, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:13.517892, arrival_time=2021-04-15 00:03:51.673574, cost_time=0:01:00.079558 2021-04-15 00:03:41,894 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0526, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:09.760504, arrival_time=2021-04-15 00:03:51.655339, cost_time=0:01:03.818739 2021-04-15 00:03:45,632 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0523, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:06.005040, arrival_time=2021-04-15 00:03:51.637936, cost_time=0:01:07.556699 2021-04-15 00:03:49,375 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0515, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:02.251560, arrival_time=2021-04-15 00:03:51.627070, cost_time=0:01:11.299336 2021-04-15 00:03:51,381 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.55ms, fps=678 images/s, loss=0.0516, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:51.381378, cost_time=0:01:13.305283 2021-04-15 00:03:52,754 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.31ms, fps=1867 images/s, loss=0.3153, top1-acc=91.29%, top5-acc=99.41%, remaining_time=0:00:04.114290, arrival_time=2021-04-15 00:03:56.868970, cost_time=0:00:01.371434 2021-04-15 00:03:53,937 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.39ms, fps=2165 images/s, loss=0.3307, top1-acc=91.09%, top5-acc=99.61%, remaining_time=0:00:02.554140, arrival_time=2021-04-15 00:03:56.491615, cost_time=0:00:02.554145 2021-04-15 00:03:55,120 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.50ms, fps=2165 images/s, loss=0.3357, top1-acc=90.82%, top5-acc=99.64%, remaining_time=0:00:01.245730, arrival_time=2021-04-15 00:03:56.366163, cost_time=0:00:03.737197 2021-04-15 00:03:56,196 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.09ms, fps=2157 images/s, loss=0.3433, top1-acc=90.90%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:56.196174, cost_time=0:00:04.812974 2021-04-15 00:03:56,906 INFO : Epoch=0131 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:30:58.789893, arrival_time=2021-04-15 01:34:55.695899, cost_time=2:52:43.789506 2021-04-15 00:03:56,907 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 00:04:00,823 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.77ms, fps=654 images/s, loss=0.0495, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:01:12.830532, arrival_time=2021-04-15 00:05:13.653591, cost_time=0:00:03.915622 2021-04-15 00:04:04,564 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.0513, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:01:07.379664, arrival_time=2021-04-15 00:05:11.943966, cost_time=0:00:07.656774 2021-04-15 00:04:08,311 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0514, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:01:03.100750, arrival_time=2021-04-15 00:05:11.411935, cost_time=0:00:11.403736 2021-04-15 00:04:12,075 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.0500, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:59.155824, arrival_time=2021-04-15 00:05:11.231564, cost_time=0:00:15.168179 2021-04-15 00:04:15,824 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0510, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:55.238078, arrival_time=2021-04-15 00:05:11.062692, cost_time=0:00:18.917158 2021-04-15 00:04:19,574 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0508, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:51.379032, arrival_time=2021-04-15 00:05:10.953732, cost_time=0:00:22.667247 2021-04-15 00:04:23,313 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=2.09ms, fps=685 images/s, loss=0.0497, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:47.531106, arrival_time=2021-04-15 00:05:10.844887, cost_time=0:00:26.406201 2021-04-15 00:04:27,053 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0488, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:43.711352, arrival_time=2021-04-15 00:05:10.764524, cost_time=0:00:30.145723 2021-04-15 00:04:30,804 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.93ms, fps=683 images/s, loss=0.0480, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:39.923310, arrival_time=2021-04-15 00:05:10.727921, cost_time=0:00:33.897143 2021-04-15 00:04:34,555 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0487, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:36.141504, arrival_time=2021-04-15 00:05:10.696416, cost_time=0:00:37.647350 2021-04-15 00:04:38,297 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0489, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:32.359306, arrival_time=2021-04-15 00:05:10.656733, cost_time=0:00:41.389851 2021-04-15 00:04:42,032 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0486, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:28.578812, arrival_time=2021-04-15 00:05:10.610754, cost_time=0:00:45.124452 2021-04-15 00:04:45,786 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0491, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:24.815604, arrival_time=2021-04-15 00:05:10.602294, cost_time=0:00:48.879262 2021-04-15 00:04:49,557 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=2.14ms, fps=679 images/s, loss=0.0496, top1-acc=98.40%, top5-acc=99.99%, remaining_time=0:00:21.059976, arrival_time=2021-04-15 00:05:10.617348, cost_time=0:00:52.649874 2021-04-15 00:04:53,302 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.0494, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:17.294574, arrival_time=2021-04-15 00:05:10.597423, cost_time=0:00:56.395374 2021-04-15 00:04:57,055 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.61ms, fps=682 images/s, loss=0.0498, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:13.533228, arrival_time=2021-04-15 00:05:10.588342, cost_time=0:01:00.147655 2021-04-15 00:05:00,805 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0491, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:09.772672, arrival_time=2021-04-15 00:05:10.578343, cost_time=0:01:03.898211 2021-04-15 00:05:04,560 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.0492, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:06.013584, arrival_time=2021-04-15 00:05:10.573933, cost_time=0:01:07.652896 2021-04-15 00:05:08,302 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.93ms, fps=684 images/s, loss=0.0490, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:02.254572, arrival_time=2021-04-15 00:05:10.556862, cost_time=0:01:11.394783 2021-04-15 00:05:10,298 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.22ms, fps=681 images/s, loss=0.0494, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:10.298697, cost_time=0:01:13.391310 2021-04-15 00:05:11,595 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.67ms, fps=1977 images/s, loss=0.3216, top1-acc=90.94%, top5-acc=99.57%, remaining_time=0:00:03.884940, arrival_time=2021-04-15 00:05:15.480518, cost_time=0:00:01.294976 2021-04-15 00:05:12,779 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.38ms, fps=2164 images/s, loss=0.3336, top1-acc=90.86%, top5-acc=99.57%, remaining_time=0:00:02.478520, arrival_time=2021-04-15 00:05:15.257643, cost_time=0:00:02.478513 2021-04-15 00:05:13,963 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.39ms, fps=2163 images/s, loss=0.3341, top1-acc=90.92%, top5-acc=99.58%, remaining_time=0:00:01.220850, arrival_time=2021-04-15 00:05:15.184041, cost_time=0:00:03.662542 2021-04-15 00:05:15,038 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.09ms, fps=2159 images/s, loss=0.3394, top1-acc=90.50%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:15.038255, cost_time=0:00:04.737674 2021-04-15 00:05:16,513 INFO : Epoch=0132 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:29:39.931928, arrival_time=2021-04-15 01:34:56.445741, cost_time=2:54:03.397317 2021-04-15 00:05:16,514 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 00:05:20,442 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.76ms, fps=652 images/s, loss=0.0499, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:01:13.041828, arrival_time=2021-04-15 00:06:33.484095, cost_time=0:00:03.926980 2021-04-15 00:05:24,184 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0478, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:01:07.485616, arrival_time=2021-04-15 00:06:31.669678, cost_time=0:00:07.668819 2021-04-15 00:05:27,911 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.53ms, fps=687 images/s, loss=0.0446, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:01:03.058420, arrival_time=2021-04-15 00:06:30.969600, cost_time=0:00:11.396089 2021-04-15 00:05:31,654 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0450, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:59.044128, arrival_time=2021-04-15 00:06:30.698824, cost_time=0:00:15.139511 2021-04-15 00:05:35,404 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=2.04ms, fps=683 images/s, loss=0.0429, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:55.156902, arrival_time=2021-04-15 00:06:30.561472, cost_time=0:00:18.889345 2021-04-15 00:05:39,152 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.0398, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:51.310488, arrival_time=2021-04-15 00:06:30.462671, cost_time=0:00:22.637006 2021-04-15 00:05:42,900 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0389, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:47.493558, arrival_time=2021-04-15 00:06:30.393940, cost_time=0:00:26.385294 2021-04-15 00:05:46,636 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0382, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:43.676088, arrival_time=2021-04-15 00:06:30.312731, cost_time=0:00:30.121449 2021-04-15 00:05:50,381 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0380, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:39.886634, arrival_time=2021-04-15 00:06:30.267718, cost_time=0:00:33.865999 2021-04-15 00:05:54,128 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0383, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:36.108864, arrival_time=2021-04-15 00:06:30.237553, cost_time=0:00:37.613403 2021-04-15 00:05:57,869 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0393, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:32.331098, arrival_time=2021-04-15 00:06:30.200043, cost_time=0:00:41.353764 2021-04-15 00:06:01,613 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0395, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:28.562016, arrival_time=2021-04-15 00:06:30.175075, cost_time=0:00:45.097879 2021-04-15 00:06:05,345 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.63ms, fps=686 images/s, loss=0.0396, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:24.790524, arrival_time=2021-04-15 00:06:30.135557, cost_time=0:00:48.829863 2021-04-15 00:06:09,091 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0399, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:21.030576, arrival_time=2021-04-15 00:06:30.122055, cost_time=0:00:52.576391 2021-04-15 00:06:12,839 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0396, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:17.272908, arrival_time=2021-04-15 00:06:30.112742, cost_time=0:00:56.324644 2021-04-15 00:06:16,587 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0396, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:13.516236, arrival_time=2021-04-15 00:06:30.103415, cost_time=0:01:00.072097 2021-04-15 00:06:20,327 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0401, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:09.759490, arrival_time=2021-04-15 00:06:30.086626, cost_time=0:01:03.812046 2021-04-15 00:06:24,066 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0404, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:06.004512, arrival_time=2021-04-15 00:06:30.070471, cost_time=0:01:07.550784 2021-04-15 00:06:27,814 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.0408, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:02.251572, arrival_time=2021-04-15 00:06:30.066447, cost_time=0:01:11.299741 2021-04-15 00:06:29,814 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.24ms, fps=681 images/s, loss=0.0411, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:29.814203, cost_time=0:01:13.299031 2021-04-15 00:06:31,107 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.52ms, fps=1982 images/s, loss=0.3879, top1-acc=89.96%, top5-acc=99.41%, remaining_time=0:00:03.874500, arrival_time=2021-04-15 00:06:34.982384, cost_time=0:00:01.291499 2021-04-15 00:06:32,290 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.54ms, fps=2166 images/s, loss=0.3527, top1-acc=90.29%, top5-acc=99.49%, remaining_time=0:00:02.473880, arrival_time=2021-04-15 00:06:34.764051, cost_time=0:00:02.473884 2021-04-15 00:06:33,473 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.56ms, fps=2164 images/s, loss=0.3407, top1-acc=90.36%, top5-acc=99.58%, remaining_time=0:00:01.219040, arrival_time=2021-04-15 00:06:34.692535, cost_time=0:00:03.657106 2021-04-15 00:06:34,553 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.09ms, fps=2150 images/s, loss=0.3513, top1-acc=90.25%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:34.553055, cost_time=0:00:04.736780 2021-04-15 00:06:35,249 INFO : Epoch=0133 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:28:20.623260, arrival_time=2021-04-15 01:34:55.872509, cost_time=2:55:22.132728 2021-04-15 00:06:35,251 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 00:06:39,157 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.46ms, fps=655 images/s, loss=0.0512, top1-acc=98.12%, top5-acc=99.96%, remaining_time=0:01:12.650298, arrival_time=2021-04-15 00:07:51.807680, cost_time=0:00:03.905934 2021-04-15 00:06:42,902 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.0465, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:01:07.327744, arrival_time=2021-04-15 00:07:50.230136, cost_time=0:00:07.650876 2021-04-15 00:06:46,646 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0459, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:01:03.053108, arrival_time=2021-04-15 00:07:49.699688, cost_time=0:00:11.395149 2021-04-15 00:06:50,383 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0439, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:59.015112, arrival_time=2021-04-15 00:07:49.398642, cost_time=0:00:15.132094 2021-04-15 00:06:54,129 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0425, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:55.123322, arrival_time=2021-04-15 00:07:49.252682, cost_time=0:00:18.877849 2021-04-15 00:06:57,894 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.0418, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:51.324632, arrival_time=2021-04-15 00:07:49.219270, cost_time=0:00:22.643195 2021-04-15 00:07:01,632 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0405, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:47.486376, arrival_time=2021-04-15 00:07:49.119158, cost_time=0:00:26.381343 2021-04-15 00:07:05,370 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.0405, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:43.672376, arrival_time=2021-04-15 00:07:49.042662, cost_time=0:00:30.118849 2021-04-15 00:07:09,106 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0406, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:39.874126, arrival_time=2021-04-15 00:07:48.980951, cost_time=0:00:33.855393 2021-04-15 00:07:12,857 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0413, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:36.101664, arrival_time=2021-04-15 00:07:48.959077, cost_time=0:00:37.605883 2021-04-15 00:07:16,610 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0421, top1-acc=98.60%, top5-acc=99.99%, remaining_time=0:00:32.335140, arrival_time=2021-04-15 00:07:48.945613, cost_time=0:00:41.358945 2021-04-15 00:07:20,355 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0425, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:28.565968, arrival_time=2021-04-15 00:07:48.921825, cost_time=0:00:45.104206 2021-04-15 00:07:24,102 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0435, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:24.801414, arrival_time=2021-04-15 00:07:48.904168, cost_time=0:00:48.851327 2021-04-15 00:07:27,842 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0424, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:21.036176, arrival_time=2021-04-15 00:07:48.878133, cost_time=0:00:52.590434 2021-04-15 00:07:31,586 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.0425, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:17.276174, arrival_time=2021-04-15 00:07:48.862958, cost_time=0:00:56.335337 2021-04-15 00:07:35,340 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=2.65ms, fps=682 images/s, loss=0.0427, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:13.520088, arrival_time=2021-04-15 00:07:48.860844, cost_time=0:01:00.089321 2021-04-15 00:07:39,089 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0422, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:09.763416, arrival_time=2021-04-15 00:07:48.852535, cost_time=0:01:03.837679 2021-04-15 00:07:42,836 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0420, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:06.007504, arrival_time=2021-04-15 00:07:48.843470, cost_time=0:01:07.584448 2021-04-15 00:07:46,574 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.19ms, fps=685 images/s, loss=0.0418, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:02.252310, arrival_time=2021-04-15 00:07:48.826842, cost_time=0:01:11.323092 2021-04-15 00:07:48,572 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.0415, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:48.572760, cost_time=0:01:13.321329 2021-04-15 00:07:49,917 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.22ms, fps=1908 images/s, loss=0.3896, top1-acc=89.88%, top5-acc=99.65%, remaining_time=0:00:04.025400, arrival_time=2021-04-15 00:07:53.942271, cost_time=0:00:01.341805 2021-04-15 00:07:51,106 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=2.21ms, fps=2153 images/s, loss=0.3527, top1-acc=90.62%, top5-acc=99.69%, remaining_time=0:00:02.532060, arrival_time=2021-04-15 00:07:53.638924, cost_time=0:00:02.532062 2021-04-15 00:07:52,289 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.51ms, fps=2166 images/s, loss=0.3482, top1-acc=90.72%, top5-acc=99.69%, remaining_time=0:00:01.238100, arrival_time=2021-04-15 00:07:53.527247, cost_time=0:00:03.714295 2021-04-15 00:07:53,363 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.09ms, fps=2160 images/s, loss=0.3595, top1-acc=90.66%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:53.363661, cost_time=0:00:04.788942 2021-04-15 00:07:54,059 INFO : Epoch=0134 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:27:01.360056, arrival_time=2021-04-15 01:34:55.419642, cost_time=2:56:40.943086 2021-04-15 00:07:54,060 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 00:07:57,963 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.50ms, fps=656 images/s, loss=0.0364, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:01:12.584454, arrival_time=2021-04-15 00:09:10.547880, cost_time=0:00:03.902392 2021-04-15 00:08:01,697 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0343, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:01:07.201024, arrival_time=2021-04-15 00:09:08.898552, cost_time=0:00:07.636484 2021-04-15 00:08:05,434 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0346, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:01:02.931430, arrival_time=2021-04-15 00:09:08.365626, cost_time=0:00:11.373164 2021-04-15 00:08:09,181 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0361, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:58.968156, arrival_time=2021-04-15 00:09:08.149250, cost_time=0:00:15.120051 2021-04-15 00:08:12,933 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0352, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:55.106970, arrival_time=2021-04-15 00:09:08.040285, cost_time=0:00:18.872273 2021-04-15 00:08:16,676 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0367, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:51.262208, arrival_time=2021-04-15 00:09:07.938879, cost_time=0:00:22.615702 2021-04-15 00:08:20,409 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0365, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:47.426904, arrival_time=2021-04-15 00:09:07.836116, cost_time=0:00:26.348257 2021-04-15 00:08:24,144 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0356, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:43.621104, arrival_time=2021-04-15 00:09:07.765613, cost_time=0:00:30.083541 2021-04-15 00:08:27,881 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0350, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:39.832362, arrival_time=2021-04-15 00:09:07.713335, cost_time=0:00:33.819907 2021-04-15 00:08:31,620 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0363, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:36.057504, arrival_time=2021-04-15 00:09:07.678391, cost_time=0:00:37.559930 2021-04-15 00:08:35,364 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.0370, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:32.291452, arrival_time=2021-04-15 00:09:07.655446, cost_time=0:00:41.303040 2021-04-15 00:08:39,111 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0384, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:28.531616, arrival_time=2021-04-15 00:09:07.642559, cost_time=0:00:45.049897 2021-04-15 00:08:42,870 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.0383, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:24.780228, arrival_time=2021-04-15 00:09:07.651027, cost_time=0:00:48.809548 2021-04-15 00:08:46,627 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0389, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:21.026376, arrival_time=2021-04-15 00:09:07.653410, cost_time=0:00:52.565919 2021-04-15 00:08:50,386 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.0393, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:17.273138, arrival_time=2021-04-15 00:09:07.659739, cost_time=0:00:56.325503 2021-04-15 00:08:54,150 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.28ms, fps=680 images/s, loss=0.0400, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:13.520052, arrival_time=2021-04-15 00:09:07.670295, cost_time=0:01:00.089100 2021-04-15 00:08:57,905 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=2.90ms, fps=682 images/s, loss=0.0398, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:09.764352, arrival_time=2021-04-15 00:09:07.669342, cost_time=0:01:03.843861 2021-04-15 00:09:01,660 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.0401, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:06.008832, arrival_time=2021-04-15 00:09:07.669441, cost_time=0:01:07.599417 2021-04-15 00:09:05,415 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0406, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:02.253306, arrival_time=2021-04-15 00:09:07.669023, cost_time=0:01:11.354674 2021-04-15 00:09:07,415 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.24ms, fps=680 images/s, loss=0.0410, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:07.415026, cost_time=0:01:13.353857 2021-04-15 00:09:08,712 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=2.07ms, fps=1976 images/s, loss=0.3127, top1-acc=90.74%, top5-acc=99.84%, remaining_time=0:00:03.885720, arrival_time=2021-04-15 00:09:12.598651, cost_time=0:00:01.295237 2021-04-15 00:09:09,899 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.76ms, fps=2158 images/s, loss=0.3006, top1-acc=91.33%, top5-acc=99.77%, remaining_time=0:00:02.481820, arrival_time=2021-04-15 00:09:12.381413, cost_time=0:00:02.481812 2021-04-15 00:09:11,084 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.65ms, fps=2162 images/s, loss=0.3125, top1-acc=91.17%, top5-acc=99.69%, remaining_time=0:00:01.222200, arrival_time=2021-04-15 00:09:12.306631, cost_time=0:00:03.666610 2021-04-15 00:09:12,160 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=1.19ms, fps=2157 images/s, loss=0.3086, top1-acc=91.16%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:12.160643, cost_time=0:00:04.742990 2021-04-15 00:09:12,846 INFO : Epoch=0135 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:25:42.092085, arrival_time=2021-04-15 01:34:54.938355, cost_time=2:57:59.729773 2021-04-15 00:09:12,847 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 00:09:16,803 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.67ms, fps=647 images/s, loss=0.0342, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:01:13.573602, arrival_time=2021-04-15 00:10:30.376881, cost_time=0:00:03.955570 2021-04-15 00:09:20,552 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.35ms, fps=683 images/s, loss=0.0413, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:01:07.797664, arrival_time=2021-04-15 00:10:28.349687, cost_time=0:00:07.704275 2021-04-15 00:09:24,306 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.0430, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:01:03.407186, arrival_time=2021-04-15 00:10:27.714045, cost_time=0:00:11.459118 2021-04-15 00:09:28,056 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.0405, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:59.312760, arrival_time=2021-04-15 00:10:27.368898, cost_time=0:00:15.208398 2021-04-15 00:09:31,808 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=3.05ms, fps=682 images/s, loss=0.0393, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:55.364514, arrival_time=2021-04-15 00:10:27.172736, cost_time=0:00:18.960439 2021-04-15 00:09:35,557 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.0390, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:51.475048, arrival_time=2021-04-15 00:10:27.032389, cost_time=0:00:22.709576 2021-04-15 00:09:39,298 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0376, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:47.610360, arrival_time=2021-04-15 00:10:26.908281, cost_time=0:00:26.450199 2021-04-15 00:09:43,039 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0368, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:43.777588, arrival_time=2021-04-15 00:10:26.816697, cost_time=0:00:30.191410 2021-04-15 00:09:46,793 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0372, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:39.980974, arrival_time=2021-04-15 00:10:26.774826, cost_time=0:00:33.946146 2021-04-15 00:09:50,544 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0367, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:36.188448, arrival_time=2021-04-15 00:10:26.732495, cost_time=0:00:37.696337 2021-04-15 00:09:54,307 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.43ms, fps=680 images/s, loss=0.0375, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:32.413572, arrival_time=2021-04-15 00:10:26.720506, cost_time=0:00:41.459237 2021-04-15 00:09:58,056 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.0372, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:28.632316, arrival_time=2021-04-15 00:10:26.688909, cost_time=0:00:45.208868 2021-04-15 00:10:01,803 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0383, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:24.854544, arrival_time=2021-04-15 00:10:26.658178, cost_time=0:00:48.955930 2021-04-15 00:10:05,540 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0392, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:21.077000, arrival_time=2021-04-15 00:10:26.617086, cost_time=0:00:52.692473 2021-04-15 00:10:09,277 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0395, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:17.304970, arrival_time=2021-04-15 00:10:26.581976, cost_time=0:00:56.429302 2021-04-15 00:10:13,025 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0396, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:13.539960, arrival_time=2021-04-15 00:10:26.565336, cost_time=0:01:00.177668 2021-04-15 00:10:16,788 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.0396, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:09.779172, arrival_time=2021-04-15 00:10:26.567714, cost_time=0:01:03.940700 2021-04-15 00:10:20,523 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0395, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:06.015664, arrival_time=2021-04-15 00:10:26.539531, cost_time=0:01:07.676237 2021-04-15 00:10:24,272 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.0400, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:02.255502, arrival_time=2021-04-15 00:10:26.527425, cost_time=0:01:11.424206 2021-04-15 00:10:26,276 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.44ms, fps=679 images/s, loss=0.0403, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:26.276576, cost_time=0:01:13.428859 2021-04-15 00:10:27,611 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.70ms, fps=1921 images/s, loss=0.3837, top1-acc=89.96%, top5-acc=99.26%, remaining_time=0:00:03.998310, arrival_time=2021-04-15 00:10:31.609712, cost_time=0:00:01.332771 2021-04-15 00:10:28,798 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.43ms, fps=2157 images/s, loss=0.3766, top1-acc=90.06%, top5-acc=99.30%, remaining_time=0:00:02.519940, arrival_time=2021-04-15 00:10:31.318603, cost_time=0:00:02.519941 2021-04-15 00:10:29,979 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.31ms, fps=2169 images/s, loss=0.3824, top1-acc=89.83%, top5-acc=99.32%, remaining_time=0:00:01.233510, arrival_time=2021-04-15 00:10:31.212696, cost_time=0:00:03.700543 2021-04-15 00:10:31,056 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=1.19ms, fps=2154 images/s, loss=0.3833, top1-acc=89.88%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:31.056431, cost_time=0:00:04.777833 2021-04-15 00:10:31,750 INFO : Epoch=0136 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:24:22.886592, arrival_time=2021-04-15 01:34:54.637110, cost_time=2:59:18.634020 2021-04-15 00:10:31,751 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 00:10:35,662 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.75ms, fps=655 images/s, loss=0.0380, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:01:12.740136, arrival_time=2021-04-15 00:11:48.402838, cost_time=0:00:03.910755 2021-04-15 00:10:39,406 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.0408, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:01:07.356784, arrival_time=2021-04-15 00:11:46.762924, cost_time=0:00:07.654184 2021-04-15 00:10:43,170 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.0402, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:01:03.180596, arrival_time=2021-04-15 00:11:46.350733, cost_time=0:00:11.418189 2021-04-15 00:10:46,917 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=3.04ms, fps=683 images/s, loss=0.0378, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:59.143656, arrival_time=2021-04-15 00:11:46.060815, cost_time=0:00:15.165056 2021-04-15 00:10:50,672 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0371, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:55.247276, arrival_time=2021-04-15 00:11:45.919560, cost_time=0:00:18.920301 2021-04-15 00:10:54,431 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=3.21ms, fps=681 images/s, loss=0.0362, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:51.406368, arrival_time=2021-04-15 00:11:45.837666, cost_time=0:00:22.679288 2021-04-15 00:10:58,192 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0375, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:47.593224, arrival_time=2021-04-15 00:11:45.785909, cost_time=0:00:26.440693 2021-04-15 00:11:01,951 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=3.46ms, fps=681 images/s, loss=0.0391, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:43.788724, arrival_time=2021-04-15 00:11:45.739990, cost_time=0:00:30.199158 2021-04-15 00:11:05,714 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=2.40ms, fps=681 images/s, loss=0.0394, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:39.999206, arrival_time=2021-04-15 00:11:45.713399, cost_time=0:00:33.961574 2021-04-15 00:11:09,484 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.29ms, fps=679 images/s, loss=0.0395, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:36.222816, arrival_time=2021-04-15 00:11:45.706884, cost_time=0:00:37.732099 2021-04-15 00:11:13,270 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=2.54ms, fps=676 images/s, loss=0.0391, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:32.460098, arrival_time=2021-04-15 00:11:45.730828, cost_time=0:00:41.518745 2021-04-15 00:11:17,029 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.0387, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:28.675484, arrival_time=2021-04-15 00:11:45.704657, cost_time=0:00:45.277135 2021-04-15 00:11:20,797 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.41ms, fps=680 images/s, loss=0.0380, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:24.899886, arrival_time=2021-04-15 00:11:45.697118, cost_time=0:00:49.045214 2021-04-15 00:11:24,559 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=2.52ms, fps=681 images/s, loss=0.0378, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:21.123032, arrival_time=2021-04-15 00:11:45.682653, cost_time=0:00:52.807616 2021-04-15 00:11:28,309 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0380, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:17.344116, arrival_time=2021-04-15 00:11:45.653369, cost_time=0:00:56.556833 2021-04-15 00:11:32,064 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0380, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:13.570380, arrival_time=2021-04-15 00:11:45.635120, cost_time=0:01:00.312796 2021-04-15 00:11:35,827 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.0379, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:09.799764, arrival_time=2021-04-15 00:11:45.627164, cost_time=0:01:04.075396 2021-04-15 00:11:39,575 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0383, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:06.028784, arrival_time=2021-04-15 00:11:45.604618, cost_time=0:01:07.823854 2021-04-15 00:11:43,326 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.94ms, fps=683 images/s, loss=0.0386, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:02.260248, arrival_time=2021-04-15 00:11:45.586796, cost_time=0:01:11.574512 2021-04-15 00:11:45,330 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.93ms, fps=679 images/s, loss=0.0387, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:45.330163, cost_time=0:01:13.578210 2021-04-15 00:11:46,639 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.69ms, fps=1958 images/s, loss=0.3243, top1-acc=91.33%, top5-acc=99.53%, remaining_time=0:00:03.921660, arrival_time=2021-04-15 00:11:50.561409, cost_time=0:00:01.307225 2021-04-15 00:11:47,828 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.52ms, fps=2155 images/s, loss=0.3301, top1-acc=91.07%, top5-acc=99.65%, remaining_time=0:00:02.495700, arrival_time=2021-04-15 00:11:50.323725, cost_time=0:00:02.495693 2021-04-15 00:11:49,012 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.51ms, fps=2161 images/s, loss=0.3315, top1-acc=91.05%, top5-acc=99.61%, remaining_time=0:00:01.226830, arrival_time=2021-04-15 00:11:50.239659, cost_time=0:00:03.680504 2021-04-15 00:11:50,109 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=11.02ms, fps=2117 images/s, loss=0.3369, top1-acc=91.13%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:50.109231, cost_time=0:00:04.776814 2021-04-15 00:11:50,841 INFO : Epoch=0137 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:23:03.771177, arrival_time=2021-04-15 01:34:54.612380, cost_time=3:00:37.724688 2021-04-15 00:11:50,842 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 00:11:54,794 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.42ms, fps=648 images/s, loss=0.0327, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:01:13.499946, arrival_time=2021-04-15 00:13:08.294619, cost_time=0:00:03.951607 2021-04-15 00:11:58,545 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0350, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:07.784112, arrival_time=2021-04-15 00:13:06.329828, cost_time=0:00:07.702748 2021-04-15 00:12:02,301 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0351, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:01:03.403036, arrival_time=2021-04-15 00:13:05.704378, cost_time=0:00:11.458377 2021-04-15 00:12:06,050 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0358, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:59.307144, arrival_time=2021-04-15 00:13:05.357227, cost_time=0:00:15.206965 2021-04-15 00:12:09,805 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.32ms, fps=682 images/s, loss=0.0360, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:55.369478, arrival_time=2021-04-15 00:13:05.174585, cost_time=0:00:18.962143 2021-04-15 00:12:13,561 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0372, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:51.495176, arrival_time=2021-04-15 00:13:05.056580, cost_time=0:00:22.718436 2021-04-15 00:12:17,323 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0362, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:47.664162, arrival_time=2021-04-15 00:13:04.987232, cost_time=0:00:26.480064 2021-04-15 00:12:21,073 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0366, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:43.834544, arrival_time=2021-04-15 00:13:04.908356, cost_time=0:00:30.230710 2021-04-15 00:12:24,821 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0366, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:40.018816, arrival_time=2021-04-15 00:13:04.839978, cost_time=0:00:33.978195 2021-04-15 00:12:28,572 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0369, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:36.220224, arrival_time=2021-04-15 00:13:04.792652, cost_time=0:00:37.729379 2021-04-15 00:12:32,316 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0371, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:32.424408, arrival_time=2021-04-15 00:13:04.740446, cost_time=0:00:41.473066 2021-04-15 00:12:36,068 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0370, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:28.643032, arrival_time=2021-04-15 00:13:04.711846, cost_time=0:00:45.225847 2021-04-15 00:12:39,811 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0372, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:24.861012, arrival_time=2021-04-15 00:13:04.672616, cost_time=0:00:48.968625 2021-04-15 00:12:43,574 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.0369, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:21.092400, arrival_time=2021-04-15 00:13:04.666351, cost_time=0:00:52.730989 2021-04-15 00:12:47,312 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.64ms, fps=685 images/s, loss=0.0368, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:17.317298, arrival_time=2021-04-15 00:13:04.629708, cost_time=0:00:56.469441 2021-04-15 00:12:51,055 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0369, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:13.547700, arrival_time=2021-04-15 00:13:04.602752, cost_time=0:01:00.211958 2021-04-15 00:12:54,813 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.0373, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:09.783696, arrival_time=2021-04-15 00:13:04.596929, cost_time=0:01:03.970351 2021-04-15 00:12:58,558 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0372, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:06.019152, arrival_time=2021-04-15 00:13:04.577590, cost_time=0:01:07.715442 2021-04-15 00:13:02,303 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.25ms, fps=684 images/s, loss=0.0378, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:02.256660, arrival_time=2021-04-15 00:13:04.560537, cost_time=0:01:11.460920 2021-04-15 00:13:04,299 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.22ms, fps=682 images/s, loss=0.0382, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:04.299408, cost_time=0:01:13.456532 2021-04-15 00:13:05,643 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.42ms, fps=1907 images/s, loss=0.2945, top1-acc=91.29%, top5-acc=99.73%, remaining_time=0:00:04.026330, arrival_time=2021-04-15 00:13:09.669869, cost_time=0:00:01.342112 2021-04-15 00:13:06,828 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.33ms, fps=2162 images/s, loss=0.2989, top1-acc=91.58%, top5-acc=99.67%, remaining_time=0:00:02.527040, arrival_time=2021-04-15 00:13:09.355379, cost_time=0:00:02.527044 2021-04-15 00:13:08,011 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.41ms, fps=2165 images/s, loss=0.3203, top1-acc=91.05%, top5-acc=99.64%, remaining_time=0:00:01.236720, arrival_time=2021-04-15 00:13:09.248149, cost_time=0:00:03.710156 2021-04-15 00:13:09,090 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=2151 images/s, loss=0.3150, top1-acc=91.18%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:09.090246, cost_time=0:00:04.789018 2021-04-15 00:13:09,759 INFO : Epoch=0138 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:21:44.578944, arrival_time=2021-04-15 01:34:54.338841, cost_time=3:01:56.643396 2021-04-15 00:13:09,761 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 00:13:13,688 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.51ms, fps=652 images/s, loss=0.0492, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:01:13.040898, arrival_time=2021-04-15 00:14:26.729191, cost_time=0:00:03.926932 2021-04-15 00:13:17,435 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0542, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:01:07.530672, arrival_time=2021-04-15 00:14:24.965970, cost_time=0:00:07.673941 2021-04-15 00:13:21,185 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0528, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:01:03.211472, arrival_time=2021-04-15 00:14:24.396615, cost_time=0:00:11.423773 2021-04-15 00:13:24,931 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0505, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:59.163624, arrival_time=2021-04-15 00:14:24.095185, cost_time=0:00:15.170162 2021-04-15 00:13:28,686 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0505, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:55.261000, arrival_time=2021-04-15 00:14:23.947394, cost_time=0:00:18.925025 2021-04-15 00:13:32,438 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.0481, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:51.402152, arrival_time=2021-04-15 00:14:23.840978, cost_time=0:00:22.677431 2021-04-15 00:13:36,195 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.0478, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:47.581380, arrival_time=2021-04-15 00:14:23.776905, cost_time=0:00:26.434085 2021-04-15 00:13:39,946 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.0467, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:43.767728, arrival_time=2021-04-15 00:14:23.713807, cost_time=0:00:30.184619 2021-04-15 00:13:43,686 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.91ms, fps=685 images/s, loss=0.0459, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:39.956170, arrival_time=2021-04-15 00:14:23.642576, cost_time=0:00:33.925013 2021-04-15 00:13:47,448 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.0458, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:36.179232, arrival_time=2021-04-15 00:14:23.627327, cost_time=0:00:37.686718 2021-04-15 00:13:51,202 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.0460, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:32.399640, arrival_time=2021-04-15 00:14:23.602441, cost_time=0:00:41.441428 2021-04-15 00:13:54,944 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0452, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:28.616052, arrival_time=2021-04-15 00:14:23.560631, cost_time=0:00:45.183204 2021-04-15 00:13:58,694 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0447, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:24.843060, arrival_time=2021-04-15 00:14:23.537783, cost_time=0:00:48.933356 2021-04-15 00:14:02,445 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0447, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:21.073528, arrival_time=2021-04-15 00:14:23.518762, cost_time=0:00:52.683868 2021-04-15 00:14:06,201 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0444, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:17.308374, arrival_time=2021-04-15 00:14:23.510088, cost_time=0:00:56.440312 2021-04-15 00:14:09,950 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0440, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:13.542480, arrival_time=2021-04-15 00:14:23.492800, cost_time=0:01:00.188855 2021-04-15 00:14:13,704 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=2.52ms, fps=682 images/s, loss=0.0439, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:09.779510, arrival_time=2021-04-15 00:14:23.483988, cost_time=0:01:03.942992 2021-04-15 00:14:17,474 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=2.57ms, fps=679 images/s, loss=0.0435, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:06.018976, arrival_time=2021-04-15 00:14:23.493843, cost_time=0:01:07.713398 2021-04-15 00:14:21,219 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.32ms, fps=684 images/s, loss=0.0431, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:02.256582, arrival_time=2021-04-15 00:14:23.476373, cost_time=0:01:11.458429 2021-04-15 00:14:23,218 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.0429, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:23.218698, cost_time=0:01:13.457223 2021-04-15 00:14:24,516 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.59ms, fps=1977 images/s, loss=0.3464, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:03.883770, arrival_time=2021-04-15 00:14:28.400268, cost_time=0:00:01.294591 2021-04-15 00:14:25,700 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.44ms, fps=2163 images/s, loss=0.3413, top1-acc=90.57%, top5-acc=99.67%, remaining_time=0:00:02.478380, arrival_time=2021-04-15 00:14:28.178638, cost_time=0:00:02.478376 2021-04-15 00:14:26,881 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.40ms, fps=2168 images/s, loss=0.3318, top1-acc=91.00%, top5-acc=99.67%, remaining_time=0:00:01.219820, arrival_time=2021-04-15 00:14:28.101176, cost_time=0:00:03.659473 2021-04-15 00:14:27,956 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.35ms, fps=2158 images/s, loss=0.3201, top1-acc=91.12%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:27.956812, cost_time=0:00:04.734962 2021-04-15 00:14:28,672 INFO : Epoch=0139 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:20:25.387981, arrival_time=2021-04-15 01:34:54.060672, cost_time=3:03:15.556195 2021-04-15 00:14:28,673 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 00:14:32,607 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=2.11ms, fps=651 images/s, loss=0.0367, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:01:13.161054, arrival_time=2021-04-15 00:15:45.768607, cost_time=0:00:03.933388 2021-04-15 00:14:36,353 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0365, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:01:07.575552, arrival_time=2021-04-15 00:15:43.928748, cost_time=0:00:07.679034 2021-04-15 00:14:40,093 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0361, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:01:03.185576, arrival_time=2021-04-15 00:15:43.278709, cost_time=0:00:11.419092 2021-04-15 00:14:43,843 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.0351, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:59.159100, arrival_time=2021-04-15 00:15:43.002230, cost_time=0:00:15.168998 2021-04-15 00:14:47,596 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=3.89ms, fps=682 images/s, loss=0.0344, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:55.254430, arrival_time=2021-04-15 00:15:42.851270, cost_time=0:00:18.922756 2021-04-15 00:14:51,344 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0335, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:51.386104, arrival_time=2021-04-15 00:15:42.730484, cost_time=0:00:22.670345 2021-04-15 00:14:55,090 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0329, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:47.550132, arrival_time=2021-04-15 00:15:42.641000, cost_time=0:00:26.416735 2021-04-15 00:14:58,837 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0331, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:43.737568, arrival_time=2021-04-15 00:15:42.575500, cost_time=0:00:30.163874 2021-04-15 00:15:02,590 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0327, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:39.945464, arrival_time=2021-04-15 00:15:42.535573, cost_time=0:00:33.915973 2021-04-15 00:15:06,328 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0326, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:36.147648, arrival_time=2021-04-15 00:15:42.475682, cost_time=0:00:37.653782 2021-04-15 00:15:10,074 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0333, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:32.367734, arrival_time=2021-04-15 00:15:42.442387, cost_time=0:00:41.400608 2021-04-15 00:15:13,822 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0333, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:28.593860, arrival_time=2021-04-15 00:15:42.416216, cost_time=0:00:45.148167 2021-04-15 00:15:17,561 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0332, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:24.819894, arrival_time=2021-04-15 00:15:42.381648, cost_time=0:00:48.887704 2021-04-15 00:15:21,305 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0332, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:21.052528, arrival_time=2021-04-15 00:15:42.357849, cost_time=0:00:52.631289 2021-04-15 00:15:25,047 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0334, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:17.287904, arrival_time=2021-04-15 00:15:42.335513, cost_time=0:00:56.373566 2021-04-15 00:15:28,792 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0337, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:13.526712, arrival_time=2021-04-15 00:15:42.319534, cost_time=0:01:00.118691 2021-04-15 00:15:32,535 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0341, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:09.767030, arrival_time=2021-04-15 00:15:42.302548, cost_time=0:01:03.861395 2021-04-15 00:15:36,287 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0344, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:06.010080, arrival_time=2021-04-15 00:15:42.297563, cost_time=0:01:07.613444 2021-04-15 00:15:40,028 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.0344, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:02.253300, arrival_time=2021-04-15 00:15:42.281873, cost_time=0:01:11.354441 2021-04-15 00:15:42,022 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.34ms, fps=682 images/s, loss=0.0345, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:42.022890, cost_time=0:01:13.348853 2021-04-15 00:15:43,346 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.32ms, fps=1937 images/s, loss=0.3373, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:03.965760, arrival_time=2021-04-15 00:15:47.312438, cost_time=0:00:01.321921 2021-04-15 00:15:44,529 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.22ms, fps=2165 images/s, loss=0.3257, top1-acc=91.45%, top5-acc=99.71%, remaining_time=0:00:02.504960, arrival_time=2021-04-15 00:15:47.034677, cost_time=0:00:02.504966 2021-04-15 00:15:45,712 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.56ms, fps=2164 images/s, loss=0.3189, top1-acc=91.65%, top5-acc=99.73%, remaining_time=0:00:01.229350, arrival_time=2021-04-15 00:15:46.942159, cost_time=0:00:03.688048 2021-04-15 00:15:46,793 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=1.24ms, fps=2147 images/s, loss=0.3214, top1-acc=91.52%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:46.793802, cost_time=0:00:04.769068 2021-04-15 00:15:47,446 INFO : Epoch=0140 complete, best val top1-acc=91.60%, top5-acc=99.72% (epoch=130), remaining_time=1:19:06.141180, arrival_time=2021-04-15 01:34:53.587145, cost_time=3:04:34.329467 2021-04-15 00:15:47,447 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 00:15:51,368 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.40ms, fps=653 images/s, loss=0.0347, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:01:12.923718, arrival_time=2021-04-15 00:17:04.291792, cost_time=0:00:03.920631 2021-04-15 00:15:55,129 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.36ms, fps=681 images/s, loss=0.0363, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:01:07.600368, arrival_time=2021-04-15 00:17:02.729549, cost_time=0:00:07.681864 2021-04-15 00:15:58,875 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0360, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:01:03.235708, arrival_time=2021-04-15 00:17:02.111158, cost_time=0:00:11.428125 2021-04-15 00:16:02,625 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0363, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:59.196228, arrival_time=2021-04-15 00:17:01.822082, cost_time=0:00:15.178535 2021-04-15 00:16:06,373 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0374, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:55.263482, arrival_time=2021-04-15 00:17:01.636670, cost_time=0:00:18.925866 2021-04-15 00:16:10,128 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0365, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:51.410992, arrival_time=2021-04-15 00:17:01.539632, cost_time=0:00:22.681303 2021-04-15 00:16:13,868 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0380, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:47.557440, arrival_time=2021-04-15 00:17:01.425668, cost_time=0:00:26.420827 2021-04-15 00:16:17,625 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0371, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:43.757288, arrival_time=2021-04-15 00:17:01.382164, cost_time=0:00:30.177445 2021-04-15 00:16:21,374 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.0363, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:39.958714, arrival_time=2021-04-15 00:17:01.333393, cost_time=0:00:33.927248 2021-04-15 00:16:25,123 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0364, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:36.169536, arrival_time=2021-04-15 00:17:01.293434, cost_time=0:00:37.676580 2021-04-15 00:16:28,876 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=0.0355, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:32.389664, arrival_time=2021-04-15 00:17:01.265669, cost_time=0:00:41.428644 2021-04-15 00:16:32,625 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.0350, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:28.612556, arrival_time=2021-04-15 00:17:01.237639, cost_time=0:00:45.177702 2021-04-15 00:16:36,374 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0347, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:24.839892, arrival_time=2021-04-15 00:17:01.214234, cost_time=0:00:48.927015 2021-04-15 00:16:40,109 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0349, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:21.064736, arrival_time=2021-04-15 00:17:01.173911, cost_time=0:00:52.661851 2021-04-15 00:16:43,845 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0344, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:17.295586, arrival_time=2021-04-15 00:17:01.141405, cost_time=0:00:56.398599 2021-04-15 00:16:47,588 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.72ms, fps=684 images/s, loss=0.0342, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:13.531572, arrival_time=2021-04-15 00:17:01.119420, cost_time=0:01:00.140292 2021-04-15 00:16:51,332 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0340, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:09.770618, arrival_time=2021-04-15 00:17:01.102890, cost_time=0:01:03.884854 2021-04-15 00:16:55,081 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0338, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:06.011904, arrival_time=2021-04-15 00:17:01.093076, cost_time=0:01:07.633846 2021-04-15 00:16:58,837 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0340, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:02.254428, arrival_time=2021-04-15 00:17:01.092111, cost_time=0:01:11.390265 2021-04-15 00:17:00,843 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=2.02ms, fps=678 images/s, loss=0.0338, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:00.843369, cost_time=0:01:13.396049 2021-04-15 00:17:02,196 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.37ms, fps=1895 images/s, loss=0.2906, top1-acc=91.99%, top5-acc=99.77%, remaining_time=0:00:04.052790, arrival_time=2021-04-15 00:17:06.249132, cost_time=0:00:01.350934 2021-04-15 00:17:03,383 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.83ms, fps=2158 images/s, loss=0.3069, top1-acc=91.80%, top5-acc=99.73%, remaining_time=0:00:02.537720, arrival_time=2021-04-15 00:17:05.920891, cost_time=0:00:02.537717 2021-04-15 00:17:04,569 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.32ms, fps=2159 images/s, loss=0.3002, top1-acc=91.94%, top5-acc=99.73%, remaining_time=0:00:01.241310, arrival_time=2021-04-15 00:17:05.810630, cost_time=0:00:03.723918 2021-04-15 00:17:05,647 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.20ms, fps=2153 images/s, loss=0.2979, top1-acc=91.94%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:05.647226, cost_time=0:00:04.801725 2021-04-15 00:17:07,166 INFO : Epoch=0141 complete, best val top1-acc=91.94%, top5-acc=99.69% (epoch=141), remaining_time=1:17:47.297306, arrival_time=2021-04-15 01:34:54.463313, cost_time=3:05:54.049494 2021-04-15 00:17:07,167 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 00:17:11,088 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.59ms, fps=653 images/s, loss=0.0313, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:01:12.932274, arrival_time=2021-04-15 00:18:24.020839, cost_time=0:00:03.921092 2021-04-15 00:17:14,840 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0322, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:01:07.525040, arrival_time=2021-04-15 00:18:22.365918, cost_time=0:00:07.673308 2021-04-15 00:17:18,594 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0286, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:01:03.229732, arrival_time=2021-04-15 00:18:21.824264, cost_time=0:00:11.427060 2021-04-15 00:17:22,327 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0279, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:59.125248, arrival_time=2021-04-15 00:18:21.453019, cost_time=0:00:15.160300 2021-04-15 00:17:26,070 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0272, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:55.196906, arrival_time=2021-04-15 00:18:21.267427, cost_time=0:00:18.903056 2021-04-15 00:17:29,818 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0276, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:51.343128, arrival_time=2021-04-15 00:18:21.161955, cost_time=0:00:22.651408 2021-04-15 00:17:33,552 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.37ms, fps=686 images/s, loss=0.0288, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:47.493558, arrival_time=2021-04-15 00:18:21.046333, cost_time=0:00:26.385311 2021-04-15 00:17:37,312 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.42ms, fps=681 images/s, loss=0.0281, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:43.709960, arrival_time=2021-04-15 00:18:21.022407, cost_time=0:00:30.144835 2021-04-15 00:17:41,063 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0279, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:39.921508, arrival_time=2021-04-15 00:18:20.984634, cost_time=0:00:33.895649 2021-04-15 00:17:44,809 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0277, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:36.136704, arrival_time=2021-04-15 00:18:20.946548, cost_time=0:00:37.642373 2021-04-15 00:17:48,566 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.0277, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:32.366444, arrival_time=2021-04-15 00:18:20.932963, cost_time=0:00:41.398964 2021-04-15 00:17:52,317 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0273, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:28.595076, arrival_time=2021-04-15 00:18:20.912776, cost_time=0:00:45.150171 2021-04-15 00:17:56,059 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0270, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:24.822072, arrival_time=2021-04-15 00:18:20.881424, cost_time=0:00:48.891979 2021-04-15 00:17:59,819 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.0274, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:21.060704, arrival_time=2021-04-15 00:18:20.879986, cost_time=0:00:52.651810 2021-04-15 00:18:03,560 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0272, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:17.293976, arrival_time=2021-04-15 00:18:20.854807, cost_time=0:00:56.393450 2021-04-15 00:18:07,306 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0272, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:13.531284, arrival_time=2021-04-15 00:18:20.837749, cost_time=0:01:00.139095 2021-04-15 00:18:11,046 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0274, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:09.769734, arrival_time=2021-04-15 00:18:20.816309, cost_time=0:01:03.879106 2021-04-15 00:18:14,792 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=2.46ms, fps=684 images/s, loss=0.0275, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:06.011072, arrival_time=2021-04-15 00:18:20.803094, cost_time=0:01:07.624473 2021-04-15 00:18:18,543 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0278, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:02.253966, arrival_time=2021-04-15 00:18:20.797148, cost_time=0:01:11.375679 2021-04-15 00:18:20,540 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.0279, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:20.540930, cost_time=0:01:13.373553 2021-04-15 00:18:21,868 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.47ms, fps=1931 images/s, loss=0.3148, top1-acc=91.87%, top5-acc=99.65%, remaining_time=0:00:03.977700, arrival_time=2021-04-15 00:18:25.846535, cost_time=0:00:01.325905 2021-04-15 00:18:23,051 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.42ms, fps=2166 images/s, loss=0.3040, top1-acc=91.87%, top5-acc=99.63%, remaining_time=0:00:02.508620, arrival_time=2021-04-15 00:18:25.560055, cost_time=0:00:02.508623 2021-04-15 00:18:24,235 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.40ms, fps=2163 images/s, loss=0.3042, top1-acc=91.86%, top5-acc=99.71%, remaining_time=0:00:01.230830, arrival_time=2021-04-15 00:18:25.466126, cost_time=0:00:03.692490 2021-04-15 00:18:25,310 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=1.36ms, fps=2158 images/s, loss=0.3082, top1-acc=91.91%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:25.310578, cost_time=0:00:04.767814 2021-04-15 00:18:26,058 INFO : Epoch=0142 complete, best val top1-acc=91.94%, top5-acc=99.69% (epoch=141), remaining_time=1:16:28.102992, arrival_time=2021-04-15 01:34:54.161245, cost_time=3:07:12.941753 2021-04-15 00:18:26,059 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 00:18:29,990 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.35ms, fps=651 images/s, loss=0.0355, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:13.116600, arrival_time=2021-04-15 00:19:43.107309, cost_time=0:00:03.931005 2021-04-15 00:18:33,737 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0349, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:01:07.560064, arrival_time=2021-04-15 00:19:41.297066, cost_time=0:00:07.677290 2021-04-15 00:18:37,499 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.0353, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:01:03.297626, arrival_time=2021-04-15 00:19:40.796786, cost_time=0:00:11.439333 2021-04-15 00:18:41,256 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0340, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:59.266272, arrival_time=2021-04-15 00:19:40.522627, cost_time=0:00:15.196498 2021-04-15 00:18:45,010 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.0350, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:55.335460, arrival_time=2021-04-15 00:19:40.345719, cost_time=0:00:18.950520 2021-04-15 00:18:48,755 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0333, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:51.442680, arrival_time=2021-04-15 00:19:40.197712, cost_time=0:00:22.695328 2021-04-15 00:18:52,509 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0329, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:47.608722, arrival_time=2021-04-15 00:19:40.117694, cost_time=0:00:26.449265 2021-04-15 00:18:56,255 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0323, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:43.784432, arrival_time=2021-04-15 00:19:40.040291, cost_time=0:00:30.196141 2021-04-15 00:19:00,029 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.43ms, fps=679 images/s, loss=0.0311, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:40.008852, arrival_time=2021-04-15 00:19:40.038344, cost_time=0:00:33.969773 2021-04-15 00:19:03,777 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0302, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:36.208800, arrival_time=2021-04-15 00:19:39.986100, cost_time=0:00:37.717500 2021-04-15 00:19:07,521 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0295, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:32.415378, arrival_time=2021-04-15 00:19:39.936578, cost_time=0:00:41.461567 2021-04-15 00:19:11,274 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.0294, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:28.636040, arrival_time=2021-04-15 00:19:39.910686, cost_time=0:00:45.214830 2021-04-15 00:19:15,018 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0288, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:24.856128, arrival_time=2021-04-15 00:19:39.874953, cost_time=0:00:48.959085 2021-04-15 00:19:18,762 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0288, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:21.081032, arrival_time=2021-04-15 00:19:39.843253, cost_time=0:00:52.702609 2021-04-15 00:19:22,508 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0287, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:17.310950, arrival_time=2021-04-15 00:19:39.819359, cost_time=0:00:56.448693 2021-04-15 00:19:26,264 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.89ms, fps=682 images/s, loss=0.0286, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:13.546080, arrival_time=2021-04-15 00:19:39.810658, cost_time=0:01:00.204827 2021-04-15 00:19:30,012 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0286, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:09.780914, arrival_time=2021-04-15 00:19:39.792864, cost_time=0:01:03.952211 2021-04-15 00:19:33,760 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0287, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:06.017808, arrival_time=2021-04-15 00:19:39.777930, cost_time=0:01:07.700285 2021-04-15 00:19:37,527 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.78ms, fps=680 images/s, loss=0.0286, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:02.256888, arrival_time=2021-04-15 00:19:39.784703, cost_time=0:01:11.468035 2021-04-15 00:19:39,532 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.58ms, fps=679 images/s, loss=0.0283, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:39.532836, cost_time=0:01:13.473126 2021-04-15 00:19:40,829 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.44ms, fps=1978 images/s, loss=0.3067, top1-acc=92.15%, top5-acc=99.61%, remaining_time=0:00:03.882420, arrival_time=2021-04-15 00:19:44.711536, cost_time=0:00:01.294142 2021-04-15 00:19:42,017 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.58ms, fps=2155 images/s, loss=0.2993, top1-acc=91.93%, top5-acc=99.75%, remaining_time=0:00:02.482940, arrival_time=2021-04-15 00:19:44.500829, cost_time=0:00:02.482935 2021-04-15 00:19:43,199 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.95ms, fps=2168 images/s, loss=0.2956, top1-acc=92.06%, top5-acc=99.69%, remaining_time=0:00:01.221500, arrival_time=2021-04-15 00:19:44.420924, cost_time=0:00:03.664494 2021-04-15 00:19:44,277 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=2153 images/s, loss=0.3012, top1-acc=92.13%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:44.277344, cost_time=0:00:04.742528 2021-04-15 00:19:45,627 INFO : Epoch=0143 complete, best val top1-acc=92.13%, top5-acc=99.68% (epoch=143), remaining_time=1:15:09.182448, arrival_time=2021-04-15 01:34:54.809393, cost_time=3:08:32.510387 2021-04-15 00:19:45,629 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 00:19:49,599 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.67ms, fps=645 images/s, loss=0.0283, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:01:13.830654, arrival_time=2021-04-15 00:21:03.429604, cost_time=0:00:03.969388 2021-04-15 00:19:53,342 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.22ms, fps=684 images/s, loss=0.0256, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:01:07.874752, arrival_time=2021-04-15 00:21:01.217359, cost_time=0:00:07.713043 2021-04-15 00:19:57,080 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0235, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:01:03.361204, arrival_time=2021-04-15 00:21:00.441630, cost_time=0:00:11.450815 2021-04-15 00:20:00,834 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.0235, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:59.297940, arrival_time=2021-04-15 00:21:00.132096, cost_time=0:00:15.204584 2021-04-15 00:20:04,586 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0227, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:55.353564, arrival_time=2021-04-15 00:20:59.939889, cost_time=0:00:18.956679 2021-04-15 00:20:08,345 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.63ms, fps=681 images/s, loss=0.0225, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:51.488512, arrival_time=2021-04-15 00:20:59.833630, cost_time=0:00:22.715514 2021-04-15 00:20:12,101 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.0229, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:47.649042, arrival_time=2021-04-15 00:20:59.750345, cost_time=0:00:26.471718 2021-04-15 00:20:15,852 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0228, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:43.823060, arrival_time=2021-04-15 00:20:59.675415, cost_time=0:00:30.222763 2021-04-15 00:20:19,619 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.72ms, fps=680 images/s, loss=0.0228, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:40.031748, arrival_time=2021-04-15 00:20:59.650688, cost_time=0:00:33.989265 2021-04-15 00:20:23,354 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0233, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:36.215616, arrival_time=2021-04-15 00:20:59.569829, cost_time=0:00:37.724644 2021-04-15 00:20:27,111 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.0240, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:32.431460, arrival_time=2021-04-15 00:20:59.543102, cost_time=0:00:41.482057 2021-04-15 00:20:30,861 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0242, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:28.646680, arrival_time=2021-04-15 00:20:59.507878, cost_time=0:00:45.231635 2021-04-15 00:20:34,609 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.0246, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:24.866820, arrival_time=2021-04-15 00:20:59.476480, cost_time=0:00:48.980048 2021-04-15 00:20:38,357 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0250, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:21.091280, arrival_time=2021-04-15 00:20:59.449111, cost_time=0:00:52.728259 2021-04-15 00:20:42,102 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0250, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:17.318310, arrival_time=2021-04-15 00:20:59.420624, cost_time=0:00:56.472683 2021-04-15 00:20:45,836 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0255, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:13.546476, arrival_time=2021-04-15 00:20:59.382541, cost_time=0:01:00.206585 2021-04-15 00:20:49,574 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0255, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:09.779822, arrival_time=2021-04-15 00:20:59.354395, cost_time=0:01:03.945001 2021-04-15 00:20:53,320 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0256, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:06.016960, arrival_time=2021-04-15 00:20:59.337169, cost_time=0:01:07.690731 2021-04-15 00:20:57,062 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.30ms, fps=684 images/s, loss=0.0257, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:02.255772, arrival_time=2021-04-15 00:20:59.318158, cost_time=0:01:11.432871 2021-04-15 00:20:59,066 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.26ms, fps=679 images/s, loss=0.0258, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:59.065920, cost_time=0:01:13.436348 2021-04-15 00:21:00,400 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.66ms, fps=1921 images/s, loss=0.2694, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:03.997470, arrival_time=2021-04-15 00:21:04.397964, cost_time=0:00:01.332487 2021-04-15 00:21:01,583 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.39ms, fps=2166 images/s, loss=0.2820, top1-acc=92.36%, top5-acc=99.65%, remaining_time=0:00:02.515160, arrival_time=2021-04-15 00:21:04.098219, cost_time=0:00:02.515154 2021-04-15 00:21:02,763 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.44ms, fps=2170 images/s, loss=0.2867, top1-acc=92.47%, top5-acc=99.67%, remaining_time=0:00:01.231750, arrival_time=2021-04-15 00:21:03.995123, cost_time=0:00:03.695253 2021-04-15 00:21:03,840 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=1.47ms, fps=2154 images/s, loss=0.2809, top1-acc=92.48%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:03.840871, cost_time=0:00:04.772983 2021-04-15 00:21:06,050 INFO : Epoch=0144 complete, best val top1-acc=92.48%, top5-acc=99.68% (epoch=144), remaining_time=1:13:50.585376, arrival_time=2021-04-15 01:34:56.635720, cost_time=3:09:52.933829 2021-04-15 00:21:06,051 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 00:21:09,988 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.43ms, fps=650 images/s, loss=0.0253, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:01:13.225410, arrival_time=2021-04-15 00:22:23.214079, cost_time=0:00:03.936849 2021-04-15 00:21:13,728 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0234, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:01:07.553904, arrival_time=2021-04-15 00:22:21.282298, cost_time=0:00:07.676573 2021-04-15 00:21:17,471 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0262, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:01:03.186904, arrival_time=2021-04-15 00:22:20.658138, cost_time=0:00:11.419320 2021-04-15 00:21:21,212 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0259, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:59.126808, arrival_time=2021-04-15 00:22:20.339294, cost_time=0:00:15.160736 2021-04-15 00:21:24,953 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.98ms, fps=684 images/s, loss=0.0254, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:55.192088, arrival_time=2021-04-15 00:22:20.145228, cost_time=0:00:18.901415 2021-04-15 00:21:28,689 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0248, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:51.312256, arrival_time=2021-04-15 00:22:20.001766, cost_time=0:00:22.637763 2021-04-15 00:21:32,442 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0237, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:47.503134, arrival_time=2021-04-15 00:22:19.945709, cost_time=0:00:26.390649 2021-04-15 00:21:36,189 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.0242, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:43.700100, arrival_time=2021-04-15 00:22:19.889894, cost_time=0:00:30.137980 2021-04-15 00:21:39,940 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0245, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:39.913346, arrival_time=2021-04-15 00:22:19.853839, cost_time=0:00:33.888682 2021-04-15 00:21:43,697 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0246, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:36.139584, arrival_time=2021-04-15 00:22:19.836934, cost_time=0:00:37.645405 2021-04-15 00:21:47,439 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.0252, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:32.357242, arrival_time=2021-04-15 00:22:19.796267, cost_time=0:00:41.387207 2021-04-15 00:21:51,176 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0246, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:28.579040, arrival_time=2021-04-15 00:22:19.755601, cost_time=0:00:45.124817 2021-04-15 00:21:54,911 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0251, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:24.805440, arrival_time=2021-04-15 00:22:19.716482, cost_time=0:00:48.859234 2021-04-15 00:21:58,675 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.0254, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:21.049336, arrival_time=2021-04-15 00:22:19.724389, cost_time=0:00:52.623311 2021-04-15 00:22:02,425 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0253, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:17.287950, arrival_time=2021-04-15 00:22:19.713429, cost_time=0:00:56.373755 2021-04-15 00:22:06,172 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0255, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:13.527072, arrival_time=2021-04-15 00:22:19.699180, cost_time=0:01:00.120388 2021-04-15 00:22:09,915 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0261, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:09.767394, arrival_time=2021-04-15 00:22:19.682966, cost_time=0:01:03.863761 2021-04-15 00:22:13,653 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0261, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:06.009056, arrival_time=2021-04-15 00:22:19.662653, cost_time=0:01:07.601869 2021-04-15 00:22:17,402 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0262, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:02.253180, arrival_time=2021-04-15 00:22:19.655630, cost_time=0:01:11.350725 2021-04-15 00:22:19,413 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.28ms, fps=676 images/s, loss=0.0264, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:19.413676, cost_time=0:01:13.361925 2021-04-15 00:22:20,713 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.48ms, fps=1974 images/s, loss=0.3048, top1-acc=92.42%, top5-acc=99.69%, remaining_time=0:00:03.891120, arrival_time=2021-04-15 00:22:24.604682, cost_time=0:00:01.297044 2021-04-15 00:22:21,898 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.48ms, fps=2162 images/s, loss=0.3064, top1-acc=92.19%, top5-acc=99.71%, remaining_time=0:00:02.481780, arrival_time=2021-04-15 00:22:24.380037, cost_time=0:00:02.481779 2021-04-15 00:22:23,082 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.30ms, fps=2163 images/s, loss=0.2947, top1-acc=92.37%, top5-acc=99.69%, remaining_time=0:00:01.221810, arrival_time=2021-04-15 00:22:24.303753, cost_time=0:00:03.665421 2021-04-15 00:22:24,161 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=1.30ms, fps=2151 images/s, loss=0.2917, top1-acc=92.17%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:24.161025, cost_time=0:00:04.744575 2021-04-15 00:22:24,829 INFO : Epoch=0145 complete, best val top1-acc=92.48%, top5-acc=99.68% (epoch=144), remaining_time=1:12:31.339520, arrival_time=2021-04-15 01:34:56.169305, cost_time=3:11:11.713287 2021-04-15 00:22:24,830 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 00:22:28,738 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.52ms, fps=655 images/s, loss=0.0243, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:01:12.682104, arrival_time=2021-04-15 00:23:41.420891, cost_time=0:00:03.907635 2021-04-15 00:22:32,479 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0251, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:07.305920, arrival_time=2021-04-15 00:23:39.785469, cost_time=0:00:07.648392 2021-04-15 00:22:36,220 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0233, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:01:03.019078, arrival_time=2021-04-15 00:23:39.239213, cost_time=0:00:11.388981 2021-04-15 00:22:39,976 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=2.79ms, fps=682 images/s, loss=0.0248, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:59.065188, arrival_time=2021-04-15 00:23:39.041218, cost_time=0:00:15.144908 2021-04-15 00:22:43,733 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.0233, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:55.194862, arrival_time=2021-04-15 00:23:38.928382, cost_time=0:00:18.902364 2021-04-15 00:22:47,476 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0234, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:51.328712, arrival_time=2021-04-15 00:23:38.804906, cost_time=0:00:22.645034 2021-04-15 00:22:51,221 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0240, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:47.503260, arrival_time=2021-04-15 00:23:38.725042, cost_time=0:00:26.390715 2021-04-15 00:22:54,978 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0238, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:43.713208, arrival_time=2021-04-15 00:23:38.691478, cost_time=0:00:30.147041 2021-04-15 00:22:58,734 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0233, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:39.930942, arrival_time=2021-04-15 00:23:38.665633, cost_time=0:00:33.903626 2021-04-15 00:23:02,480 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0225, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:36.143424, arrival_time=2021-04-15 00:23:38.623869, cost_time=0:00:37.649388 2021-04-15 00:23:06,226 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=2.10ms, fps=684 images/s, loss=0.0225, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:32.363262, arrival_time=2021-04-15 00:23:38.589304, cost_time=0:00:41.394893 2021-04-15 00:23:09,967 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.0227, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:28.586640, arrival_time=2021-04-15 00:23:38.554561, cost_time=0:00:45.136845 2021-04-15 00:23:13,702 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.0229, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:24.811446, arrival_time=2021-04-15 00:23:38.513600, cost_time=0:00:48.871091 2021-04-15 00:23:17,448 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0227, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:21.046928, arrival_time=2021-04-15 00:23:38.495245, cost_time=0:00:52.617258 2021-04-15 00:23:21,205 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:17.287996, arrival_time=2021-04-15 00:23:38.493166, cost_time=0:00:56.373917 2021-04-15 00:23:24,955 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:13.527828, arrival_time=2021-04-15 00:23:38.482760, cost_time=0:01:00.123700 2021-04-15 00:23:28,716 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.0229, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:09.770696, arrival_time=2021-04-15 00:23:38.487268, cost_time=0:01:03.885331 2021-04-15 00:23:32,464 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0228, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:06.011824, arrival_time=2021-04-15 00:23:38.476051, cost_time=0:01:07.633067 2021-04-15 00:23:36,205 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.28ms, fps=684 images/s, loss=0.0231, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:02.253924, arrival_time=2021-04-15 00:23:38.459519, cost_time=0:01:11.374302 2021-04-15 00:23:38,207 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.23ms, fps=680 images/s, loss=0.0231, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:38.207083, cost_time=0:01:13.376010 2021-04-15 00:23:39,547 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.19ms, fps=1913 images/s, loss=0.3107, top1-acc=91.95%, top5-acc=99.61%, remaining_time=0:00:04.013550, arrival_time=2021-04-15 00:23:43.560604, cost_time=0:00:01.337848 2021-04-15 00:23:40,727 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.30ms, fps=2169 images/s, loss=0.2902, top1-acc=92.56%, top5-acc=99.67%, remaining_time=0:00:02.518700, arrival_time=2021-04-15 00:23:43.246561, cost_time=0:00:02.518706 2021-04-15 00:23:41,908 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.29ms, fps=2169 images/s, loss=0.2950, top1-acc=92.42%, top5-acc=99.73%, remaining_time=0:00:01.233150, arrival_time=2021-04-15 00:23:43.141778, cost_time=0:00:03.699463 2021-04-15 00:23:42,984 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=1.23ms, fps=2157 images/s, loss=0.2903, top1-acc=92.36%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:42.984763, cost_time=0:00:04.775546 2021-04-15 00:23:43,671 INFO : Epoch=0146 complete, best val top1-acc=92.48%, top5-acc=99.68% (epoch=144), remaining_time=1:11:12.122898, arrival_time=2021-04-15 01:34:55.793890, cost_time=3:12:30.554498 2021-04-15 00:23:43,672 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 00:23:47,625 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.49ms, fps=648 images/s, loss=0.0248, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:01:13.527846, arrival_time=2021-04-15 00:25:01.153492, cost_time=0:00:03.953108 2021-04-15 00:23:51,367 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.73ms, fps=684 images/s, loss=0.0231, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:07.711776, arrival_time=2021-04-15 00:24:59.078737, cost_time=0:00:07.694518 2021-04-15 00:23:55,108 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0220, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:03.276876, arrival_time=2021-04-15 00:24:58.384903, cost_time=0:00:11.435580 2021-04-15 00:23:58,856 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0215, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:59.216196, arrival_time=2021-04-15 00:24:58.072292, cost_time=0:00:15.183651 2021-04-15 00:24:02,604 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0215, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:55.282462, arrival_time=2021-04-15 00:24:57.887273, cost_time=0:00:18.932370 2021-04-15 00:24:06,353 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0217, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:51.410040, arrival_time=2021-04-15 00:24:57.763396, cost_time=0:00:22.680918 2021-04-15 00:24:10,101 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.0210, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:47.571426, arrival_time=2021-04-15 00:24:57.672587, cost_time=0:00:26.428591 2021-04-15 00:24:13,851 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=2.14ms, fps=683 images/s, loss=0.0206, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:43.758796, arrival_time=2021-04-15 00:24:57.609751, cost_time=0:00:30.178517 2021-04-15 00:24:17,595 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0213, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:39.953202, arrival_time=2021-04-15 00:24:57.548168, cost_time=0:00:33.922517 2021-04-15 00:24:21,347 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=2.87ms, fps=682 images/s, loss=0.0217, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:36.167808, arrival_time=2021-04-15 00:24:57.515157, cost_time=0:00:37.674810 2021-04-15 00:24:25,091 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0213, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:32.382354, arrival_time=2021-04-15 00:24:57.474084, cost_time=0:00:41.419292 2021-04-15 00:24:28,840 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=2.81ms, fps=683 images/s, loss=0.0218, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:28.606172, arrival_time=2021-04-15 00:24:57.446235, cost_time=0:00:45.167620 2021-04-15 00:24:32,574 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.60ms, fps=686 images/s, loss=0.0218, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:24.826956, arrival_time=2021-04-15 00:24:57.401008, cost_time=0:00:48.901594 2021-04-15 00:24:36,313 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0221, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:21.056448, arrival_time=2021-04-15 00:24:57.369975, cost_time=0:00:52.641092 2021-04-15 00:24:40,056 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0226, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:17.291216, arrival_time=2021-04-15 00:24:57.348060, cost_time=0:00:56.384414 2021-04-15 00:24:43,804 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.0226, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:13.529592, arrival_time=2021-04-15 00:24:57.333579, cost_time=0:01:00.131515 2021-04-15 00:24:47,545 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0231, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:09.768720, arrival_time=2021-04-15 00:24:57.313637, cost_time=0:01:03.872481 2021-04-15 00:24:51,281 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0233, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:06.009712, arrival_time=2021-04-15 00:24:57.291389, cost_time=0:01:07.609235 2021-04-15 00:24:55,037 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0233, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:02.253618, arrival_time=2021-04-15 00:24:57.290533, cost_time=0:01:11.364477 2021-04-15 00:24:57,043 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.27ms, fps=678 images/s, loss=0.0239, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:57.043777, cost_time=0:01:13.371233 2021-04-15 00:24:58,404 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.22ms, fps=1885 images/s, loss=0.3637, top1-acc=90.86%, top5-acc=99.49%, remaining_time=0:00:04.073760, arrival_time=2021-04-15 00:25:02.478041, cost_time=0:00:01.357925 2021-04-15 00:24:59,586 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.30ms, fps=2167 images/s, loss=0.3577, top1-acc=91.04%, top5-acc=99.51%, remaining_time=0:00:02.539660, arrival_time=2021-04-15 00:25:02.125654, cost_time=0:00:02.539657 2021-04-15 00:25:00,772 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.37ms, fps=2159 images/s, loss=0.3535, top1-acc=91.04%, top5-acc=99.54%, remaining_time=0:00:01.241900, arrival_time=2021-04-15 00:25:02.013986, cost_time=0:00:03.725692 2021-04-15 00:25:01,847 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.09ms, fps=2158 images/s, loss=0.3435, top1-acc=91.22%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:01.847643, cost_time=0:00:04.801368 2021-04-15 00:25:02,552 INFO : Epoch=0147 complete, best val top1-acc=92.48%, top5-acc=99.68% (epoch=144), remaining_time=1:09:52.926036, arrival_time=2021-04-15 01:34:55.478892, cost_time=3:13:49.436351 2021-04-15 00:25:02,554 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 00:25:06,494 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.35ms, fps=650 images/s, loss=0.0453, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:01:13.274886, arrival_time=2021-04-15 00:26:19.768833, cost_time=0:00:03.939507 2021-04-15 00:25:10,248 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.0434, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:07.706496, arrival_time=2021-04-15 00:26:17.954788, cost_time=0:00:07.693923 2021-04-15 00:25:14,002 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0420, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:03.345600, arrival_time=2021-04-15 00:26:17.347910, cost_time=0:00:11.448007 2021-04-15 00:25:17,747 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.0386, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:59.254416, arrival_time=2021-04-15 00:26:17.002161, cost_time=0:00:15.193436 2021-04-15 00:25:21,497 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.0359, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:55.314874, arrival_time=2021-04-15 00:26:16.812634, cost_time=0:00:18.943436 2021-04-15 00:25:25,247 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.0354, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:51.436832, arrival_time=2021-04-15 00:26:16.683896, cost_time=0:00:22.692741 2021-04-15 00:25:28,994 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.0343, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:47.592342, arrival_time=2021-04-15 00:26:16.586835, cost_time=0:00:26.440181 2021-04-15 00:25:32,737 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0326, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:43.765640, arrival_time=2021-04-15 00:26:16.503301, cost_time=0:00:30.183232 2021-04-15 00:25:36,492 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.0324, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:39.970798, arrival_time=2021-04-15 00:26:16.462701, cost_time=0:00:33.937493 2021-04-15 00:25:40,240 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.98ms, fps=683 images/s, loss=0.0311, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:36.178368, arrival_time=2021-04-15 00:26:16.418516, cost_time=0:00:37.685826 2021-04-15 00:25:43,980 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0308, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:32.387428, arrival_time=2021-04-15 00:26:16.367392, cost_time=0:00:41.425732 2021-04-15 00:25:47,734 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0300, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:28.614076, arrival_time=2021-04-15 00:26:16.348576, cost_time=0:00:45.180096 2021-04-15 00:25:51,464 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.50ms, fps=687 images/s, loss=0.0290, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:24.831180, arrival_time=2021-04-15 00:26:16.295351, cost_time=0:00:48.909863 2021-04-15 00:25:55,210 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0283, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:21.062664, arrival_time=2021-04-15 00:26:16.273519, cost_time=0:00:52.656632 2021-04-15 00:25:58,957 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0272, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:17.296874, arrival_time=2021-04-15 00:26:16.254113, cost_time=0:00:56.402894 2021-04-15 00:26:02,714 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.0271, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:13.536036, arrival_time=2021-04-15 00:26:16.250437, cost_time=0:01:00.160094 2021-04-15 00:26:06,459 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0270, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:09.773712, arrival_time=2021-04-15 00:26:16.233118, cost_time=0:01:03.905097 2021-04-15 00:26:10,198 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0267, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:06.012816, arrival_time=2021-04-15 00:26:16.211329, cost_time=0:01:07.644197 2021-04-15 00:26:13,945 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.27ms, fps=683 images/s, loss=0.0266, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:02.254464, arrival_time=2021-04-15 00:26:16.200183, cost_time=0:01:11.391452 2021-04-15 00:26:15,950 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.25ms, fps=679 images/s, loss=0.0266, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:15.950242, cost_time=0:01:13.395941 2021-04-15 00:26:17,328 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.22ms, fps=1861 images/s, loss=0.2867, top1-acc=92.15%, top5-acc=99.53%, remaining_time=0:00:04.127490, arrival_time=2021-04-15 00:26:21.455581, cost_time=0:00:01.375833 2021-04-15 00:26:18,517 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=2.17ms, fps=2153 images/s, loss=0.2976, top1-acc=92.11%, top5-acc=99.65%, remaining_time=0:00:02.565300, arrival_time=2021-04-15 00:26:21.082839, cost_time=0:00:02.565293 2021-04-15 00:26:19,703 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.31ms, fps=2159 images/s, loss=0.3079, top1-acc=91.85%, top5-acc=99.54%, remaining_time=0:00:01.250510, arrival_time=2021-04-15 00:26:20.954280, cost_time=0:00:03.751542 2021-04-15 00:26:20,791 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.12ms, fps=2134 images/s, loss=0.3008, top1-acc=92.13%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:20.791330, cost_time=0:00:04.839098 2021-04-15 00:26:21,498 INFO : Epoch=0148 complete, best val top1-acc=92.48%, top5-acc=99.68% (epoch=144), remaining_time=1:08:33.755880, arrival_time=2021-04-15 01:34:55.254482, cost_time=3:15:08.382055 2021-04-15 00:26:21,500 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 00:26:25,405 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.82ms, fps=656 images/s, loss=0.0171, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:01:12.626676, arrival_time=2021-04-15 00:27:38.032264, cost_time=0:00:03.904655 2021-04-15 00:26:29,146 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.0212, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:01:07.279344, arrival_time=2021-04-15 00:27:36.425577, cost_time=0:00:07.645389 2021-04-15 00:26:32,887 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0220, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:01:03.005300, arrival_time=2021-04-15 00:27:35.892639, cost_time=0:00:11.386492 2021-04-15 00:26:36,628 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0217, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:58.998888, arrival_time=2021-04-15 00:27:35.627762, cost_time=0:00:15.127910 2021-04-15 00:26:40,368 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.0212, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:55.094122, arrival_time=2021-04-15 00:27:35.462832, cost_time=0:00:18.867860 2021-04-15 00:26:44,108 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.0226, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:51.242488, arrival_time=2021-04-15 00:27:35.350470, cost_time=0:00:22.607004 2021-04-15 00:26:47,866 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.0226, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:47.457522, arrival_time=2021-04-15 00:27:35.323858, cost_time=0:00:26.365274 2021-04-15 00:26:51,614 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=6.12ms, fps=683 images/s, loss=0.0221, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:43.665068, arrival_time=2021-04-15 00:27:35.279750, cost_time=0:00:30.113841 2021-04-15 00:26:55,356 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0218, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:39.874444, arrival_time=2021-04-15 00:27:35.231005, cost_time=0:00:33.855660 2021-04-15 00:26:59,106 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0216, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:36.101664, arrival_time=2021-04-15 00:27:35.208408, cost_time=0:00:37.605888 2021-04-15 00:27:02,854 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.0213, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:32.330754, arrival_time=2021-04-15 00:27:35.184972, cost_time=0:00:41.353335 2021-04-15 00:27:06,599 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0215, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:28.562472, arrival_time=2021-04-15 00:27:35.161927, cost_time=0:00:45.098604 2021-04-15 00:27:10,340 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0211, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:24.795474, arrival_time=2021-04-15 00:27:35.135840, cost_time=0:00:48.839516 2021-04-15 00:27:14,076 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0207, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:21.030240, arrival_time=2021-04-15 00:27:35.106733, cost_time=0:00:52.575624 2021-04-15 00:27:17,823 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.0205, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:17.272126, arrival_time=2021-04-15 00:27:35.095139, cost_time=0:00:56.322158 2021-04-15 00:27:21,569 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0205, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:13.515336, arrival_time=2021-04-15 00:27:35.084287, cost_time=0:01:00.068095 2021-04-15 00:27:25,306 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0206, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:09.758424, arrival_time=2021-04-15 00:27:35.064391, cost_time=0:01:03.805120 2021-04-15 00:27:29,042 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0204, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:06.003664, arrival_time=2021-04-15 00:27:35.045712, cost_time=0:01:07.541196 2021-04-15 00:27:32,782 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.0202, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:02.251008, arrival_time=2021-04-15 00:27:35.033647, cost_time=0:01:11.281873 2021-04-15 00:27:34,777 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.25ms, fps=682 images/s, loss=0.0202, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:34.777554, cost_time=0:01:13.276795 2021-04-15 00:27:36,069 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.36ms, fps=1985 images/s, loss=0.2652, top1-acc=93.24%, top5-acc=99.73%, remaining_time=0:00:03.869430, arrival_time=2021-04-15 00:27:39.938657, cost_time=0:00:01.289810 2021-04-15 00:27:37,255 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.33ms, fps=2159 images/s, loss=0.2847, top1-acc=92.85%, top5-acc=99.75%, remaining_time=0:00:02.476080, arrival_time=2021-04-15 00:27:39.731580, cost_time=0:00:02.476076 2021-04-15 00:27:38,436 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.80ms, fps=2169 images/s, loss=0.2799, top1-acc=92.86%, top5-acc=99.73%, remaining_time=0:00:01.218970, arrival_time=2021-04-15 00:27:39.655304, cost_time=0:00:03.656917 2021-04-15 00:27:39,515 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=1.22ms, fps=2150 images/s, loss=0.2642, top1-acc=93.01%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:39.515687, cost_time=0:00:04.736220 2021-04-15 00:27:41,015 INFO : Epoch=0149 complete, best val top1-acc=93.01%, top5-acc=99.76% (epoch=149), remaining_time=1:07:14.784165, arrival_time=2021-04-15 01:34:55.799561, cost_time=3:16:27.898894 2021-04-15 00:27:41,016 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 00:27:44,936 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.42ms, fps=653 images/s, loss=0.0213, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:01:12.909210, arrival_time=2021-04-15 00:28:57.845826, cost_time=0:00:03.919850 2021-04-15 00:27:48,686 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0219, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:01:07.488432, arrival_time=2021-04-15 00:28:56.174337, cost_time=0:00:07.669137 2021-04-15 00:27:52,420 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.59ms, fps=686 images/s, loss=0.0214, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:01:03.100584, arrival_time=2021-04-15 00:28:55.521161, cost_time=0:00:11.403719 2021-04-15 00:27:56,157 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0226, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:59.047248, arrival_time=2021-04-15 00:28:55.204254, cost_time=0:00:15.140312 2021-04-15 00:27:59,907 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0213, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:55.160844, arrival_time=2021-04-15 00:28:55.068345, cost_time=0:00:18.890695 2021-04-15 00:28:03,646 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0211, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:51.293488, arrival_time=2021-04-15 00:28:54.939705, cost_time=0:00:22.629509 2021-04-15 00:28:07,383 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0209, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:47.459916, arrival_time=2021-04-15 00:28:54.843243, cost_time=0:00:26.366647 2021-04-15 00:28:11,130 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0206, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:43.664372, arrival_time=2021-04-15 00:28:54.794486, cost_time=0:00:30.113348 2021-04-15 00:28:14,875 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0206, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:39.878578, arrival_time=2021-04-15 00:28:54.754471, cost_time=0:00:33.859207 2021-04-15 00:28:18,625 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0203, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:36.103968, arrival_time=2021-04-15 00:28:54.729096, cost_time=0:00:37.608342 2021-04-15 00:28:22,379 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0199, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:32.338408, arrival_time=2021-04-15 00:28:54.718222, cost_time=0:00:41.363044 2021-04-15 00:28:26,133 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0196, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:28.573568, arrival_time=2021-04-15 00:28:54.706564, cost_time=0:00:45.116178 2021-04-15 00:28:29,873 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0195, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:24.804054, arrival_time=2021-04-15 00:28:54.677225, cost_time=0:00:48.856407 2021-04-15 00:28:33,628 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.0192, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:21.044520, arrival_time=2021-04-15 00:28:54.672611, cost_time=0:00:52.611331 2021-04-15 00:28:37,376 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0189, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:17.283580, arrival_time=2021-04-15 00:28:54.659848, cost_time=0:00:56.359491 2021-04-15 00:28:41,110 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0189, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:13.521132, arrival_time=2021-04-15 00:28:54.631771, cost_time=0:01:00.093872 2021-04-15 00:28:44,844 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0189, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:09.761934, arrival_time=2021-04-15 00:28:54.606775, cost_time=0:01:03.828080 2021-04-15 00:28:48,580 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0188, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:06.005664, arrival_time=2021-04-15 00:28:54.586081, cost_time=0:01:07.563676 2021-04-15 00:28:52,327 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.28ms, fps=683 images/s, loss=0.0187, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:02.251914, arrival_time=2021-04-15 00:28:54.579356, cost_time=0:01:11.310680 2021-04-15 00:28:54,331 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=2.46ms, fps=679 images/s, loss=0.0187, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:54.331075, cost_time=0:01:13.314336 2021-04-15 00:28:55,629 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.61ms, fps=1974 images/s, loss=0.2876, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:03.890370, arrival_time=2021-04-15 00:28:59.520153, cost_time=0:00:01.296787 2021-04-15 00:28:56,812 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.42ms, fps=2165 images/s, loss=0.3011, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:02.479720, arrival_time=2021-04-15 00:28:59.292577, cost_time=0:00:02.479720 2021-04-15 00:28:58,002 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.60ms, fps=2153 images/s, loss=0.2818, top1-acc=92.79%, top5-acc=99.77%, remaining_time=0:00:01.223120, arrival_time=2021-04-15 00:28:59.225546, cost_time=0:00:03.669353 2021-04-15 00:28:59,080 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.09ms, fps=2153 images/s, loss=0.2772, top1-acc=92.91%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:59.080546, cost_time=0:00:04.747602 2021-04-15 00:28:59,767 INFO : Epoch=0150 complete, best val top1-acc=93.01%, top5-acc=99.76% (epoch=149), remaining_time=1:05:55.550300, arrival_time=2021-04-15 01:34:55.317751, cost_time=3:17:46.650954 2021-04-15 00:28:59,768 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 00:29:03,683 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.43ms, fps=654 images/s, loss=0.0142, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:01:12.802632, arrival_time=2021-04-15 00:30:16.485698, cost_time=0:00:03.914119 2021-04-15 00:29:07,433 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0159, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:01:07.446192, arrival_time=2021-04-15 00:30:14.879487, cost_time=0:00:07.664336 2021-04-15 00:29:11,188 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.0158, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:01:03.190224, arrival_time=2021-04-15 00:30:14.379098, cost_time=0:00:11.419927 2021-04-15 00:29:14,935 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0152, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:59.145684, arrival_time=2021-04-15 00:30:14.080994, cost_time=0:00:15.165570 2021-04-15 00:29:18,701 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=2.99ms, fps=680 images/s, loss=0.0165, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:55.279250, arrival_time=2021-04-15 00:30:13.979955, cost_time=0:00:18.931255 2021-04-15 00:29:22,453 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0157, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:51.417248, arrival_time=2021-04-15 00:30:13.870267, cost_time=0:00:22.684059 2021-04-15 00:29:26,210 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.0165, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:47.595492, arrival_time=2021-04-15 00:30:13.806339, cost_time=0:00:26.441964 2021-04-15 00:29:29,981 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.53ms, fps=679 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:43.807516, arrival_time=2021-04-15 00:30:13.788607, cost_time=0:00:30.212061 2021-04-15 00:29:33,727 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0171, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:39.995178, arrival_time=2021-04-15 00:30:13.722701, cost_time=0:00:33.958199 2021-04-15 00:29:37,471 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0175, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:36.194208, arrival_time=2021-04-15 00:30:13.665620, cost_time=0:00:37.702320 2021-04-15 00:29:41,232 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=2.75ms, fps=681 images/s, loss=0.0170, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:32.416840, arrival_time=2021-04-15 00:30:13.649158, cost_time=0:00:41.463403 2021-04-15 00:29:44,988 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0168, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:28.639156, arrival_time=2021-04-15 00:30:13.627851, cost_time=0:00:45.219694 2021-04-15 00:29:48,734 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:24.859626, arrival_time=2021-04-15 00:30:13.594460, cost_time=0:00:48.965875 2021-04-15 00:29:52,479 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:21.084168, arrival_time=2021-04-15 00:30:13.563580, cost_time=0:00:52.710431 2021-04-15 00:29:56,225 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0169, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:17.313434, arrival_time=2021-04-15 00:30:13.539190, cost_time=0:00:56.456804 2021-04-15 00:29:59,968 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0171, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:13.544820, arrival_time=2021-04-15 00:30:13.512927, cost_time=0:01:00.199246 2021-04-15 00:30:03,734 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=0.0170, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:09.782890, arrival_time=2021-04-15 00:30:13.516856, cost_time=0:01:03.965017 2021-04-15 00:30:07,485 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0168, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:06.019216, arrival_time=2021-04-15 00:30:13.504301, cost_time=0:01:07.716111 2021-04-15 00:30:11,233 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0167, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:02.256750, arrival_time=2021-04-15 00:30:13.489646, cost_time=0:01:11.463839 2021-04-15 00:30:13,238 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.27ms, fps=678 images/s, loss=0.0171, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:13.238374, cost_time=0:01:13.469473 2021-04-15 00:30:14,551 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.21ms, fps=1953 images/s, loss=0.2838, top1-acc=92.66%, top5-acc=99.69%, remaining_time=0:00:03.933150, arrival_time=2021-04-15 00:30:18.484798, cost_time=0:00:01.311053 2021-04-15 00:30:15,735 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.39ms, fps=2163 images/s, loss=0.2731, top1-acc=92.83%, top5-acc=99.79%, remaining_time=0:00:02.495440, arrival_time=2021-04-15 00:30:18.231320, cost_time=0:00:02.495432 2021-04-15 00:30:16,915 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.41ms, fps=2171 images/s, loss=0.2733, top1-acc=92.97%, top5-acc=99.79%, remaining_time=0:00:01.224990, arrival_time=2021-04-15 00:30:18.140427, cost_time=0:00:03.674959 2021-04-15 00:30:17,994 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=1.40ms, fps=2151 images/s, loss=0.2760, top1-acc=93.03%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:17.994687, cost_time=0:00:04.754257 2021-04-15 00:30:19,474 INFO : Epoch=0151 complete, best val top1-acc=93.03%, top5-acc=99.77% (epoch=151), remaining_time=1:04:36.632550, arrival_time=2021-04-15 01:34:56.106624, cost_time=3:19:06.357485 2021-04-15 00:30:19,475 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 00:30:23,433 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=2.09ms, fps=647 images/s, loss=0.0180, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:01:13.609314, arrival_time=2021-04-15 00:31:37.042981, cost_time=0:00:03.957487 2021-04-15 00:30:27,187 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0176, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:01:07.858208, arrival_time=2021-04-15 00:31:35.045553, cost_time=0:00:07.711170 2021-04-15 00:30:30,931 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0150, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:03.383946, arrival_time=2021-04-15 00:31:34.315044, cost_time=0:00:11.454934 2021-04-15 00:30:34,682 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0167, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:59.305740, arrival_time=2021-04-15 00:31:33.988534, cost_time=0:00:15.206586 2021-04-15 00:30:38,425 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0157, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:55.330350, arrival_time=2021-04-15 00:31:33.755260, cost_time=0:00:18.948734 2021-04-15 00:30:42,166 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0154, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:51.430440, arrival_time=2021-04-15 00:31:33.596624, cost_time=0:00:22.689877 2021-04-15 00:30:45,903 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0158, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:47.569284, arrival_time=2021-04-15 00:31:33.472832, cost_time=0:00:26.427381 2021-04-15 00:30:49,668 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=2.68ms, fps=680 images/s, loss=0.0160, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:43.778980, arrival_time=2021-04-15 00:31:33.447602, cost_time=0:00:30.192403 2021-04-15 00:30:53,418 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0155, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:39.976840, arrival_time=2021-04-15 00:31:33.395605, cost_time=0:00:33.942593 2021-04-15 00:30:57,162 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0152, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:36.178464, arrival_time=2021-04-15 00:31:33.340665, cost_time=0:00:37.685945 2021-04-15 00:31:00,938 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.47ms, fps=678 images/s, loss=0.0150, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:32.416152, arrival_time=2021-04-15 00:31:33.354923, cost_time=0:00:41.462503 2021-04-15 00:31:04,706 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.0145, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:28.645616, arrival_time=2021-04-15 00:31:33.351671, cost_time=0:00:45.229874 2021-04-15 00:31:08,453 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.0145, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:24.865434, arrival_time=2021-04-15 00:31:33.319013, cost_time=0:00:48.977404 2021-04-15 00:31:12,199 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0142, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.089376, arrival_time=2021-04-15 00:31:33.289055, cost_time=0:00:52.723507 2021-04-15 00:31:15,948 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0141, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:17.318172, arrival_time=2021-04-15 00:31:33.266695, cost_time=0:00:56.472335 2021-04-15 00:31:19,692 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0139, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:13.548780, arrival_time=2021-04-15 00:31:33.241678, cost_time=0:01:00.216723 2021-04-15 00:31:23,438 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.782448, arrival_time=2021-04-15 00:31:33.220725, cost_time=0:01:03.962105 2021-04-15 00:31:27,185 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:06.018640, arrival_time=2021-04-15 00:31:33.204528, cost_time=0:01:07.709719 2021-04-15 00:31:30,937 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0137, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:02.256678, arrival_time=2021-04-15 00:31:33.194356, cost_time=0:01:11.461510 2021-04-15 00:31:32,934 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.26ms, fps=681 images/s, loss=0.0139, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:32.934925, cost_time=0:01:13.458834 2021-04-15 00:31:34,298 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.23ms, fps=1880 images/s, loss=0.3211, top1-acc=91.64%, top5-acc=99.77%, remaining_time=0:00:04.084410, arrival_time=2021-04-15 00:31:38.382778, cost_time=0:00:01.361469 2021-04-15 00:31:35,481 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.41ms, fps=2164 images/s, loss=0.3154, top1-acc=92.01%, top5-acc=99.77%, remaining_time=0:00:02.545040, arrival_time=2021-04-15 00:31:38.026929, cost_time=0:00:02.545044 2021-04-15 00:31:36,664 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.73ms, fps=2166 images/s, loss=0.3101, top1-acc=92.20%, top5-acc=99.82%, remaining_time=0:00:01.242410, arrival_time=2021-04-15 00:31:37.906479, cost_time=0:00:03.727237 2021-04-15 00:31:37,741 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=1.33ms, fps=2155 images/s, loss=0.2998, top1-acc=92.39%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:37.741009, cost_time=0:00:04.804217 2021-04-15 00:31:38,458 INFO : Epoch=0152 complete, best val top1-acc=93.03%, top5-acc=99.77% (epoch=151), remaining_time=1:03:17.476560, arrival_time=2021-04-15 01:34:55.935448, cost_time=3:20:25.342392 2021-04-15 00:31:38,460 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 00:31:42,397 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=2.13ms, fps=650 images/s, loss=0.0099, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:13.225782, arrival_time=2021-04-15 00:32:55.623295, cost_time=0:00:03.936874 2021-04-15 00:31:46,155 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:07.715824, arrival_time=2021-04-15 00:32:53.871350, cost_time=0:00:07.694984 2021-04-15 00:31:49,899 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0142, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:01:03.296132, arrival_time=2021-04-15 00:32:53.195745, cost_time=0:00:11.439072 2021-04-15 00:31:53,658 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:59.270016, arrival_time=2021-04-15 00:32:52.928012, cost_time=0:00:15.197450 2021-04-15 00:31:57,398 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0127, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:55.297354, arrival_time=2021-04-15 00:32:52.695360, cost_time=0:00:18.937470 2021-04-15 00:32:01,141 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0130, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:51.409224, arrival_time=2021-04-15 00:32:52.550339, cost_time=0:00:22.680567 2021-04-15 00:32:04,893 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0122, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:47.578230, arrival_time=2021-04-15 00:32:52.471147, cost_time=0:00:26.432383 2021-04-15 00:32:08,637 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.04ms, fps=684 images/s, loss=0.0121, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:43.756476, arrival_time=2021-04-15 00:32:52.393927, cost_time=0:00:30.176917 2021-04-15 00:32:12,374 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:39.943556, arrival_time=2021-04-15 00:32:52.318385, cost_time=0:00:33.914374 2021-04-15 00:32:16,123 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0118, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:36.156480, arrival_time=2021-04-15 00:32:52.279908, cost_time=0:00:37.662983 2021-04-15 00:32:19,870 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0119, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:32.374958, arrival_time=2021-04-15 00:32:52.245326, cost_time=0:00:41.409833 2021-04-15 00:32:23,619 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0116, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:28.600472, arrival_time=2021-04-15 00:32:52.219885, cost_time=0:00:45.158672 2021-04-15 00:32:27,371 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0119, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:24.831510, arrival_time=2021-04-15 00:32:52.202547, cost_time=0:00:48.910487 2021-04-15 00:32:31,130 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0121, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:21.067872, arrival_time=2021-04-15 00:32:52.198112, cost_time=0:00:52.669708 2021-04-15 00:32:34,871 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0120, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:17.299220, arrival_time=2021-04-15 00:32:52.170269, cost_time=0:00:56.410518 2021-04-15 00:32:38,613 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.0118, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:13.534488, arrival_time=2021-04-15 00:32:52.148302, cost_time=0:01:00.153214 2021-04-15 00:32:42,374 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.0118, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.775064, arrival_time=2021-04-15 00:32:52.149466, cost_time=0:01:03.913842 2021-04-15 00:32:46,116 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0117, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:06.013888, arrival_time=2021-04-15 00:32:52.130582, cost_time=0:01:07.656160 2021-04-15 00:32:49,854 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:02.254530, arrival_time=2021-04-15 00:32:52.108525, cost_time=0:01:11.393465 2021-04-15 00:32:51,849 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.31ms, fps=682 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:51.849745, cost_time=0:01:13.389295 2021-04-15 00:32:53,220 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.34ms, fps=1870 images/s, loss=0.2799, top1-acc=92.97%, top5-acc=99.77%, remaining_time=0:00:04.105920, arrival_time=2021-04-15 00:32:57.326173, cost_time=0:00:01.368638 2021-04-15 00:32:54,407 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.61ms, fps=2158 images/s, loss=0.2845, top1-acc=93.01%, top5-acc=99.84%, remaining_time=0:00:02.555520, arrival_time=2021-04-15 00:32:56.962760, cost_time=0:00:02.555527 2021-04-15 00:32:55,588 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.64ms, fps=2168 images/s, loss=0.2869, top1-acc=92.86%, top5-acc=99.82%, remaining_time=0:00:01.245570, arrival_time=2021-04-15 00:32:56.833952, cost_time=0:00:03.736702 2021-04-15 00:32:56,664 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=1.36ms, fps=2156 images/s, loss=0.2834, top1-acc=93.05%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:56.664947, cost_time=0:00:04.813365 2021-04-15 00:32:58,050 INFO : Epoch=0153 complete, best val top1-acc=93.05%, top5-acc=99.79% (epoch=153), remaining_time=1:01:58.508964, arrival_time=2021-04-15 01:34:56.558929, cost_time=3:21:44.933456 2021-04-15 00:32:58,051 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 00:33:01,971 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=2.29ms, fps=653 images/s, loss=0.0126, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:01:12.915162, arrival_time=2021-04-15 00:34:14.886786, cost_time=0:00:03.920173 2021-04-15 00:33:05,718 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0114, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:07.466608, arrival_time=2021-04-15 00:34:13.184756, cost_time=0:00:07.666655 2021-04-15 00:33:09,455 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0109, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:03.104402, arrival_time=2021-04-15 00:34:12.560149, cost_time=0:00:11.404407 2021-04-15 00:33:13,199 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0110, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:59.078448, arrival_time=2021-04-15 00:34:12.278213, cost_time=0:00:15.148327 2021-04-15 00:33:16,941 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0113, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:55.158362, arrival_time=2021-04-15 00:34:12.099570, cost_time=0:00:18.889828 2021-04-15 00:33:20,688 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0109, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:51.311576, arrival_time=2021-04-15 00:34:12.000378, cost_time=0:00:22.637457 2021-04-15 00:33:24,435 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0111, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:47.490660, arrival_time=2021-04-15 00:34:11.925772, cost_time=0:00:26.383685 2021-04-15 00:33:28,182 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0112, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:43.689892, arrival_time=2021-04-15 00:34:11.872179, cost_time=0:00:30.130939 2021-04-15 00:33:31,924 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0108, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:39.894902, arrival_time=2021-04-15 00:34:11.819297, cost_time=0:00:33.873059 2021-04-15 00:33:35,654 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0104, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:36.098880, arrival_time=2021-04-15 00:34:11.753263, cost_time=0:00:37.603047 2021-04-15 00:33:39,403 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0106, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:32.329980, arrival_time=2021-04-15 00:34:11.733760, cost_time=0:00:41.352353 2021-04-15 00:33:43,154 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.0104, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:28.565132, arrival_time=2021-04-15 00:34:11.719354, cost_time=0:00:45.102793 2021-04-15 00:33:46,904 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0103, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:24.802272, arrival_time=2021-04-15 00:34:11.706724, cost_time=0:00:48.852946 2021-04-15 00:33:50,644 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0106, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:21.037184, arrival_time=2021-04-15 00:34:11.681565, cost_time=0:00:52.592952 2021-04-15 00:33:54,385 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0108, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:17.275852, arrival_time=2021-04-15 00:34:11.661477, cost_time=0:00:56.334275 2021-04-15 00:33:58,129 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:13.517604, arrival_time=2021-04-15 00:34:11.647161, cost_time=0:01:00.078210 2021-04-15 00:34:01,965 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.86ms, fps=668 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.775012, arrival_time=2021-04-15 00:34:11.739964, cost_time=0:01:03.913525 2021-04-15 00:34:05,711 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:06.014224, arrival_time=2021-04-15 00:34:11.725625, cost_time=0:01:07.660045 2021-04-15 00:34:09,458 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.27ms, fps=683 images/s, loss=0.0116, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:02.254968, arrival_time=2021-04-15 00:34:11.713662, cost_time=0:01:11.407356 2021-04-15 00:34:11,458 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.24ms, fps=680 images/s, loss=0.0116, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:11.458648, cost_time=0:01:13.407313 2021-04-15 00:34:12,767 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.22ms, fps=1960 images/s, loss=0.2963, top1-acc=92.38%, top5-acc=99.61%, remaining_time=0:00:03.919200, arrival_time=2021-04-15 00:34:16.686166, cost_time=0:00:01.306397 2021-04-15 00:34:13,949 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.30ms, fps=2166 images/s, loss=0.2781, top1-acc=92.60%, top5-acc=99.63%, remaining_time=0:00:02.488520, arrival_time=2021-04-15 00:34:16.437613, cost_time=0:00:02.488525 2021-04-15 00:34:15,132 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.48ms, fps=2165 images/s, loss=0.2741, top1-acc=92.64%, top5-acc=99.71%, remaining_time=0:00:01.223800, arrival_time=2021-04-15 00:34:16.355758, cost_time=0:00:03.671392 2021-04-15 00:34:16,208 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=1.39ms, fps=2155 images/s, loss=0.2822, top1-acc=92.49%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:16.208604, cost_time=0:00:04.748073 2021-04-15 00:34:16,878 INFO : Epoch=0154 complete, best val top1-acc=93.05%, top5-acc=99.79% (epoch=153), remaining_time=1:00:39.305502, arrival_time=2021-04-15 01:34:56.183857, cost_time=3:23:03.761866 2021-04-15 00:34:16,879 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 00:34:20,835 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.49ms, fps=647 images/s, loss=0.0113, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:13.573788, arrival_time=2021-04-15 00:35:34.409052, cost_time=0:00:03.955578 2021-04-15 00:34:24,596 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.0132, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:07.905728, arrival_time=2021-04-15 00:35:32.501997, cost_time=0:00:07.716554 2021-04-15 00:34:28,345 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0135, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:03.443706, arrival_time=2021-04-15 00:35:31.789137, cost_time=0:00:11.465744 2021-04-15 00:34:32,088 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:59.313072, arrival_time=2021-04-15 00:35:31.401252, cost_time=0:00:15.208496 2021-04-15 00:34:35,833 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0131, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:55.345388, arrival_time=2021-04-15 00:35:31.178976, cost_time=0:00:18.953910 2021-04-15 00:34:39,579 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=2.52ms, fps=683 images/s, loss=0.0127, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:51.453696, arrival_time=2021-04-15 00:35:31.033549, cost_time=0:00:22.700146 2021-04-15 00:34:43,335 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0122, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:47.620314, arrival_time=2021-04-15 00:35:30.955722, cost_time=0:00:26.455717 2021-04-15 00:34:47,078 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0119, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:43.788492, arrival_time=2021-04-15 00:35:30.867095, cost_time=0:00:30.198921 2021-04-15 00:34:50,825 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0122, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:39.980656, arrival_time=2021-04-15 00:35:30.806178, cost_time=0:00:33.945831 2021-04-15 00:34:54,566 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0118, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:36.179136, arrival_time=2021-04-15 00:35:30.745566, cost_time=0:00:37.686649 2021-04-15 00:34:58,313 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0119, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:32.393448, arrival_time=2021-04-15 00:35:30.706795, cost_time=0:00:41.433518 2021-04-15 00:35:02,063 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.0119, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:28.615976, arrival_time=2021-04-15 00:35:30.678884, cost_time=0:00:45.183094 2021-04-15 00:35:05,808 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0119, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:24.840750, arrival_time=2021-04-15 00:35:30.649048, cost_time=0:00:48.928700 2021-04-15 00:35:09,547 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.067032, arrival_time=2021-04-15 00:35:30.614363, cost_time=0:00:52.667637 2021-04-15 00:35:13,297 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0117, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.301474, arrival_time=2021-04-15 00:35:30.599029, cost_time=0:00:56.417794 2021-04-15 00:35:17,032 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:13.534416, arrival_time=2021-04-15 00:35:30.567159, cost_time=0:01:00.152908 2021-04-15 00:35:20,776 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.772438, arrival_time=2021-04-15 00:35:30.548755, cost_time=0:01:03.896717 2021-04-15 00:35:24,515 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:06.012064, arrival_time=2021-04-15 00:35:30.527416, cost_time=0:01:07.635670 2021-04-15 00:35:28,253 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.18ms, fps=685 images/s, loss=0.0113, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:02.253894, arrival_time=2021-04-15 00:35:30.506889, cost_time=0:01:11.373350 2021-04-15 00:35:30,251 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.0116, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:30.251914, cost_time=0:01:13.372319 2021-04-15 00:35:31,544 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.21ms, fps=1983 images/s, loss=0.2853, top1-acc=92.89%, top5-acc=99.69%, remaining_time=0:00:03.872490, arrival_time=2021-04-15 00:35:35.417065, cost_time=0:00:01.290827 2021-04-15 00:35:32,726 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.59ms, fps=2166 images/s, loss=0.2854, top1-acc=93.14%, top5-acc=99.71%, remaining_time=0:00:02.472840, arrival_time=2021-04-15 00:35:35.199473, cost_time=0:00:02.472842 2021-04-15 00:35:33,911 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.65ms, fps=2161 images/s, loss=0.2805, top1-acc=93.35%, top5-acc=99.77%, remaining_time=0:00:01.219360, arrival_time=2021-04-15 00:35:35.131229, cost_time=0:00:03.658092 2021-04-15 00:35:34,989 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.2705, top1-acc=93.30%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:34.989424, cost_time=0:00:04.735603 2021-04-15 00:35:36,369 INFO : Epoch=0155 complete, best val top1-acc=93.30%, top5-acc=99.75% (epoch=155), remaining_time=0:59:20.299335, arrival_time=2021-04-15 01:34:56.669163, cost_time=3:24:23.253315 2021-04-15 00:35:36,371 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 00:35:40,288 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.44ms, fps=654 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:12.859920, arrival_time=2021-04-15 00:36:53.148400, cost_time=0:00:03.917203 2021-04-15 00:35:44,031 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:07.404480, arrival_time=2021-04-15 00:36:51.435456, cost_time=0:00:07.659608 2021-04-15 00:35:47,775 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:03.103572, arrival_time=2021-04-15 00:36:50.879139, cost_time=0:00:11.404272 2021-04-15 00:35:51,510 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.37ms, fps=686 images/s, loss=0.0078, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:59.041632, arrival_time=2021-04-15 00:36:50.551676, cost_time=0:00:15.138873 2021-04-15 00:35:55,258 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:55.151208, arrival_time=2021-04-15 00:36:50.409865, cost_time=0:00:18.887400 2021-04-15 00:35:58,990 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0078, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:51.270640, arrival_time=2021-04-15 00:36:50.261194, cost_time=0:00:22.619382 2021-04-15 00:36:02,721 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.50ms, fps=686 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:47.430684, arrival_time=2021-04-15 00:36:50.152244, cost_time=0:00:26.350387 2021-04-15 00:36:06,463 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:43.633168, arrival_time=2021-04-15 00:36:50.096237, cost_time=0:00:30.091823 2021-04-15 00:36:10,201 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:39.845082, arrival_time=2021-04-15 00:36:50.046984, cost_time=0:00:33.830721 2021-04-15 00:36:13,940 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:36.066720, arrival_time=2021-04-15 00:36:50.007545, cost_time=0:00:37.569513 2021-04-15 00:36:17,683 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.298762, arrival_time=2021-04-15 00:36:49.982557, cost_time=0:00:41.312391 2021-04-15 00:36:21,429 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:28.537240, arrival_time=2021-04-15 00:36:49.967170, cost_time=0:00:45.058754 2021-04-15 00:36:25,179 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.779370, arrival_time=2021-04-15 00:36:49.958504, cost_time=0:00:48.807840 2021-04-15 00:36:28,921 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.020216, arrival_time=2021-04-15 00:36:49.941977, cost_time=0:00:52.550489 2021-04-15 00:36:32,658 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.261500, arrival_time=2021-04-15 00:36:49.920186, cost_time=0:00:56.287518 2021-04-15 00:36:36,400 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.506588, arrival_time=2021-04-15 00:36:49.907212, cost_time=0:01:00.029348 2021-04-15 00:36:40,152 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.754836, arrival_time=2021-04-15 00:36:49.907675, cost_time=0:01:03.781664 2021-04-15 00:36:43,900 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.002576, arrival_time=2021-04-15 00:36:49.902744, cost_time=0:01:07.528997 2021-04-15 00:36:47,657 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0081, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.251128, arrival_time=2021-04-15 00:36:49.908143, cost_time=0:01:11.285773 2021-04-15 00:36:49,656 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.34ms, fps=680 images/s, loss=0.0081, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:49.656473, cost_time=0:01:13.285294 2021-04-15 00:36:51,009 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.21ms, fps=1895 images/s, loss=0.2329, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:04.052400, arrival_time=2021-04-15 00:36:55.061485, cost_time=0:00:01.350796 2021-04-15 00:36:52,186 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.43ms, fps=2174 images/s, loss=0.2478, top1-acc=93.81%, top5-acc=99.80%, remaining_time=0:00:02.528460, arrival_time=2021-04-15 00:36:54.715210, cost_time=0:00:02.528464 2021-04-15 00:36:53,365 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.28ms, fps=2172 images/s, loss=0.2527, top1-acc=93.68%, top5-acc=99.79%, remaining_time=0:00:01.235810, arrival_time=2021-04-15 00:36:54.601522, cost_time=0:00:03.707425 2021-04-15 00:36:54,440 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=1.34ms, fps=2160 images/s, loss=0.2560, top1-acc=93.53%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:54.440313, cost_time=0:00:04.782052 2021-04-15 00:36:55,860 INFO : Epoch=0156 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=156), remaining_time=0:58:01.286908, arrival_time=2021-04-15 01:34:57.147839, cost_time=3:25:42.744418 2021-04-15 00:36:55,862 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 00:36:59,768 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.42ms, fps=655 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:12.656808, arrival_time=2021-04-15 00:38:12.425307, cost_time=0:00:03.906285 2021-04-15 00:37:03,524 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0072, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:07.424720, arrival_time=2021-04-15 00:38:10.949017, cost_time=0:00:07.661901 2021-04-15 00:37:07,273 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:03.138764, arrival_time=2021-04-15 00:38:10.411673, cost_time=0:00:11.410617 2021-04-15 00:37:11,016 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0079, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:59.100444, arrival_time=2021-04-15 00:38:10.116695, cost_time=0:00:15.153960 2021-04-15 00:37:14,775 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0076, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:55.225668, arrival_time=2021-04-15 00:38:10.000874, cost_time=0:00:18.912922 2021-04-15 00:37:18,519 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0074, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:51.355776, arrival_time=2021-04-15 00:38:09.875043, cost_time=0:00:22.656973 2021-04-15 00:37:22,269 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=2.31ms, fps=683 images/s, loss=0.0073, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:47.533374, arrival_time=2021-04-15 00:38:09.803057, cost_time=0:00:26.407397 2021-04-15 00:37:26,022 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:43.731652, arrival_time=2021-04-15 00:38:09.753696, cost_time=0:00:30.159764 2021-04-15 00:37:29,782 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.0077, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:39.949704, arrival_time=2021-04-15 00:38:09.731616, cost_time=0:00:33.919562 2021-04-15 00:37:33,527 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:36.158112, arrival_time=2021-04-15 00:38:09.685124, cost_time=0:00:37.664719 2021-04-15 00:37:37,270 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=2.04ms, fps=684 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.373324, arrival_time=2021-04-15 00:38:09.643433, cost_time=0:00:41.407795 2021-04-15 00:37:41,017 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:28.597964, arrival_time=2021-04-15 00:38:09.614964, cost_time=0:00:45.154676 2021-04-15 00:37:44,764 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.827088, arrival_time=2021-04-15 00:38:09.591289, cost_time=0:00:48.901862 2021-04-15 00:37:48,505 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.057008, arrival_time=2021-04-15 00:38:09.561915, cost_time=0:00:52.642482 2021-04-15 00:37:52,262 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:17.296046, arrival_time=2021-04-15 00:38:09.558479, cost_time=0:00:56.400080 2021-04-15 00:37:56,004 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:13.532040, arrival_time=2021-04-15 00:38:09.536726, cost_time=0:01:00.142385 2021-04-15 00:37:59,751 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.771294, arrival_time=2021-04-15 00:38:09.522750, cost_time=0:01:03.889162 2021-04-15 00:38:03,489 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.011296, arrival_time=2021-04-15 00:38:09.500729, cost_time=0:01:07.627075 2021-04-15 00:38:07,231 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.253774, arrival_time=2021-04-15 00:38:09.485505, cost_time=0:01:11.369453 2021-04-15 00:38:09,227 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.33ms, fps=681 images/s, loss=0.0077, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:09.227915, cost_time=0:01:13.365715 2021-04-15 00:38:10,524 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.51ms, fps=1978 images/s, loss=0.2807, top1-acc=92.89%, top5-acc=99.61%, remaining_time=0:00:03.883560, arrival_time=2021-04-15 00:38:14.407949, cost_time=0:00:01.294517 2021-04-15 00:38:11,704 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.39ms, fps=2170 images/s, loss=0.2794, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:02.475040, arrival_time=2021-04-15 00:38:14.179874, cost_time=0:00:02.475048 2021-04-15 00:38:12,885 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.39ms, fps=2170 images/s, loss=0.2732, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:01.218470, arrival_time=2021-04-15 00:38:14.103650, cost_time=0:00:03.655400 2021-04-15 00:38:13,963 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=1.44ms, fps=2152 images/s, loss=0.2694, top1-acc=93.31%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:13.963499, cost_time=0:00:04.733748 2021-04-15 00:38:14,667 INFO : Epoch=0157 complete, best val top1-acc=93.53%, top5-acc=99.77% (epoch=156), remaining_time=0:56:42.080880, arrival_time=2021-04-15 01:34:56.748501, cost_time=3:27:01.551122 2021-04-15 00:38:14,668 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 00:38:18,610 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.49ms, fps=650 images/s, loss=0.0147, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:13.308552, arrival_time=2021-04-15 00:39:31.918931, cost_time=0:00:03.941316 2021-04-15 00:38:22,366 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.0136, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:01:07.737472, arrival_time=2021-04-15 00:39:30.103971, cost_time=0:00:07.697431 2021-04-15 00:38:26,104 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0130, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:03.274884, arrival_time=2021-04-15 00:39:29.379159, cost_time=0:00:11.435210 2021-04-15 00:38:29,841 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0136, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:59.173140, arrival_time=2021-04-15 00:39:29.014879, cost_time=0:00:15.172593 2021-04-15 00:38:33,582 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0131, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:55.227566, arrival_time=2021-04-15 00:39:28.810161, cost_time=0:00:18.913557 2021-04-15 00:38:37,345 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.0138, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:51.400656, arrival_time=2021-04-15 00:39:28.746411, cost_time=0:00:22.676777 2021-04-15 00:38:41,100 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.0132, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:47.576088, arrival_time=2021-04-15 00:39:28.676235, cost_time=0:00:26.431172 2021-04-15 00:38:44,852 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0127, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:43.765408, arrival_time=2021-04-15 00:39:28.617486, cost_time=0:00:30.183007 2021-04-15 00:38:48,589 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0123, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:39.950022, arrival_time=2021-04-15 00:39:28.538933, cost_time=0:00:33.919849 2021-04-15 00:38:52,331 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0121, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:36.155616, arrival_time=2021-04-15 00:39:28.487047, cost_time=0:00:37.662132 2021-04-15 00:38:56,082 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0120, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.377882, arrival_time=2021-04-15 00:39:28.460429, cost_time=0:00:41.413554 2021-04-15 00:38:59,836 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0117, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:28.605868, arrival_time=2021-04-15 00:39:28.442130, cost_time=0:00:45.167191 2021-04-15 00:39:03,588 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0119, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:24.835734, arrival_time=2021-04-15 00:39:28.423725, cost_time=0:00:48.918915 2021-04-15 00:39:07,321 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.50ms, fps=686 images/s, loss=0.0120, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:21.060928, arrival_time=2021-04-15 00:39:28.382312, cost_time=0:00:52.652319 2021-04-15 00:39:11,060 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0118, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:17.293194, arrival_time=2021-04-15 00:39:28.353176, cost_time=0:00:56.390921 2021-04-15 00:39:14,805 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0116, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:13.530564, arrival_time=2021-04-15 00:39:28.335535, cost_time=0:01:00.135903 2021-04-15 00:39:18,551 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.0114, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:09.770254, arrival_time=2021-04-15 00:39:28.321780, cost_time=0:01:03.882431 2021-04-15 00:39:22,289 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0115, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:06.010736, arrival_time=2021-04-15 00:39:28.300599, cost_time=0:01:07.620792 2021-04-15 00:39:26,040 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.0115, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.253822, arrival_time=2021-04-15 00:39:28.293970, cost_time=0:01:11.371082 2021-04-15 00:39:28,044 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.46ms, fps=679 images/s, loss=0.0116, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:28.044875, cost_time=0:01:13.375914 2021-04-15 00:39:29,383 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.43ms, fps=1916 images/s, loss=0.2813, top1-acc=92.73%, top5-acc=99.65%, remaining_time=0:00:04.008630, arrival_time=2021-04-15 00:39:33.391620, cost_time=0:00:01.336212 2021-04-15 00:39:30,563 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.47ms, fps=2170 images/s, loss=0.2560, top1-acc=93.28%, top5-acc=99.67%, remaining_time=0:00:02.516700, arrival_time=2021-04-15 00:39:33.080121, cost_time=0:00:02.516693 2021-04-15 00:39:31,746 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.35ms, fps=2166 images/s, loss=0.2567, top1-acc=93.48%, top5-acc=99.71%, remaining_time=0:00:01.233100, arrival_time=2021-04-15 00:39:32.979089, cost_time=0:00:03.699308 2021-04-15 00:39:32,822 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=1.23ms, fps=2157 images/s, loss=0.2443, top1-acc=93.69%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:32.822078, cost_time=0:00:04.775414 2021-04-15 00:39:34,251 INFO : Epoch=0158 complete, best val top1-acc=93.69%, top5-acc=99.73% (epoch=158), remaining_time=0:55:23.086620, arrival_time=2021-04-15 01:34:57.338451, cost_time=3:28:21.135327 2021-04-15 00:39:34,253 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 00:39:38,205 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.41ms, fps=648 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:13.515384, arrival_time=2021-04-15 00:40:51.721098, cost_time=0:00:03.952436 2021-04-15 00:39:41,952 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0069, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:07.750848, arrival_time=2021-04-15 00:40:49.703105, cost_time=0:00:07.698966 2021-04-15 00:39:45,696 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:03.317048, arrival_time=2021-04-15 00:40:49.013200, cost_time=0:00:11.442828 2021-04-15 00:39:49,440 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0061, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:59.231328, arrival_time=2021-04-15 00:40:48.672162, cost_time=0:00:15.187531 2021-04-15 00:39:53,180 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.73ms, fps=685 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:55.268008, arrival_time=2021-04-15 00:40:48.448694, cost_time=0:00:18.927390 2021-04-15 00:39:56,922 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:51.383112, arrival_time=2021-04-15 00:40:48.305461, cost_time=0:00:22.669049 2021-04-15 00:40:00,667 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:47.545092, arrival_time=2021-04-15 00:40:48.212312, cost_time=0:00:26.413926 2021-04-15 00:40:04,407 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:43.723416, arrival_time=2021-04-15 00:40:48.130898, cost_time=0:00:30.154087 2021-04-15 00:40:08,165 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.941224, arrival_time=2021-04-15 00:40:48.106863, cost_time=0:00:33.912315 2021-04-15 00:40:11,916 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:36.156768, arrival_time=2021-04-15 00:40:48.073413, cost_time=0:00:37.663338 2021-04-15 00:40:15,655 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:32.369282, arrival_time=2021-04-15 00:40:48.025167, cost_time=0:00:41.402589 2021-04-15 00:40:19,405 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:28.596064, arrival_time=2021-04-15 00:40:48.001043, cost_time=0:00:45.151683 2021-04-15 00:40:23,148 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.823458, arrival_time=2021-04-15 00:40:47.971535, cost_time=0:00:48.894709 2021-04-15 00:40:26,892 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.055664, arrival_time=2021-04-15 00:40:47.948166, cost_time=0:00:52.639195 2021-04-15 00:40:30,629 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.288778, arrival_time=2021-04-15 00:40:47.918565, cost_time=0:00:56.376495 2021-04-15 00:40:34,374 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0061, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.527180, arrival_time=2021-04-15 00:40:47.901418, cost_time=0:01:00.120841 2021-04-15 00:40:38,111 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0065, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.766484, arrival_time=2021-04-15 00:40:47.877610, cost_time=0:01:03.857793 2021-04-15 00:40:41,860 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0066, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.009488, arrival_time=2021-04-15 00:40:47.869479, cost_time=0:01:07.606690 2021-04-15 00:40:45,612 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.253450, arrival_time=2021-04-15 00:40:47.865909, cost_time=0:01:11.359158 2021-04-15 00:40:47,614 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.41ms, fps=679 images/s, loss=0.0068, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:47.614701, cost_time=0:01:13.361274 2021-04-15 00:40:48,914 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.23ms, fps=1974 images/s, loss=0.2851, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:03.891360, arrival_time=2021-04-15 00:40:52.805842, cost_time=0:00:01.297124 2021-04-15 00:40:50,096 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.45ms, fps=2166 images/s, loss=0.2795, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:02.479260, arrival_time=2021-04-15 00:40:52.575863, cost_time=0:00:02.479252 2021-04-15 00:40:51,277 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.35ms, fps=2168 images/s, loss=0.2766, top1-acc=93.32%, top5-acc=99.80%, remaining_time=0:00:01.220110, arrival_time=2021-04-15 00:40:52.497869, cost_time=0:00:03.660317 2021-04-15 00:40:52,354 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=1.31ms, fps=2156 images/s, loss=0.2700, top1-acc=93.36%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:52.354143, cost_time=0:00:04.736805 2021-04-15 00:40:53,164 INFO : Epoch=0159 complete, best val top1-acc=93.69%, top5-acc=99.73% (epoch=158), remaining_time=0:54:03.911677, arrival_time=2021-04-15 01:34:57.075933, cost_time=3:29:40.047757 2021-04-15 00:40:53,165 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 00:40:57,054 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.67ms, fps=658 images/s, loss=0.0087, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:12.332610, arrival_time=2021-04-15 00:42:09.387217, cost_time=0:00:03.888851 2021-04-15 00:41:00,801 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:07.192576, arrival_time=2021-04-15 00:42:07.994002, cost_time=0:00:07.635526 2021-04-15 00:41:04,553 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:03.008620, arrival_time=2021-04-15 00:42:07.561523, cost_time=0:00:11.387101 2021-04-15 00:41:08,297 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0071, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:59.012928, arrival_time=2021-04-15 00:42:07.310201, cost_time=0:00:15.131514 2021-04-15 00:41:12,036 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.08ms, fps=685 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:55.102444, arrival_time=2021-04-15 00:42:07.138929, cost_time=0:00:18.870719 2021-04-15 00:41:15,783 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=3.16ms, fps=683 images/s, loss=0.0071, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:51.266832, arrival_time=2021-04-15 00:42:07.050360, cost_time=0:00:22.617706 2021-04-15 00:41:19,522 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:47.442780, arrival_time=2021-04-15 00:42:06.965616, cost_time=0:00:26.357087 2021-04-15 00:41:23,270 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:43.651496, arrival_time=2021-04-15 00:42:06.921726, cost_time=0:00:30.104473 2021-04-15 00:41:27,011 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0078, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:39.862784, arrival_time=2021-04-15 00:42:06.874299, cost_time=0:00:33.845755 2021-04-15 00:41:30,747 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0076, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:36.078240, arrival_time=2021-04-15 00:42:06.825545, cost_time=0:00:37.581516 2021-04-15 00:41:34,487 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0075, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.305986, arrival_time=2021-04-15 00:42:06.793329, cost_time=0:00:41.321584 2021-04-15 00:41:38,226 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:28.538152, arrival_time=2021-04-15 00:42:06.764258, cost_time=0:00:45.060269 2021-04-15 00:41:41,973 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0073, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:24.779040, arrival_time=2021-04-15 00:42:06.752067, cost_time=0:00:48.807263 2021-04-15 00:41:45,718 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0070, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.020832, arrival_time=2021-04-15 00:42:06.738704, cost_time=0:00:52.552044 2021-04-15 00:41:49,466 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.265456, arrival_time=2021-04-15 00:42:06.731665, cost_time=0:00:56.300414 2021-04-15 00:41:53,206 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:13.509216, arrival_time=2021-04-15 00:42:06.715906, cost_time=0:01:00.041027 2021-04-15 00:41:56,946 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.754732, arrival_time=2021-04-15 00:42:06.701470, cost_time=0:01:03.780977 2021-04-15 00:42:00,694 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.002496, arrival_time=2021-04-15 00:42:06.696432, cost_time=0:01:07.528115 2021-04-15 00:42:04,441 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.250798, arrival_time=2021-04-15 00:42:06.691844, cost_time=0:01:11.275259 2021-04-15 00:42:06,432 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:06.432813, cost_time=0:01:13.267153 2021-04-15 00:42:07,729 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.46ms, fps=1978 images/s, loss=0.2560, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:03.882780, arrival_time=2021-04-15 00:42:11.611909, cost_time=0:00:01.294262 2021-04-15 00:42:08,912 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.31ms, fps=2165 images/s, loss=0.2572, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:00:02.477480, arrival_time=2021-04-15 00:42:11.389698, cost_time=0:00:02.477473 2021-04-15 00:42:10,092 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.45ms, fps=2169 images/s, loss=0.2495, top1-acc=94.10%, top5-acc=99.83%, remaining_time=0:00:01.219380, arrival_time=2021-04-15 00:42:11.312264, cost_time=0:00:03.658129 2021-04-15 00:42:11,168 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=2157 images/s, loss=0.2537, top1-acc=94.01%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:11.168848, cost_time=0:00:04.734153 2021-04-15 00:42:12,576 INFO : Epoch=0160 complete, best val top1-acc=94.01%, top5-acc=99.85% (epoch=160), remaining_time=0:52:44.865040, arrival_time=2021-04-15 01:34:57.441755, cost_time=3:30:59.460204 2021-04-15 00:42:12,577 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 00:42:16,497 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.52ms, fps=653 images/s, loss=0.0048, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:12.903630, arrival_time=2021-04-15 00:43:29.401363, cost_time=0:00:03.919554 2021-04-15 00:42:20,236 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0053, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:07.394624, arrival_time=2021-04-15 00:43:27.631297, cost_time=0:00:07.658478 2021-04-15 00:42:23,973 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.04ms, fps=685 images/s, loss=0.0050, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:03.052444, arrival_time=2021-04-15 00:43:27.025642, cost_time=0:00:11.395014 2021-04-15 00:42:27,708 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0056, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:59.007936, arrival_time=2021-04-15 00:43:26.716272, cost_time=0:00:15.130232 2021-04-15 00:42:31,450 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:55.106678, arrival_time=2021-04-15 00:43:26.557068, cost_time=0:00:18.872147 2021-04-15 00:42:35,208 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:51.294168, arrival_time=2021-04-15 00:43:26.502137, cost_time=0:00:22.629779 2021-04-15 00:42:38,950 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:47.469492, arrival_time=2021-04-15 00:43:26.419646, cost_time=0:00:26.371972 2021-04-15 00:42:42,696 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:43.670636, arrival_time=2021-04-15 00:43:26.366597, cost_time=0:00:30.117678 2021-04-15 00:42:46,431 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0049, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:39.871476, arrival_time=2021-04-15 00:43:26.302815, cost_time=0:00:33.853159 2021-04-15 00:42:50,168 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:36.086784, arrival_time=2021-04-15 00:43:26.255535, cost_time=0:00:37.590438 2021-04-15 00:42:53,916 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:32.318542, arrival_time=2021-04-15 00:43:26.234483, cost_time=0:00:41.337721 2021-04-15 00:42:57,655 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:28.549096, arrival_time=2021-04-15 00:43:26.204845, cost_time=0:00:45.077565 2021-04-15 00:43:01,417 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.0047, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:24.795276, arrival_time=2021-04-15 00:43:26.212637, cost_time=0:00:48.839175 2021-04-15 00:43:05,170 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0048, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.036624, arrival_time=2021-04-15 00:43:26.206524, cost_time=0:00:52.591602 2021-04-15 00:43:08,915 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.276818, arrival_time=2021-04-15 00:43:26.192459, cost_time=0:00:56.337405 2021-04-15 00:43:12,659 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.85ms, fps=684 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.518360, arrival_time=2021-04-15 00:43:26.178014, cost_time=0:01:00.081560 2021-04-15 00:43:16,397 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0048, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.760660, arrival_time=2021-04-15 00:43:26.158534, cost_time=0:01:03.819690 2021-04-15 00:43:20,136 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.005152, arrival_time=2021-04-15 00:43:26.141451, cost_time=0:01:07.558031 2021-04-15 00:43:23,878 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=5.87ms, fps=684 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.251590, arrival_time=2021-04-15 00:43:26.129957, cost_time=0:01:11.300270 2021-04-15 00:43:25,873 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:25.873937, cost_time=0:01:13.295848 2021-04-15 00:43:27,198 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.22ms, fps=1936 images/s, loss=0.2825, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:03.966240, arrival_time=2021-04-15 00:43:31.164293, cost_time=0:00:01.322083 2021-04-15 00:43:28,379 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.30ms, fps=2169 images/s, loss=0.2684, top1-acc=93.59%, top5-acc=99.69%, remaining_time=0:00:02.503220, arrival_time=2021-04-15 00:43:30.882266, cost_time=0:00:02.503218 2021-04-15 00:43:29,559 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.32ms, fps=2169 images/s, loss=0.2554, top1-acc=93.76%, top5-acc=99.74%, remaining_time=0:00:01.228000, arrival_time=2021-04-15 00:43:30.787802, cost_time=0:00:03.683988 2021-04-15 00:43:30,636 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=1.49ms, fps=2156 images/s, loss=0.2734, top1-acc=93.55%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:30.636429, cost_time=0:00:04.760620 2021-04-15 00:43:31,347 INFO : Epoch=0161 complete, best val top1-acc=94.01%, top5-acc=99.85% (epoch=160), remaining_time=0:51:25.658316, arrival_time=2021-04-15 01:34:57.005374, cost_time=3:32:18.230558 2021-04-15 00:43:31,348 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 00:43:35,291 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.38ms, fps=649 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.332918, arrival_time=2021-04-15 00:44:48.623978, cost_time=0:00:03.942631 2021-04-15 00:43:39,032 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:07.617968, arrival_time=2021-04-15 00:44:46.650330, cost_time=0:00:07.683865 2021-04-15 00:43:42,777 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:03.241684, arrival_time=2021-04-15 00:44:46.019425, cost_time=0:00:11.429227 2021-04-15 00:43:46,531 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0051, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:59.213076, arrival_time=2021-04-15 00:44:45.744560, cost_time=0:00:15.182847 2021-04-15 00:43:50,273 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:55.259978, arrival_time=2021-04-15 00:44:45.533157, cost_time=0:00:18.924674 2021-04-15 00:43:54,010 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:51.367880, arrival_time=2021-04-15 00:44:45.378597, cost_time=0:00:22.662314 2021-04-15 00:43:57,746 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.515608, arrival_time=2021-04-15 00:44:45.261670, cost_time=0:00:26.397560 2021-04-15 00:44:01,489 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.705204, arrival_time=2021-04-15 00:44:45.195102, cost_time=0:00:30.141491 2021-04-15 00:44:05,237 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.913452, arrival_time=2021-04-15 00:44:45.150709, cost_time=0:00:33.888756 2021-04-15 00:44:08,974 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:36.120864, arrival_time=2021-04-15 00:44:45.095310, cost_time=0:00:37.625945 2021-04-15 00:44:12,720 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0050, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:32.345288, arrival_time=2021-04-15 00:44:45.065768, cost_time=0:00:41.371930 2021-04-15 00:44:16,468 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:28.575544, arrival_time=2021-04-15 00:44:45.043625, cost_time=0:00:45.119309 2021-04-15 00:44:20,230 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:24.816726, arrival_time=2021-04-15 00:44:45.046721, cost_time=0:00:48.881494 2021-04-15 00:44:23,978 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.051912, arrival_time=2021-04-15 00:44:45.030164, cost_time=0:00:52.629752 2021-04-15 00:44:27,716 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0052, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.286294, arrival_time=2021-04-15 00:44:45.003175, cost_time=0:00:56.368379 2021-04-15 00:44:31,467 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.526784, arrival_time=2021-04-15 00:44:44.994262, cost_time=0:01:00.118974 2021-04-15 00:44:35,217 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.768122, arrival_time=2021-04-15 00:44:44.985150, cost_time=0:01:03.868529 2021-04-15 00:44:38,961 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.010016, arrival_time=2021-04-15 00:44:44.971114, cost_time=0:01:07.612598 2021-04-15 00:44:42,697 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.253108, arrival_time=2021-04-15 00:44:44.950132, cost_time=0:01:11.348510 2021-04-15 00:44:44,692 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.22ms, fps=682 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:44.692359, cost_time=0:01:13.343957 2021-04-15 00:44:46,022 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.28ms, fps=1927 images/s, loss=0.2448, top1-acc=94.18%, top5-acc=99.80%, remaining_time=0:00:03.985230, arrival_time=2021-04-15 00:44:50.007843, cost_time=0:00:01.328411 2021-04-15 00:44:47,204 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.37ms, fps=2166 images/s, loss=0.2686, top1-acc=93.57%, top5-acc=99.77%, remaining_time=0:00:02.510680, arrival_time=2021-04-15 00:44:49.715560, cost_time=0:00:02.510672 2021-04-15 00:44:48,389 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.27ms, fps=2163 images/s, loss=0.2583, top1-acc=93.78%, top5-acc=99.78%, remaining_time=0:00:01.231600, arrival_time=2021-04-15 00:44:49.620604, cost_time=0:00:03.694791 2021-04-15 00:44:49,467 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=1.26ms, fps=2152 images/s, loss=0.2469, top1-acc=93.92%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:49.467508, cost_time=0:00:04.773253 2021-04-15 00:44:50,244 INFO : Epoch=0162 complete, best val top1-acc=94.01%, top5-acc=99.85% (epoch=160), remaining_time=0:50:06.486774, arrival_time=2021-04-15 01:34:56.731094, cost_time=3:33:37.127787 2021-04-15 00:44:50,246 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 00:44:54,156 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.57ms, fps=655 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:12.720048, arrival_time=2021-04-15 00:46:06.876583, cost_time=0:00:03.909675 2021-04-15 00:44:57,896 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:07.312960, arrival_time=2021-04-15 00:46:05.209014, cost_time=0:00:07.649194 2021-04-15 00:45:01,647 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=2.04ms, fps=683 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:03.080000, arrival_time=2021-04-15 00:46:04.726920, cost_time=0:00:11.400007 2021-04-15 00:45:05,398 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=3.14ms, fps=683 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:59.091396, arrival_time=2021-04-15 00:46:04.489930, cost_time=0:00:15.151639 2021-04-15 00:45:09,136 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:55.158070, arrival_time=2021-04-15 00:46:04.294771, cost_time=0:00:18.889772 2021-04-15 00:45:12,887 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:51.317832, arrival_time=2021-04-15 00:46:04.204960, cost_time=0:00:22.640199 2021-04-15 00:45:16,628 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:47.487006, arrival_time=2021-04-15 00:46:04.115566, cost_time=0:00:26.381693 2021-04-15 00:45:20,358 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:43.661588, arrival_time=2021-04-15 00:46:04.019984, cost_time=0:00:30.111439 2021-04-15 00:45:24,100 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.30ms, fps=684 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:39.871370, arrival_time=2021-04-15 00:46:03.971331, cost_time=0:00:33.853009 2021-04-15 00:45:27,841 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.091008, arrival_time=2021-04-15 00:46:03.932652, cost_time=0:00:37.594751 2021-04-15 00:45:31,576 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.59ms, fps=686 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:32.312436, arrival_time=2021-04-15 00:46:03.889103, cost_time=0:00:41.329809 2021-04-15 00:45:35,317 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0055, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:28.544764, arrival_time=2021-04-15 00:46:03.862390, cost_time=0:00:45.070637 2021-04-15 00:45:39,077 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.0055, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.790920, arrival_time=2021-04-15 00:46:03.868296, cost_time=0:00:48.830594 2021-04-15 00:45:42,825 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=2.60ms, fps=683 images/s, loss=0.0055, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.031360, arrival_time=2021-04-15 00:46:03.856686, cost_time=0:00:52.578377 2021-04-15 00:45:46,574 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.273644, arrival_time=2021-04-15 00:46:03.847642, cost_time=0:00:56.327148 2021-04-15 00:45:50,325 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.517604, arrival_time=2021-04-15 00:46:03.842911, cost_time=0:01:00.078264 2021-04-15 00:45:54,073 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.761752, arrival_time=2021-04-15 00:46:03.835539, cost_time=0:01:03.826810 2021-04-15 00:45:57,808 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.54ms, fps=686 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.005504, arrival_time=2021-04-15 00:46:03.814254, cost_time=0:01:07.561883 2021-04-15 00:46:01,549 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.251656, arrival_time=2021-04-15 00:46:03.800942, cost_time=0:01:11.302516 2021-04-15 00:46:03,550 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.25ms, fps=680 images/s, loss=0.0058, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:03.550374, cost_time=0:01:13.303520 2021-04-15 00:46:04,837 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.38ms, fps=1992 images/s, loss=0.2427, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:03.855240, arrival_time=2021-04-15 00:46:08.692649, cost_time=0:00:01.285077 2021-04-15 00:46:06,018 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.34ms, fps=2169 images/s, loss=0.2512, top1-acc=94.08%, top5-acc=99.84%, remaining_time=0:00:02.466020, arrival_time=2021-04-15 00:46:08.484332, cost_time=0:00:02.466012 2021-04-15 00:46:07,199 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.42ms, fps=2169 images/s, loss=0.2409, top1-acc=94.06%, top5-acc=99.82%, remaining_time=0:00:01.215610, arrival_time=2021-04-15 00:46:08.414730, cost_time=0:00:03.646819 2021-04-15 00:46:08,274 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=1.16ms, fps=2157 images/s, loss=0.2402, top1-acc=94.01%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:08.274830, cost_time=0:00:04.722553 2021-04-15 00:46:09,071 INFO : Epoch=0163 complete, best val top1-acc=94.01%, top5-acc=99.85% (epoch=160), remaining_time=0:48:47.302656, arrival_time=2021-04-15 01:34:56.374139, cost_time=3:34:55.954987 2021-04-15 00:46:09,072 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 00:46:12,998 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.60ms, fps=652 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:13.019694, arrival_time=2021-04-15 00:47:26.018281, cost_time=0:00:03.925788 2021-04-15 00:46:16,737 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:07.446720, arrival_time=2021-04-15 00:47:24.183987, cost_time=0:00:07.664402 2021-04-15 00:46:20,480 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=2.25ms, fps=684 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:03.120670, arrival_time=2021-04-15 00:47:23.600900, cost_time=0:00:11.407346 2021-04-15 00:46:24,235 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:59.133360, arrival_time=2021-04-15 00:47:23.368563, cost_time=0:00:15.162410 2021-04-15 00:46:27,970 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:55.181430, arrival_time=2021-04-15 00:47:23.152096, cost_time=0:00:18.897761 2021-04-15 00:46:31,711 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:51.314704, arrival_time=2021-04-15 00:47:23.026319, cost_time=0:00:22.638833 2021-04-15 00:46:35,445 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.471256, arrival_time=2021-04-15 00:47:22.916942, cost_time=0:00:26.372910 2021-04-15 00:46:39,183 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:43.660892, arrival_time=2021-04-15 00:47:22.844717, cost_time=0:00:30.110952 2021-04-15 00:46:42,930 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.876776, arrival_time=2021-04-15 00:47:22.807242, cost_time=0:00:33.857676 2021-04-15 00:46:46,678 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.100992, arrival_time=2021-04-15 00:47:22.779170, cost_time=0:00:37.605166 2021-04-15 00:46:50,419 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:32.325336, arrival_time=2021-04-15 00:47:22.744539, cost_time=0:00:41.346333 2021-04-15 00:46:54,152 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:28.550160, arrival_time=2021-04-15 00:47:22.702183, cost_time=0:00:45.079150 2021-04-15 00:46:57,904 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.791382, arrival_time=2021-04-15 00:47:22.695814, cost_time=0:00:48.831558 2021-04-15 00:47:01,649 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.030632, arrival_time=2021-04-15 00:47:22.680062, cost_time=0:00:52.576552 2021-04-15 00:47:05,391 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.270930, arrival_time=2021-04-15 00:47:22.661926, cost_time=0:00:56.318203 2021-04-15 00:47:09,144 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=2.86ms, fps=682 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.516092, arrival_time=2021-04-15 00:47:22.660359, cost_time=0:01:00.071486 2021-04-15 00:47:12,885 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.759594, arrival_time=2021-04-15 00:47:22.645241, cost_time=0:01:03.812778 2021-04-15 00:47:16,620 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.004224, arrival_time=2021-04-15 00:47:22.624664, cost_time=0:01:07.547575 2021-04-15 00:47:20,361 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.28ms, fps=684 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.251230, arrival_time=2021-04-15 00:47:22.612997, cost_time=0:01:11.288977 2021-04-15 00:47:22,358 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.22ms, fps=681 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:22.358438, cost_time=0:01:13.285661 2021-04-15 00:47:23,659 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.28ms, fps=1970 images/s, loss=0.2310, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:03.897540, arrival_time=2021-04-15 00:47:27.557002, cost_time=0:00:01.299183 2021-04-15 00:47:24,841 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.27ms, fps=2167 images/s, loss=0.2500, top1-acc=94.18%, top5-acc=99.80%, remaining_time=0:00:02.481060, arrival_time=2021-04-15 00:47:27.322482, cost_time=0:00:02.481069 2021-04-15 00:47:26,021 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.37ms, fps=2170 images/s, loss=0.2440, top1-acc=94.10%, top5-acc=99.80%, remaining_time=0:00:01.220490, arrival_time=2021-04-15 00:47:27.242208, cost_time=0:00:03.661470 2021-04-15 00:47:27,100 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=1.25ms, fps=2152 images/s, loss=0.2454, top1-acc=94.01%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:27.100024, cost_time=0:00:04.739807 2021-04-15 00:47:27,799 INFO : Epoch=0164 complete, best val top1-acc=94.01%, top5-acc=99.85% (epoch=160), remaining_time=0:47:28.101228, arrival_time=2021-04-15 01:34:55.901035, cost_time=3:36:14.683309 2021-04-15 00:47:27,801 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 00:47:31,741 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.70ms, fps=650 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.293672, arrival_time=2021-04-15 00:48:45.035438, cost_time=0:00:03.940519 2021-04-15 00:47:35,488 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:07.643840, arrival_time=2021-04-15 00:48:43.131877, cost_time=0:00:07.686791 2021-04-15 00:47:39,226 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0043, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:03.220104, arrival_time=2021-04-15 00:48:42.446561, cost_time=0:00:11.425311 2021-04-15 00:47:42,976 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.0043, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:59.184528, arrival_time=2021-04-15 00:48:42.161278, cost_time=0:00:15.175509 2021-04-15 00:47:46,721 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0041, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:55.248006, arrival_time=2021-04-15 00:48:41.969799, cost_time=0:00:18.920560 2021-04-15 00:47:50,457 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:51.354280, arrival_time=2021-04-15 00:48:41.811822, cost_time=0:00:22.656294 2021-04-15 00:47:54,193 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.505402, arrival_time=2021-04-15 00:48:41.698454, cost_time=0:00:26.391908 2021-04-15 00:47:57,937 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=2.21ms, fps=684 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.697896, arrival_time=2021-04-15 00:48:41.635650, cost_time=0:00:30.136513 2021-04-15 00:48:01,675 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.896174, arrival_time=2021-04-15 00:48:41.571396, cost_time=0:00:33.874072 2021-04-15 00:48:05,409 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:36.103968, arrival_time=2021-04-15 00:48:41.513406, cost_time=0:00:37.608291 2021-04-15 00:48:09,144 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.323100, arrival_time=2021-04-15 00:48:41.467734, cost_time=0:00:41.343488 2021-04-15 00:48:12,886 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:28.553960, arrival_time=2021-04-15 00:48:41.440356, cost_time=0:00:45.085156 2021-04-15 00:48:16,632 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.791448, arrival_time=2021-04-15 00:48:41.424211, cost_time=0:00:48.831587 2021-04-15 00:48:20,374 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.029400, arrival_time=2021-04-15 00:48:41.404060, cost_time=0:00:52.573509 2021-04-15 00:48:24,127 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.273276, arrival_time=2021-04-15 00:48:41.400309, cost_time=0:00:56.325887 2021-04-15 00:48:27,859 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.513176, arrival_time=2021-04-15 00:48:41.372821, cost_time=0:01:00.058499 2021-04-15 00:48:31,602 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.757800, arrival_time=2021-04-15 00:48:41.359880, cost_time=0:01:03.800923 2021-04-15 00:48:35,335 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.003056, arrival_time=2021-04-15 00:48:41.338528, cost_time=0:01:07.534324 2021-04-15 00:48:39,071 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.250630, arrival_time=2021-04-15 00:48:41.321655, cost_time=0:01:11.269879 2021-04-15 00:48:41,072 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.23ms, fps=680 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:41.071932, cost_time=0:01:13.270689 2021-04-15 00:48:42,388 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.80ms, fps=1949 images/s, loss=0.2290, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:03.941040, arrival_time=2021-04-15 00:48:46.329406, cost_time=0:00:01.313685 2021-04-15 00:48:43,569 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.33ms, fps=2169 images/s, loss=0.2532, top1-acc=93.89%, top5-acc=99.86%, remaining_time=0:00:02.494640, arrival_time=2021-04-15 00:48:46.063961, cost_time=0:00:02.494646 2021-04-15 00:48:44,750 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.48ms, fps=2168 images/s, loss=0.2417, top1-acc=94.28%, top5-acc=99.82%, remaining_time=0:00:01.225390, arrival_time=2021-04-15 00:48:45.976140, cost_time=0:00:03.676161 2021-04-15 00:48:45,829 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=1.18ms, fps=2152 images/s, loss=0.2506, top1-acc=94.19%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:45.829113, cost_time=0:00:04.754566 2021-04-15 00:48:47,207 INFO : Epoch=0165 complete, best val top1-acc=94.19%, top5-acc=99.81% (epoch=165), remaining_time=0:46:09.049640, arrival_time=2021-04-15 01:34:56.257330, cost_time=3:37:34.091103 2021-04-15 00:48:47,210 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 00:48:51,124 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.46ms, fps=654 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.792588, arrival_time=2021-04-15 00:50:03.916942, cost_time=0:00:03.913581 2021-04-15 00:48:54,871 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.410112, arrival_time=2021-04-15 00:50:02.281232, cost_time=0:00:07.660234 2021-04-15 00:48:58,617 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.91ms, fps=684 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.115524, arrival_time=2021-04-15 00:50:01.732755, cost_time=0:00:11.406417 2021-04-15 00:49:02,368 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.114016, arrival_time=2021-04-15 00:50:01.482245, cost_time=0:00:15.157451 2021-04-15 00:49:06,117 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.207272, arrival_time=2021-04-15 00:50:01.324659, cost_time=0:00:18.906614 2021-04-15 00:49:09,862 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.342992, arrival_time=2021-04-15 00:50:01.205090, cost_time=0:00:22.651293 2021-04-15 00:49:13,611 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.520522, arrival_time=2021-04-15 00:50:01.131569, cost_time=0:00:26.400267 2021-04-15 00:49:17,351 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.703232, arrival_time=2021-04-15 00:50:01.054224, cost_time=0:00:30.140124 2021-04-15 00:49:21,099 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.913452, arrival_time=2021-04-15 00:50:01.013028, cost_time=0:00:33.888800 2021-04-15 00:49:24,842 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.29ms, fps=684 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.126624, arrival_time=2021-04-15 00:50:00.969287, cost_time=0:00:37.631879 2021-04-15 00:49:28,585 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.347352, arrival_time=2021-04-15 00:50:00.932644, cost_time=0:00:41.374521 2021-04-15 00:49:32,341 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.582536, arrival_time=2021-04-15 00:50:00.923769, cost_time=0:00:45.130372 2021-04-15 00:49:36,095 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.818376, arrival_time=2021-04-15 00:50:00.913899, cost_time=0:00:48.884644 2021-04-15 00:49:39,836 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.050064, arrival_time=2021-04-15 00:50:00.886041, cost_time=0:00:52.625193 2021-04-15 00:49:43,581 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.286938, arrival_time=2021-04-15 00:50:00.868147, cost_time=0:00:56.370423 2021-04-15 00:49:47,328 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.526568, arrival_time=2021-04-15 00:50:00.855414, cost_time=0:01:00.118064 2021-04-15 00:49:51,082 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.768590, arrival_time=2021-04-15 00:50:00.851004, cost_time=0:01:03.871594 2021-04-15 00:49:54,828 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.010480, arrival_time=2021-04-15 00:50:00.839177, cost_time=0:01:07.617916 2021-04-15 00:49:58,568 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.22ms, fps=685 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.253408, arrival_time=2021-04-15 00:50:00.822149, cost_time=0:01:11.357856 2021-04-15 00:50:00,572 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.24ms, fps=679 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:00.572072, cost_time=0:01:13.361369 2021-04-15 00:50:01,916 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.22ms, fps=1907 images/s, loss=0.2545, top1-acc=94.18%, top5-acc=99.80%, remaining_time=0:00:04.026630, arrival_time=2021-04-15 00:50:05.942774, cost_time=0:00:01.342208 2021-04-15 00:50:03,097 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.28ms, fps=2169 images/s, loss=0.2525, top1-acc=93.96%, top5-acc=99.82%, remaining_time=0:00:02.523040, arrival_time=2021-04-15 00:50:05.620011, cost_time=0:00:02.523035 2021-04-15 00:50:04,276 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.31ms, fps=2171 images/s, loss=0.2429, top1-acc=94.32%, top5-acc=99.83%, remaining_time=0:00:01.234250, arrival_time=2021-04-15 00:50:05.510939, cost_time=0:00:03.702756 2021-04-15 00:50:05,351 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=1.33ms, fps=2160 images/s, loss=0.2354, top1-acc=94.31%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:05.351322, cost_time=0:00:04.777329 2021-04-15 00:50:06,717 INFO : Epoch=0166 complete, best val top1-acc=94.31%, top5-acc=99.80% (epoch=166), remaining_time=0:44:50.014584, arrival_time=2021-04-15 01:34:56.731649, cost_time=3:38:53.600548 2021-04-15 00:50:06,718 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 00:50:10,613 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.69ms, fps=657 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.442722, arrival_time=2021-04-15 00:51:23.056215, cost_time=0:00:03.894774 2021-04-15 00:50:14,363 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.274944, arrival_time=2021-04-15 00:51:21.638445, cost_time=0:00:07.644881 2021-04-15 00:50:18,106 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:03.011442, arrival_time=2021-04-15 00:51:21.117670, cost_time=0:00:11.387609 2021-04-15 00:50:21,853 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:59.025252, arrival_time=2021-04-15 00:51:20.878773, cost_time=0:00:15.134681 2021-04-15 00:50:25,602 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=2.21ms, fps=683 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.141426, arrival_time=2021-04-15 00:51:20.744100, cost_time=0:00:18.884047 2021-04-15 00:50:29,349 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.297024, arrival_time=2021-04-15 00:51:20.646680, cost_time=0:00:22.631014 2021-04-15 00:50:33,094 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:47.475666, arrival_time=2021-04-15 00:51:20.569681, cost_time=0:00:26.375391 2021-04-15 00:50:36,833 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.83ms, fps=685 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.665764, arrival_time=2021-04-15 00:51:20.498741, cost_time=0:00:30.114288 2021-04-15 00:50:40,574 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.875080, arrival_time=2021-04-15 00:51:20.449901, cost_time=0:00:33.856206 2021-04-15 00:50:44,319 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.096960, arrival_time=2021-04-15 00:51:20.416567, cost_time=0:00:37.600982 2021-04-15 00:50:48,064 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.324562, arrival_time=2021-04-15 00:51:20.388571, cost_time=0:00:41.345339 2021-04-15 00:50:51,804 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.31ms, fps=685 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.554416, arrival_time=2021-04-15 00:51:20.359076, cost_time=0:00:45.085906 2021-04-15 00:50:55,541 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.786696, arrival_time=2021-04-15 00:51:20.327640, cost_time=0:00:48.822320 2021-04-15 00:50:59,270 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.020944, arrival_time=2021-04-15 00:51:20.291819, cost_time=0:00:52.552331 2021-04-15 00:51:03,021 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.266192, arrival_time=2021-04-15 00:51:20.287827, cost_time=0:00:56.302830 2021-04-15 00:51:06,767 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.511016, arrival_time=2021-04-15 00:51:20.278611, cost_time=0:01:00.048979 2021-04-15 00:51:10,507 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.755850, arrival_time=2021-04-15 00:51:20.262789, cost_time=0:01:03.788221 2021-04-15 00:51:14,255 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=2.22ms, fps=683 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.003248, arrival_time=2021-04-15 00:51:20.258410, cost_time=0:01:07.536510 2021-04-15 00:51:18,011 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.251350, arrival_time=2021-04-15 00:51:20.262771, cost_time=0:01:11.292803 2021-04-15 00:51:20,014 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.92ms, fps=679 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:20.014134, cost_time=0:01:13.295509 2021-04-15 00:51:21,315 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.40ms, fps=1971 images/s, loss=0.2108, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:03.895860, arrival_time=2021-04-15 00:51:25.210891, cost_time=0:00:01.298617 2021-04-15 00:51:22,497 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.53ms, fps=2166 images/s, loss=0.2330, top1-acc=94.18%, top5-acc=99.84%, remaining_time=0:00:02.481540, arrival_time=2021-04-15 00:51:24.979274, cost_time=0:00:02.481538 2021-04-15 00:51:23,680 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.49ms, fps=2166 images/s, loss=0.2346, top1-acc=94.30%, top5-acc=99.87%, remaining_time=0:00:01.221220, arrival_time=2021-04-15 00:51:24.901175, cost_time=0:00:03.663671 2021-04-15 00:51:24,758 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=1.21ms, fps=2152 images/s, loss=0.2371, top1-acc=94.34%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:24.758553, cost_time=0:00:04.742399 2021-04-15 00:51:26,120 INFO : Epoch=0167 complete, best val top1-acc=94.34%, top5-acc=99.88% (epoch=167), remaining_time=0:43:30.952938, arrival_time=2021-04-15 01:34:57.073639, cost_time=3:40:13.004192 2021-04-15 00:51:26,121 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 00:51:30,030 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.52ms, fps=655 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.687684, arrival_time=2021-04-15 00:52:42.717876, cost_time=0:00:03.907941 2021-04-15 00:51:33,776 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.361008, arrival_time=2021-04-15 00:52:41.137820, cost_time=0:00:07.654656 2021-04-15 00:51:37,521 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.075352, arrival_time=2021-04-15 00:52:40.596676, cost_time=0:00:11.399172 2021-04-15 00:51:41,260 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.041320, arrival_time=2021-04-15 00:52:40.302231, cost_time=0:00:15.138804 2021-04-15 00:51:45,011 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.157194, arrival_time=2021-04-15 00:52:40.168807, cost_time=0:00:18.889457 2021-04-15 00:51:48,767 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.329800, arrival_time=2021-04-15 00:52:40.097557, cost_time=0:00:22.645499 2021-04-15 00:51:52,508 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.495700, arrival_time=2021-04-15 00:52:40.004425, cost_time=0:00:26.386526 2021-04-15 00:51:56,241 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.78ms, fps=686 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.673072, arrival_time=2021-04-15 00:52:39.914503, cost_time=0:00:30.119369 2021-04-15 00:51:59,986 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:39.883984, arrival_time=2021-04-15 00:52:39.869894, cost_time=0:00:33.863758 2021-04-15 00:52:03,738 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.111936, arrival_time=2021-04-15 00:52:39.850650, cost_time=0:00:37.616563 2021-04-15 00:52:07,475 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.330582, arrival_time=2021-04-15 00:52:39.805822, cost_time=0:00:41.353034 2021-04-15 00:52:11,221 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.562776, arrival_time=2021-04-15 00:52:39.784028, cost_time=0:00:45.099099 2021-04-15 00:52:14,995 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.65ms, fps=678 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.812502, arrival_time=2021-04-15 00:52:39.807804, cost_time=0:00:48.873128 2021-04-15 00:52:18,751 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.051464, arrival_time=2021-04-15 00:52:39.802918, cost_time=0:00:52.628700 2021-04-15 00:52:22,506 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.291216, arrival_time=2021-04-15 00:52:39.797782, cost_time=0:00:56.384392 2021-04-15 00:52:26,262 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.531644, arrival_time=2021-04-15 00:52:39.794534, cost_time=0:01:00.140693 2021-04-15 00:52:30,014 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.771788, arrival_time=2021-04-15 00:52:39.786421, cost_time=0:01:03.892432 2021-04-15 00:52:33,765 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.012752, arrival_time=2021-04-15 00:52:39.778348, cost_time=0:01:07.643441 2021-04-15 00:52:37,503 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.254134, arrival_time=2021-04-15 00:52:39.757285, cost_time=0:01:11.381002 2021-04-15 00:52:39,498 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.23ms, fps=682 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:39.498512, cost_time=0:01:13.376462 2021-04-15 00:52:40,848 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.32ms, fps=1900 images/s, loss=0.2358, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:04.043040, arrival_time=2021-04-15 00:52:44.891029, cost_time=0:00:01.347677 2021-04-15 00:52:42,028 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.28ms, fps=2170 images/s, loss=0.2335, top1-acc=94.28%, top5-acc=99.86%, remaining_time=0:00:02.527820, arrival_time=2021-04-15 00:52:44.556054, cost_time=0:00:02.527827 2021-04-15 00:52:43,213 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.36ms, fps=2160 images/s, loss=0.2401, top1-acc=94.09%, top5-acc=99.83%, remaining_time=0:00:01.237780, arrival_time=2021-04-15 00:52:44.451435, cost_time=0:00:03.713347 2021-04-15 00:52:44,289 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=2158 images/s, loss=0.2305, top1-acc=94.20%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:44.289277, cost_time=0:00:04.788987 2021-04-15 00:52:44,988 INFO : Epoch=0168 complete, best val top1-acc=94.34%, top5-acc=99.88% (epoch=167), remaining_time=0:42:11.785152, arrival_time=2021-04-15 01:34:56.773708, cost_time=3:41:31.872038 2021-04-15 00:52:44,989 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 00:52:48,934 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.57ms, fps=649 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.357470, arrival_time=2021-04-15 00:54:02.291469, cost_time=0:00:03.943953 2021-04-15 00:52:52,673 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.617264, arrival_time=2021-04-15 00:54:00.291108, cost_time=0:00:07.683788 2021-04-15 00:52:56,419 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.244506, arrival_time=2021-04-15 00:53:59.664312, cost_time=0:00:11.429744 2021-04-15 00:53:00,160 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.164872, arrival_time=2021-04-15 00:53:59.325627, cost_time=0:00:15.170472 2021-04-15 00:53:03,906 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.237056, arrival_time=2021-04-15 00:53:59.143885, cost_time=0:00:18.916815 2021-04-15 00:53:07,654 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.373456, arrival_time=2021-04-15 00:53:59.028298, cost_time=0:00:22.664780 2021-04-15 00:53:11,413 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.562102, arrival_time=2021-04-15 00:53:58.975532, cost_time=0:00:26.423364 2021-04-15 00:53:15,149 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.730956, arrival_time=2021-04-15 00:53:58.880258, cost_time=0:00:30.159246 2021-04-15 00:53:18,885 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.921402, arrival_time=2021-04-15 00:53:58.806929, cost_time=0:00:33.895523 2021-04-15 00:53:22,634 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.138144, arrival_time=2021-04-15 00:53:58.772101, cost_time=0:00:37.643901 2021-04-15 00:53:26,366 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.68ms, fps=686 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.348986, arrival_time=2021-04-15 00:53:58.715563, cost_time=0:00:41.376616 2021-04-15 00:53:30,099 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.569312, arrival_time=2021-04-15 00:53:58.668829, cost_time=0:00:45.109497 2021-04-15 00:53:33,850 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.805836, arrival_time=2021-04-15 00:53:58.655921, cost_time=0:00:48.860035 2021-04-15 00:53:37,597 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.042952, arrival_time=2021-04-15 00:53:58.640405, cost_time=0:00:52.607389 2021-04-15 00:53:41,355 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.285282, arrival_time=2021-04-15 00:53:58.640388, cost_time=0:00:56.365050 2021-04-15 00:53:45,098 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.524408, arrival_time=2021-04-15 00:53:58.622847, cost_time=0:01:00.108468 2021-04-15 00:53:48,847 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.766484, arrival_time=2021-04-15 00:53:58.614294, cost_time=0:01:03.857762 2021-04-15 00:53:52,594 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.009328, arrival_time=2021-04-15 00:53:58.604256, cost_time=0:01:07.604946 2021-04-15 00:53:56,338 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.253096, arrival_time=2021-04-15 00:53:58.591134, cost_time=0:01:11.348083 2021-04-15 00:53:58,334 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:58.334522, cost_time=0:01:13.344562 2021-04-15 00:53:59,628 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.47ms, fps=1982 images/s, loss=0.2995, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:03.875010, arrival_time=2021-04-15 00:54:03.503071, cost_time=0:00:01.291672 2021-04-15 00:54:00,809 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.30ms, fps=2168 images/s, loss=0.2537, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:02.472620, arrival_time=2021-04-15 00:54:03.281624, cost_time=0:00:02.472617 2021-04-15 00:54:01,987 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.56ms, fps=2174 images/s, loss=0.2464, top1-acc=94.14%, top5-acc=99.83%, remaining_time=0:00:01.216880, arrival_time=2021-04-15 00:54:03.203919, cost_time=0:00:03.650650 2021-04-15 00:54:03,061 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=2159 images/s, loss=0.2392, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:03.061783, cost_time=0:00:04.725421 2021-04-15 00:54:03,796 INFO : Epoch=0169 complete, best val top1-acc=94.34%, top5-acc=99.88% (epoch=167), remaining_time=0:40:52.609888, arrival_time=2021-04-15 01:34:56.406183, cost_time=3:42:50.679793 2021-04-15 00:54:03,797 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 00:54:07,767 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=2.19ms, fps=645 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.843674, arrival_time=2021-04-15 00:55:21.611431, cost_time=0:00:03.970086 2021-04-15 00:54:11,514 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.910480, arrival_time=2021-04-15 00:55:19.425261, cost_time=0:00:07.717098 2021-04-15 00:54:15,265 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.453666, arrival_time=2021-04-15 00:55:18.718893, cost_time=0:00:11.467544 2021-04-15 00:54:19,005 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.310888, arrival_time=2021-04-15 00:55:18.316639, cost_time=0:00:15.207937 2021-04-15 00:54:22,774 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.44ms, fps=680 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.410796, arrival_time=2021-04-15 00:55:18.184757, cost_time=0:00:18.976286 2021-04-15 00:54:26,532 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.530944, arrival_time=2021-04-15 00:55:18.062847, cost_time=0:00:22.734220 2021-04-15 00:54:30,268 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.86ms, fps=685 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.646900, arrival_time=2021-04-15 00:55:17.915076, cost_time=0:00:26.470485 2021-04-15 00:54:34,006 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.802644, arrival_time=2021-04-15 00:55:17.809104, cost_time=0:00:30.208727 2021-04-15 00:54:37,756 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.996132, arrival_time=2021-04-15 00:55:17.752770, cost_time=0:00:33.958942 2021-04-15 00:54:41,499 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.193920, arrival_time=2021-04-15 00:55:17.693607, cost_time=0:00:37.702003 2021-04-15 00:54:45,237 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.398608, arrival_time=2021-04-15 00:55:17.636253, cost_time=0:00:41.440051 2021-04-15 00:54:48,991 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.622588, arrival_time=2021-04-15 00:55:17.613887, cost_time=0:00:45.193578 2021-04-15 00:54:52,742 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.848736, arrival_time=2021-04-15 00:55:17.590933, cost_time=0:00:48.944491 2021-04-15 00:54:56,479 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.072856, arrival_time=2021-04-15 00:55:17.552639, cost_time=0:00:52.682200 2021-04-15 00:55:00,220 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.96ms, fps=684 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.302946, arrival_time=2021-04-15 00:55:17.523264, cost_time=0:00:56.422606 2021-04-15 00:55:03,977 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.540500, arrival_time=2021-04-15 00:55:17.518208, cost_time=0:01:00.179949 2021-04-15 00:55:07,725 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.777222, arrival_time=2021-04-15 00:55:17.502904, cost_time=0:01:03.927976 2021-04-15 00:55:11,463 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.014688, arrival_time=2021-04-15 00:55:17.477699, cost_time=0:01:07.665301 2021-04-15 00:55:15,198 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.32ms, fps=685 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.254776, arrival_time=2021-04-15 00:55:17.453679, cost_time=0:01:11.401314 2021-04-15 00:55:17,202 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:17.202885, cost_time=0:01:13.405207 2021-04-15 00:55:18,497 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.31ms, fps=1981 images/s, loss=0.2288, top1-acc=94.26%, top5-acc=99.80%, remaining_time=0:00:03.876180, arrival_time=2021-04-15 00:55:22.373215, cost_time=0:00:01.292061 2021-04-15 00:55:19,676 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.32ms, fps=2171 images/s, loss=0.2190, top1-acc=94.53%, top5-acc=99.84%, remaining_time=0:00:02.471680, arrival_time=2021-04-15 00:55:22.148261, cost_time=0:00:02.471672 2021-04-15 00:55:20,856 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.71ms, fps=2170 images/s, loss=0.2349, top1-acc=94.31%, top5-acc=99.83%, remaining_time=0:00:01.217180, arrival_time=2021-04-15 00:55:22.073686, cost_time=0:00:03.651546 2021-04-15 00:55:21,933 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=1.19ms, fps=2156 images/s, loss=0.2378, top1-acc=94.47%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:21.933130, cost_time=0:00:04.728261 2021-04-15 00:55:23,230 INFO : Epoch=0170 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:39:33.549600, arrival_time=2021-04-15 01:34:56.780526, cost_time=3:44:10.114417 2021-04-15 00:55:23,232 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 00:55:27,157 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=2.55ms, fps=652 images/s, loss=0.0032, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:12.998676, arrival_time=2021-04-15 00:56:40.155656, cost_time=0:00:03.924665 2021-04-15 00:55:30,904 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.510960, arrival_time=2021-04-15 00:56:38.414942, cost_time=0:00:07.671703 2021-04-15 00:55:34,653 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.198026, arrival_time=2021-04-15 00:56:37.851645, cost_time=0:00:11.421316 2021-04-15 00:55:38,400 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.52ms, fps=683 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.154888, arrival_time=2021-04-15 00:56:37.555083, cost_time=0:00:15.167912 2021-04-15 00:55:42,151 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.244210, arrival_time=2021-04-15 00:56:37.395765, cost_time=0:00:18.919232 2021-04-15 00:55:45,902 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.384880, arrival_time=2021-04-15 00:56:37.286998, cost_time=0:00:22.669825 2021-04-15 00:55:49,641 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=2.02ms, fps=685 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.536902, arrival_time=2021-04-15 00:56:37.178596, cost_time=0:00:26.409390 2021-04-15 00:55:53,387 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.725388, arrival_time=2021-04-15 00:56:37.113229, cost_time=0:00:30.155452 2021-04-15 00:55:57,124 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.917480, arrival_time=2021-04-15 00:56:37.041987, cost_time=0:00:33.892214 2021-04-15 00:56:00,867 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.129504, arrival_time=2021-04-15 00:56:36.996649, cost_time=0:00:37.634853 2021-04-15 00:56:04,603 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.344944, arrival_time=2021-04-15 00:56:36.948673, cost_time=0:00:41.371438 2021-04-15 00:56:08,350 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.575012, arrival_time=2021-04-15 00:56:36.925789, cost_time=0:00:45.118490 2021-04-15 00:56:12,091 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.78ms, fps=684 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.805572, arrival_time=2021-04-15 00:56:36.897308, cost_time=0:00:48.859452 2021-04-15 00:56:15,839 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.043008, arrival_time=2021-04-15 00:56:36.882872, cost_time=0:00:52.607451 2021-04-15 00:56:19,582 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.85ms, fps=684 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.280544, arrival_time=2021-04-15 00:56:36.862548, cost_time=0:00:56.349666 2021-04-15 00:56:23,333 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.522572, arrival_time=2021-04-15 00:56:36.855974, cost_time=0:01:00.100379 2021-04-15 00:56:27,082 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.765236, arrival_time=2021-04-15 00:56:36.847174, cost_time=0:01:03.849609 2021-04-15 00:56:30,813 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.76ms, fps=686 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.007200, arrival_time=2021-04-15 00:56:36.820859, cost_time=0:01:07.581059 2021-04-15 00:56:34,550 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.252142, arrival_time=2021-04-15 00:56:36.802132, cost_time=0:01:11.317743 2021-04-15 00:56:36,548 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.26ms, fps=681 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:36.547959, cost_time=0:01:13.315764 2021-04-15 00:56:37,876 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.32ms, fps=1929 images/s, loss=0.2445, top1-acc=93.95%, top5-acc=99.73%, remaining_time=0:00:03.980490, arrival_time=2021-04-15 00:56:41.857153, cost_time=0:00:01.326829 2021-04-15 00:56:39,060 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.48ms, fps=2164 images/s, loss=0.2348, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:02.510240, arrival_time=2021-04-15 00:56:41.570409, cost_time=0:00:02.510237 2021-04-15 00:56:40,240 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.48ms, fps=2170 images/s, loss=0.2369, top1-acc=94.30%, top5-acc=99.75%, remaining_time=0:00:01.230260, arrival_time=2021-04-15 00:56:41.470875, cost_time=0:00:03.690780 2021-04-15 00:56:41,315 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=1.19ms, fps=2159 images/s, loss=0.2238, top1-acc=94.36%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:41.315676, cost_time=0:00:04.765867 2021-04-15 00:56:42,027 INFO : Epoch=0171 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:38:14.376702, arrival_time=2021-04-15 01:34:56.404135, cost_time=3:45:28.910931 2021-04-15 00:56:42,028 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 00:56:45,909 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=2.12ms, fps=660 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.182508, arrival_time=2021-04-15 00:57:58.092306, cost_time=0:00:03.880775 2021-04-15 00:56:49,652 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.085568, arrival_time=2021-04-15 00:57:56.737924, cost_time=0:00:07.623370 2021-04-15 00:56:53,400 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:02.920474, arrival_time=2021-04-15 00:57:56.320641, cost_time=0:00:11.371168 2021-04-15 00:56:57,141 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.81ms, fps=684 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.936800, arrival_time=2021-04-15 00:57:56.077791, cost_time=0:00:15.111999 2021-04-15 00:57:00,884 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.07ms, fps=684 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.056892, arrival_time=2021-04-15 00:57:55.941029, cost_time=0:00:18.855109 2021-04-15 00:57:04,625 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.219368, arrival_time=2021-04-15 00:57:55.845223, cost_time=0:00:22.596780 2021-04-15 00:57:08,370 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.414052, arrival_time=2021-04-15 00:57:55.784185, cost_time=0:00:26.341140 2021-04-15 00:57:12,117 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.628296, arrival_time=2021-04-15 00:57:55.745774, cost_time=0:00:30.088486 2021-04-15 00:57:15,861 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.847414, arrival_time=2021-04-15 00:57:55.709077, cost_time=0:00:33.832672 2021-04-15 00:57:19,610 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.078336, arrival_time=2021-04-15 00:57:55.688958, cost_time=0:00:37.581623 2021-04-15 00:57:23,350 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.305556, arrival_time=2021-04-15 00:57:55.655631, cost_time=0:00:41.321080 2021-04-15 00:57:27,096 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.542712, arrival_time=2021-04-15 00:57:55.639114, cost_time=0:00:45.067389 2021-04-15 00:57:30,831 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.776466, arrival_time=2021-04-15 00:57:55.607557, cost_time=0:00:48.802192 2021-04-15 00:57:34,575 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.83ms, fps=684 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.018536, arrival_time=2021-04-15 00:57:55.593915, cost_time=0:00:52.546381 2021-04-15 00:57:38,320 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.262788, arrival_time=2021-04-15 00:57:55.583432, cost_time=0:00:56.291737 2021-04-15 00:57:42,060 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.507020, arrival_time=2021-04-15 00:57:55.567169, cost_time=0:01:00.031243 2021-04-15 00:57:45,799 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.753120, arrival_time=2021-04-15 00:57:55.552523, cost_time=0:01:03.770368 2021-04-15 00:57:49,542 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.001216, arrival_time=2021-04-15 00:57:55.543839, cost_time=0:01:07.513714 2021-04-15 00:57:53,286 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.250234, arrival_time=2021-04-15 00:57:55.536544, cost_time=0:01:11.257409 2021-04-15 00:57:55,283 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.21ms, fps=681 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:55.283236, cost_time=0:01:13.254327 2021-04-15 00:57:56,596 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.23ms, fps=1952 images/s, loss=0.2392, top1-acc=94.06%, top5-acc=99.88%, remaining_time=0:00:03.934410, arrival_time=2021-04-15 00:58:00.531092, cost_time=0:00:01.311469 2021-04-15 00:57:57,779 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.26ms, fps=2166 images/s, loss=0.2522, top1-acc=94.04%, top5-acc=99.80%, remaining_time=0:00:02.493900, arrival_time=2021-04-15 00:58:00.272974, cost_time=0:00:02.493897 2021-04-15 00:57:58,961 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.46ms, fps=2166 images/s, loss=0.2429, top1-acc=94.31%, top5-acc=99.83%, remaining_time=0:00:01.225300, arrival_time=2021-04-15 00:58:00.186372, cost_time=0:00:03.675902 2021-04-15 00:58:00,035 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=1.25ms, fps=2160 images/s, loss=0.2330, top1-acc=94.35%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:00.035572, cost_time=0:00:04.750431 2021-04-15 00:58:00,729 INFO : Epoch=0172 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:36:55.192868, arrival_time=2021-04-15 01:34:55.922684, cost_time=3:46:47.613305 2021-04-15 00:58:00,730 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 00:58:04,618 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.55ms, fps=659 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.301548, arrival_time=2021-04-15 00:59:16.919869, cost_time=0:00:03.887180 2021-04-15 00:58:08,361 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.139776, arrival_time=2021-04-15 00:59:15.500694, cost_time=0:00:07.629524 2021-04-15 00:58:12,105 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=2.61ms, fps=684 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.938070, arrival_time=2021-04-15 00:59:15.043554, cost_time=0:00:11.374336 2021-04-15 00:58:15,842 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:58.934928, arrival_time=2021-04-15 00:59:14.777612, cost_time=0:00:15.111538 2021-04-15 00:58:19,590 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.069010, arrival_time=2021-04-15 00:59:14.659423, cost_time=0:00:18.859264 2021-04-15 00:58:23,334 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.234464, arrival_time=2021-04-15 00:59:14.569086, cost_time=0:00:22.603414 2021-04-15 00:58:27,075 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.419722, arrival_time=2021-04-15 00:59:14.495106, cost_time=0:00:26.344316 2021-04-15 00:58:30,807 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.610548, arrival_time=2021-04-15 00:59:14.417852, cost_time=0:00:30.076248 2021-04-15 00:58:34,552 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=2.78ms, fps=684 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.833846, arrival_time=2021-04-15 00:59:14.386198, cost_time=0:00:33.821211 2021-04-15 00:58:38,282 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.049728, arrival_time=2021-04-15 00:59:14.332551, cost_time=0:00:37.551756 2021-04-15 00:58:42,019 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.280272, arrival_time=2021-04-15 00:59:14.300033, cost_time=0:00:41.288705 2021-04-15 00:58:45,757 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.516720, arrival_time=2021-04-15 00:59:14.274165, cost_time=0:00:45.026392 2021-04-15 00:58:49,497 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.758382, arrival_time=2021-04-15 00:59:14.255894, cost_time=0:00:48.766456 2021-04-15 00:58:53,232 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.000560, arrival_time=2021-04-15 00:59:14.232974, cost_time=0:00:52.501358 2021-04-15 00:58:56,973 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.247792, arrival_time=2021-04-15 00:59:14.221636, cost_time=0:00:56.242789 2021-04-15 00:59:00,713 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=2.12ms, fps=685 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.496112, arrival_time=2021-04-15 00:59:14.209934, cost_time=0:00:59.982674 2021-04-15 00:59:04,458 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.746594, arrival_time=2021-04-15 00:59:14.205445, cost_time=0:01:03.727779 2021-04-15 00:59:08,189 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.996240, arrival_time=2021-04-15 00:59:14.185216, cost_time=0:01:07.457684 2021-04-15 00:59:11,931 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.248428, arrival_time=2021-04-15 00:59:14.179870, cost_time=0:01:11.200293 2021-04-15 00:59:13,932 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.23ms, fps=680 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:13.932761, cost_time=0:01:13.201601 2021-04-15 00:59:15,227 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.28ms, fps=1981 images/s, loss=0.2342, top1-acc=94.34%, top5-acc=99.77%, remaining_time=0:00:03.876780, arrival_time=2021-04-15 00:59:19.103854, cost_time=0:00:01.292263 2021-04-15 00:59:16,409 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.60ms, fps=2166 images/s, loss=0.2350, top1-acc=94.32%, top5-acc=99.75%, remaining_time=0:00:02.474640, arrival_time=2021-04-15 00:59:18.884197, cost_time=0:00:02.474643 2021-04-15 00:59:17,590 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.59ms, fps=2169 images/s, loss=0.2325, top1-acc=94.40%, top5-acc=99.80%, remaining_time=0:00:01.218540, arrival_time=2021-04-15 00:59:18.808987, cost_time=0:00:03.655613 2021-04-15 00:59:18,667 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=1.19ms, fps=2155 images/s, loss=0.2401, top1-acc=94.19%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:18.667160, cost_time=0:00:04.732376 2021-04-15 00:59:19,369 INFO : Epoch=0173 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:35:36.004803, arrival_time=2021-04-15 01:34:55.374321, cost_time=3:48:06.253019 2021-04-15 00:59:19,370 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 00:59:23,306 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.39ms, fps=651 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.191744, arrival_time=2021-04-15 01:00:36.497811, cost_time=0:00:03.935035 2021-04-15 00:59:27,043 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.95ms, fps=685 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.514480, arrival_time=2021-04-15 01:00:34.557628, cost_time=0:00:07.672107 2021-04-15 00:59:30,785 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.159514, arrival_time=2021-04-15 01:00:33.945040, cost_time=0:00:11.414374 2021-04-15 00:59:34,533 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=3.24ms, fps=683 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.135544, arrival_time=2021-04-15 01:00:33.669458, cost_time=0:00:15.162948 2021-04-15 00:59:38,272 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.193402, arrival_time=2021-04-15 01:00:33.466190, cost_time=0:00:18.901833 2021-04-15 00:59:42,019 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.336328, arrival_time=2021-04-15 01:00:33.355653, cost_time=0:00:22.648372 2021-04-15 00:59:45,769 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.517246, arrival_time=2021-04-15 01:00:33.286858, cost_time=0:00:26.398493 2021-04-15 00:59:49,510 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.701840, arrival_time=2021-04-15 01:00:33.212026, cost_time=0:00:30.139224 2021-04-15 00:59:53,247 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.898930, arrival_time=2021-04-15 01:00:33.146311, cost_time=0:00:33.876426 2021-04-15 00:59:57,003 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.126720, arrival_time=2021-04-15 01:00:33.129700, cost_time=0:00:37.632020 2021-04-15 01:00:00,749 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.350534, arrival_time=2021-04-15 01:00:33.100046, cost_time=0:00:41.378560 2021-04-15 01:00:04,492 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.577216, arrival_time=2021-04-15 01:00:33.070100, cost_time=0:00:45.121934 2021-04-15 01:00:08,234 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.807552, arrival_time=2021-04-15 01:00:33.041966, cost_time=0:00:48.863297 2021-04-15 01:00:11,976 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.042112, arrival_time=2021-04-15 01:00:33.018394, cost_time=0:00:52.605318 2021-04-15 01:00:15,719 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=3.18ms, fps=684 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.280176, arrival_time=2021-04-15 01:00:32.999566, cost_time=0:00:56.348407 2021-04-15 01:00:19,469 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.521204, arrival_time=2021-04-15 01:00:32.990346, cost_time=0:01:00.094228 2021-04-15 01:00:23,221 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.765366, arrival_time=2021-04-15 01:00:32.987022, cost_time=0:01:03.850550 2021-04-15 01:00:26,968 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.008672, arrival_time=2021-04-15 01:00:32.977267, cost_time=0:01:07.597508 2021-04-15 01:00:30,724 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.253264, arrival_time=2021-04-15 01:00:32.977677, cost_time=0:01:11.353366 2021-04-15 01:00:32,726 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.85ms, fps=680 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:32.726434, cost_time=0:01:13.355294 2021-04-15 01:00:34,026 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.39ms, fps=1974 images/s, loss=0.2247, top1-acc=94.49%, top5-acc=99.73%, remaining_time=0:00:03.891360, arrival_time=2021-04-15 01:00:37.917409, cost_time=0:00:01.297124 2021-04-15 01:00:35,210 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.49ms, fps=2162 images/s, loss=0.2348, top1-acc=94.34%, top5-acc=99.77%, remaining_time=0:00:02.481540, arrival_time=2021-04-15 01:00:37.692080, cost_time=0:00:02.481539 2021-04-15 01:00:36,392 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=2.08ms, fps=2166 images/s, loss=0.2335, top1-acc=94.36%, top5-acc=99.79%, remaining_time=0:00:01.221280, arrival_time=2021-04-15 01:00:37.614117, cost_time=0:00:03.663852 2021-04-15 01:00:37,468 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=1.21ms, fps=2158 images/s, loss=0.2319, top1-acc=94.26%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:37.468553, cost_time=0:00:04.739660 2021-04-15 01:00:38,232 INFO : Epoch=0174 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:34:16.856438, arrival_time=2021-04-15 01:34:55.089123, cost_time=3:49:25.116157 2021-04-15 01:00:38,234 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 01:00:42,169 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.49ms, fps=651 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.171842, arrival_time=2021-04-15 01:01:55.340943, cost_time=0:00:03.933969 2021-04-15 01:00:45,901 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.460272, arrival_time=2021-04-15 01:01:53.361289, cost_time=0:00:07.665937 2021-04-15 01:00:49,646 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.144242, arrival_time=2021-04-15 01:01:52.790902, cost_time=0:00:11.411607 2021-04-15 01:00:53,387 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.092800, arrival_time=2021-04-15 01:01:52.479958, cost_time=0:00:15.152019 2021-04-15 01:00:57,129 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.172816, arrival_time=2021-04-15 01:01:52.302647, cost_time=0:00:18.894792 2021-04-15 01:01:00,871 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.308992, arrival_time=2021-04-15 01:01:52.180395, cost_time=0:00:22.636342 2021-04-15 01:01:04,618 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.490660, arrival_time=2021-04-15 01:01:52.109487, cost_time=0:00:26.383731 2021-04-15 01:01:08,362 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.684904, arrival_time=2021-04-15 01:01:52.047479, cost_time=0:00:30.127520 2021-04-15 01:01:12,107 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.98ms, fps=684 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.894584, arrival_time=2021-04-15 01:01:52.002458, cost_time=0:00:33.872779 2021-04-15 01:01:15,843 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.59ms, fps=686 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.103584, arrival_time=2021-04-15 01:01:51.946566, cost_time=0:00:37.607879 2021-04-15 01:01:19,581 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.325422, arrival_time=2021-04-15 01:01:51.906904, cost_time=0:00:41.346520 2021-04-15 01:01:23,325 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.557152, arrival_time=2021-04-15 01:01:51.882452, cost_time=0:00:45.090219 2021-04-15 01:01:27,067 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.791976, arrival_time=2021-04-15 01:01:51.859671, cost_time=0:00:48.832638 2021-04-15 01:01:30,825 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.036120, arrival_time=2021-04-15 01:01:51.861530, cost_time=0:00:52.590236 2021-04-15 01:01:34,570 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.276312, arrival_time=2021-04-15 01:01:51.847069, cost_time=0:00:56.335783 2021-04-15 01:01:38,317 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.518504, arrival_time=2021-04-15 01:01:51.835815, cost_time=0:01:00.082226 2021-04-15 01:01:42,060 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.761518, arrival_time=2021-04-15 01:01:51.821825, cost_time=0:01:03.825345 2021-04-15 01:01:45,809 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.006640, arrival_time=2021-04-15 01:01:51.816358, cost_time=0:01:07.574618 2021-04-15 01:01:49,560 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.252376, arrival_time=2021-04-15 01:01:51.812599, cost_time=0:01:11.325189 2021-04-15 01:01:51,560 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:51.559911, cost_time=0:01:13.324850 2021-04-15 01:01:52,859 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.23ms, fps=1980 images/s, loss=0.2759, top1-acc=93.28%, top5-acc=99.84%, remaining_time=0:00:03.877920, arrival_time=2021-04-15 01:01:56.736837, cost_time=0:00:01.292639 2021-04-15 01:01:54,044 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.02ms, fps=2161 images/s, loss=0.2507, top1-acc=93.81%, top5-acc=99.75%, remaining_time=0:00:02.477660, arrival_time=2021-04-15 01:01:56.521647, cost_time=0:00:02.477658 2021-04-15 01:01:55,233 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.34ms, fps=2153 images/s, loss=0.2424, top1-acc=94.13%, top5-acc=99.80%, remaining_time=0:00:01.222520, arrival_time=2021-04-15 01:01:56.456408, cost_time=0:00:03.667549 2021-04-15 01:01:56,310 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.09ms, fps=2156 images/s, loss=0.2340, top1-acc=94.27%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:56.310443, cost_time=0:00:04.744228 2021-04-15 01:01:57,021 INFO : Epoch=0175 complete, best val top1-acc=94.47%, top5-acc=99.80% (epoch=170), remaining_time=0:32:57.700775, arrival_time=2021-04-15 01:34:54.722626, cost_time=3:50:43.905356 2021-04-15 01:01:57,023 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 01:02:00,968 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.60ms, fps=649 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.372536, arrival_time=2021-04-15 01:03:14.340752, cost_time=0:00:03.944765 2021-04-15 01:02:04,702 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.572736, arrival_time=2021-04-15 01:03:12.274790, cost_time=0:00:07.678728 2021-04-15 01:02:08,451 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.234712, arrival_time=2021-04-15 01:03:11.685979, cost_time=0:00:11.427950 2021-04-15 01:02:12,187 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.140224, arrival_time=2021-04-15 01:03:11.327709, cost_time=0:00:15.164155 2021-04-15 01:02:15,939 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.233844, arrival_time=2021-04-15 01:03:11.172883, cost_time=0:00:18.915688 2021-04-15 01:02:19,677 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.350336, arrival_time=2021-04-15 01:03:11.028236, cost_time=0:00:22.654572 2021-04-15 01:02:23,426 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.525058, arrival_time=2021-04-15 01:03:10.951309, cost_time=0:00:26.402838 2021-04-15 01:02:27,174 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.718892, arrival_time=2021-04-15 01:03:10.893159, cost_time=0:00:30.150956 2021-04-15 01:02:30,913 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.914936, arrival_time=2021-04-15 01:03:10.828275, cost_time=0:00:33.890009 2021-04-15 01:02:34,661 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.132288, arrival_time=2021-04-15 01:03:10.793559, cost_time=0:00:37.637806 2021-04-15 01:02:38,418 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.363520, arrival_time=2021-04-15 01:03:10.782045, cost_time=0:00:41.395185 2021-04-15 01:02:42,168 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.591580, arrival_time=2021-04-15 01:03:10.760022, cost_time=0:00:45.144642 2021-04-15 01:02:45,941 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=2.59ms, fps=679 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.835404, arrival_time=2021-04-15 01:03:10.777033, cost_time=0:00:48.918276 2021-04-15 01:02:49,697 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.069440, arrival_time=2021-04-15 01:03:10.766384, cost_time=0:00:52.673543 2021-04-15 01:02:53,428 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.297472, arrival_time=2021-04-15 01:03:10.725644, cost_time=0:00:56.404851 2021-04-15 01:02:57,161 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.531104, arrival_time=2021-04-15 01:03:10.692724, cost_time=0:01:00.138295 2021-04-15 01:03:00,904 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=2.63ms, fps=684 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.770124, arrival_time=2021-04-15 01:03:10.674942, cost_time=0:01:03.881498 2021-04-15 01:03:04,658 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.012048, arrival_time=2021-04-15 01:03:10.670918, cost_time=0:01:07.635527 2021-04-15 01:03:08,393 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.27ms, fps=686 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.253786, arrival_time=2021-04-15 01:03:10.647032, cost_time=0:01:11.369929 2021-04-15 01:03:10,388 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:10.388328, cost_time=0:01:13.365006 2021-04-15 01:03:11,704 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.40ms, fps=1948 images/s, loss=0.2504, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:03.943260, arrival_time=2021-04-15 01:03:15.648052, cost_time=0:00:01.314425 2021-04-15 01:03:12,887 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.60ms, fps=2166 images/s, loss=0.2389, top1-acc=94.34%, top5-acc=99.88%, remaining_time=0:00:02.496720, arrival_time=2021-04-15 01:03:15.383807, cost_time=0:00:02.496721 2021-04-15 01:03:14,067 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.27ms, fps=2170 images/s, loss=0.2335, top1-acc=94.44%, top5-acc=99.87%, remaining_time=0:00:01.225570, arrival_time=2021-04-15 01:03:15.292650, cost_time=0:00:03.676717 2021-04-15 01:03:15,143 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=1.17ms, fps=2157 images/s, loss=0.2221, top1-acc=94.60%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:15.143259, cost_time=0:00:04.752841 2021-04-15 01:03:16,498 INFO : Epoch=0176 complete, best val top1-acc=94.60%, top5-acc=99.85% (epoch=176), remaining_time=0:31:38.643048, arrival_time=2021-04-15 01:34:55.141967, cost_time=3:52:03.382407 2021-04-15 01:03:16,500 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 01:03:20,473 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=2.29ms, fps=644 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.896498, arrival_time=2021-04-15 01:04:34.369784, cost_time=0:00:03.972927 2021-04-15 01:03:24,209 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.838848, arrival_time=2021-04-15 01:04:32.048168, cost_time=0:00:07.708959 2021-04-15 01:03:27,945 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.328668, arrival_time=2021-04-15 01:04:31.273982, cost_time=0:00:11.444949 2021-04-15 01:03:31,688 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.233200, arrival_time=2021-04-15 01:04:30.921706, cost_time=0:00:15.188004 2021-04-15 01:03:35,427 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.76ms, fps=685 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.268738, arrival_time=2021-04-15 01:04:30.696679, cost_time=0:00:18.927666 2021-04-15 01:03:39,165 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.374272, arrival_time=2021-04-15 01:04:30.539799, cost_time=0:00:22.665097 2021-04-15 01:03:42,911 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=2.08ms, fps=684 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.539422, arrival_time=2021-04-15 01:04:30.450544, cost_time=0:00:26.410763 2021-04-15 01:03:46,675 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.48ms, fps=680 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.753576, arrival_time=2021-04-15 01:04:30.428930, cost_time=0:00:30.174895 2021-04-15 01:03:50,419 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.949280, arrival_time=2021-04-15 01:04:30.368895, cost_time=0:00:33.919231 2021-04-15 01:03:54,160 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.153696, arrival_time=2021-04-15 01:04:30.314064, cost_time=0:00:37.660103 2021-04-15 01:03:57,906 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=2.00ms, fps=684 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.371776, arrival_time=2021-04-15 01:04:30.277859, cost_time=0:00:41.405734 2021-04-15 01:04:01,637 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.587096, arrival_time=2021-04-15 01:04:30.224919, cost_time=0:00:45.137555 2021-04-15 01:04:05,392 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.822402, arrival_time=2021-04-15 01:04:30.215276, cost_time=0:00:48.892551 2021-04-15 01:04:09,140 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.055776, arrival_time=2021-04-15 01:04:30.195679, cost_time=0:00:52.639416 2021-04-15 01:04:12,878 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.289376, arrival_time=2021-04-15 01:04:30.168093, cost_time=0:00:56.378357 2021-04-15 01:04:16,616 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.526028, arrival_time=2021-04-15 01:04:30.142175, cost_time=0:01:00.115721 2021-04-15 01:04:20,356 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.766276, arrival_time=2021-04-15 01:04:30.123071, cost_time=0:01:03.856437 2021-04-15 01:04:24,105 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.009328, arrival_time=2021-04-15 01:04:30.114692, cost_time=0:01:07.604975 2021-04-15 01:04:27,848 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.253078, arrival_time=2021-04-15 01:04:30.100990, cost_time=0:01:11.347550 2021-04-15 01:04:29,847 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.25ms, fps=680 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:29.847163, cost_time=0:01:13.346811 2021-04-15 01:04:31,146 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.53ms, fps=1973 images/s, loss=0.2222, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:03.892710, arrival_time=2021-04-15 01:04:35.039549, cost_time=0:00:01.297567 2021-04-15 01:04:32,328 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.33ms, fps=2168 images/s, loss=0.2198, top1-acc=94.79%, top5-acc=99.88%, remaining_time=0:00:02.479080, arrival_time=2021-04-15 01:04:34.807292, cost_time=0:00:02.479089 2021-04-15 01:04:33,513 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.94ms, fps=2161 images/s, loss=0.2226, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:01.221390, arrival_time=2021-04-15 01:04:34.734906, cost_time=0:00:03.664177 2021-04-15 01:04:34,590 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=1.21ms, fps=2155 images/s, loss=0.2313, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:34.590809, cost_time=0:00:04.741706 2021-04-15 01:04:35,983 INFO : Epoch=0177 complete, best val top1-acc=94.61%, top5-acc=99.86% (epoch=177), remaining_time=0:30:19.581566, arrival_time=2021-04-15 01:34:55.564920, cost_time=3:53:22.866832 2021-04-15 01:04:35,984 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 01:04:39,905 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.41ms, fps=653 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.924648, arrival_time=2021-04-15 01:05:52.830218, cost_time=0:00:03.920679 2021-04-15 01:04:43,646 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.418736, arrival_time=2021-04-15 01:05:51.064800, cost_time=0:00:07.661226 2021-04-15 01:04:47,380 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.057092, arrival_time=2021-04-15 01:05:50.437707, cost_time=0:00:11.395862 2021-04-15 01:04:51,129 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.064720, arrival_time=2021-04-15 01:05:50.194358, cost_time=0:00:15.144790 2021-04-15 01:04:54,871 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.148142, arrival_time=2021-04-15 01:05:50.019255, cost_time=0:00:18.886362 2021-04-15 01:04:58,604 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.271864, arrival_time=2021-04-15 01:05:49.876623, cost_time=0:00:22.619914 2021-04-15 01:05:02,350 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.459034, arrival_time=2021-04-15 01:05:49.809963, cost_time=0:00:26.366159 2021-04-15 01:05:06,101 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.668664, arrival_time=2021-04-15 01:05:49.769754, cost_time=0:00:30.116328 2021-04-15 01:05:09,834 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.54ms, fps=686 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.867024, arrival_time=2021-04-15 01:05:49.701146, cost_time=0:00:33.849368 2021-04-15 01:05:13,575 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.087168, arrival_time=2021-04-15 01:05:49.662726, cost_time=0:00:37.590805 2021-04-15 01:05:17,313 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.311232, arrival_time=2021-04-15 01:05:49.624321, cost_time=0:00:41.328335 2021-04-15 01:05:21,056 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.545448, arrival_time=2021-04-15 01:05:49.602029, cost_time=0:00:45.071734 2021-04-15 01:05:24,803 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.784584, arrival_time=2021-04-15 01:05:49.587538, cost_time=0:00:48.818183 2021-04-15 01:05:28,547 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.025032, arrival_time=2021-04-15 01:05:49.572407, cost_time=0:00:52.562626 2021-04-15 01:05:32,294 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.268308, arrival_time=2021-04-15 01:05:49.562929, cost_time=0:00:56.309761 2021-04-15 01:05:36,039 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.512276, arrival_time=2021-04-15 01:05:49.551825, cost_time=0:01:00.054565 2021-04-15 01:05:39,782 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.757332, arrival_time=2021-04-15 01:05:49.540134, cost_time=0:01:03.798001 2021-04-15 01:05:43,535 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.004528, arrival_time=2021-04-15 01:05:49.540351, cost_time=0:01:07.550963 2021-04-15 01:05:47,291 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.251776, arrival_time=2021-04-15 01:05:49.542803, cost_time=0:01:11.306183 2021-04-15 01:05:49,286 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.26ms, fps=682 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:49.286318, cost_time=0:01:13.301480 2021-04-15 01:05:50,587 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.29ms, fps=1971 images/s, loss=0.2379, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:03.897360, arrival_time=2021-04-15 01:05:54.484740, cost_time=0:00:01.299125 2021-04-15 01:05:51,771 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.39ms, fps=2164 images/s, loss=0.2294, top1-acc=94.24%, top5-acc=99.75%, remaining_time=0:00:02.482700, arrival_time=2021-04-15 01:05:54.253769, cost_time=0:00:02.482708 2021-04-15 01:05:52,952 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.39ms, fps=2168 images/s, loss=0.2217, top1-acc=94.56%, top5-acc=99.80%, remaining_time=0:00:01.221400, arrival_time=2021-04-15 01:05:54.173892, cost_time=0:00:03.664199 2021-04-15 01:05:54,027 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=1.19ms, fps=2159 images/s, loss=0.2135, top1-acc=94.67%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:54.027494, cost_time=0:00:04.739264 2021-04-15 01:05:55,455 INFO : Epoch=0178 complete, best val top1-acc=94.67%, top5-acc=99.81% (epoch=178), remaining_time=0:29:00.513808, arrival_time=2021-04-15 01:34:55.969243, cost_time=3:54:42.338921 2021-04-15 01:05:55,456 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 01:05:59,400 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=2.00ms, fps=649 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.347984, arrival_time=2021-04-15 01:07:12.748363, cost_time=0:00:03.943445 2021-04-15 01:06:03,130 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.530848, arrival_time=2021-04-15 01:07:10.661730, cost_time=0:00:07.673950 2021-04-15 01:06:06,873 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.81ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.172296, arrival_time=2021-04-15 01:07:10.045897, cost_time=0:00:11.416684 2021-04-15 01:06:10,619 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.133360, arrival_time=2021-04-15 01:07:09.752675, cost_time=0:00:15.162399 2021-04-15 01:06:14,359 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.24ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.195446, arrival_time=2021-04-15 01:07:09.554899, cost_time=0:00:18.902538 2021-04-15 01:06:18,109 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.345304, arrival_time=2021-04-15 01:07:09.454563, cost_time=0:00:22.652353 2021-04-15 01:06:21,852 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.511450, arrival_time=2021-04-15 01:07:09.363672, cost_time=0:00:26.395218 2021-04-15 01:06:25,605 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.714020, arrival_time=2021-04-15 01:07:09.319582, cost_time=0:00:30.147595 2021-04-15 01:06:29,341 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.908258, arrival_time=2021-04-15 01:07:09.249557, cost_time=0:00:33.884405 2021-04-15 01:06:33,086 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.124032, arrival_time=2021-04-15 01:07:09.210079, cost_time=0:00:37.629152 2021-04-15 01:06:36,826 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.343310, arrival_time=2021-04-15 01:07:09.169641, cost_time=0:00:41.369332 2021-04-15 01:06:40,561 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.566500, arrival_time=2021-04-15 01:07:09.128338, cost_time=0:00:45.104943 2021-04-15 01:06:44,308 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.801678, arrival_time=2021-04-15 01:07:09.110398, cost_time=0:00:48.851794 2021-04-15 01:06:48,049 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.037016, arrival_time=2021-04-15 01:07:09.086396, cost_time=0:00:52.592472 2021-04-15 01:06:51,781 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.272908, arrival_time=2021-04-15 01:07:09.054445, cost_time=0:00:56.324639 2021-04-15 01:06:55,519 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.514040, arrival_time=2021-04-15 01:07:09.033396, cost_time=0:01:00.062461 2021-04-15 01:06:59,263 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.758632, arrival_time=2021-04-15 01:07:09.021871, cost_time=0:01:03.806414 2021-04-15 01:07:03,022 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.005840, arrival_time=2021-04-15 01:07:09.028525, cost_time=0:01:07.565781 2021-04-15 01:07:06,768 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.21ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.251932, arrival_time=2021-04-15 01:07:09.019964, cost_time=0:01:11.311139 2021-04-15 01:07:08,761 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.25ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:08.761750, cost_time=0:01:13.304933 2021-04-15 01:07:10,058 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.54ms, fps=1977 images/s, loss=0.2450, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:03.884460, arrival_time=2021-04-15 01:07:13.942918, cost_time=0:00:01.294824 2021-04-15 01:07:11,245 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.33ms, fps=2158 images/s, loss=0.2277, top1-acc=94.36%, top5-acc=99.80%, remaining_time=0:00:02.481780, arrival_time=2021-04-15 01:07:13.727261, cost_time=0:00:02.481778 2021-04-15 01:07:12,429 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.55ms, fps=2164 images/s, loss=0.2271, top1-acc=94.39%, top5-acc=99.80%, remaining_time=0:00:01.221870, arrival_time=2021-04-15 01:07:13.651188, cost_time=0:00:03.665615 2021-04-15 01:07:13,505 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.09ms, fps=2158 images/s, loss=0.2410, top1-acc=94.38%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:13.505058, cost_time=0:00:04.741467 2021-04-15 01:07:14,236 INFO : Epoch=0179 complete, best val top1-acc=94.67%, top5-acc=99.81% (epoch=178), remaining_time=0:27:41.360484, arrival_time=2021-04-15 01:34:55.597321, cost_time=3:56:01.120330 2021-04-15 01:07:14,238 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 01:07:18,169 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.57ms, fps=651 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.121622, arrival_time=2021-04-15 01:08:31.291198, cost_time=0:00:03.931267 2021-04-15 01:07:21,906 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.477872, arrival_time=2021-04-15 01:08:29.384125, cost_time=0:00:07.667935 2021-04-15 01:07:25,652 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.159348, arrival_time=2021-04-15 01:08:28.811915, cost_time=0:00:11.414331 2021-04-15 01:07:29,396 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.34ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.114640, arrival_time=2021-04-15 01:08:28.510564, cost_time=0:00:15.157615 2021-04-15 01:07:33,144 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.204644, arrival_time=2021-04-15 01:08:28.348777, cost_time=0:00:18.905715 2021-04-15 01:07:36,885 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.332656, arrival_time=2021-04-15 01:08:28.217705, cost_time=0:00:22.646731 2021-04-15 01:07:40,621 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.75ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.489652, arrival_time=2021-04-15 01:08:28.111054, cost_time=0:00:26.383174 2021-04-15 01:07:44,364 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.682700, arrival_time=2021-04-15 01:08:28.047052, cost_time=0:00:30.126032 2021-04-15 01:07:48,101 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.883666, arrival_time=2021-04-15 01:08:27.985400, cost_time=0:00:33.863514 2021-04-15 01:07:51,839 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.096864, arrival_time=2021-04-15 01:08:27.935961, cost_time=0:00:37.600875 2021-04-15 01:07:55,575 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.317854, arrival_time=2021-04-15 01:08:27.892977, cost_time=0:00:41.336814 2021-04-15 01:07:59,328 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.556848, arrival_time=2021-04-15 01:08:27.884886, cost_time=0:00:45.089725 2021-04-15 01:08:03,075 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=2.04ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.793956, arrival_time=2021-04-15 01:08:27.868851, cost_time=0:00:48.836545 2021-04-15 01:08:06,813 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.030240, arrival_time=2021-04-15 01:08:27.844133, cost_time=0:00:52.575573 2021-04-15 01:08:10,545 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.267664, arrival_time=2021-04-15 01:08:27.813556, cost_time=0:00:56.307576 2021-04-15 01:08:14,286 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.510800, arrival_time=2021-04-15 01:08:27.797164, cost_time=0:01:00.048051 2021-04-15 01:08:18,044 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.758580, arrival_time=2021-04-15 01:08:27.802969, cost_time=0:01:03.806154 2021-04-15 01:08:21,781 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.003872, arrival_time=2021-04-15 01:08:27.785739, cost_time=0:01:07.543637 2021-04-15 01:08:25,528 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.251260, arrival_time=2021-04-15 01:08:27.779476, cost_time=0:01:11.289874 2021-04-15 01:08:27,527 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.34ms, fps=680 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:27.527763, cost_time=0:01:13.289451 2021-04-15 01:08:28,821 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.22ms, fps=1982 images/s, loss=0.2648, top1-acc=93.75%, top5-acc=99.73%, remaining_time=0:00:03.874350, arrival_time=2021-04-15 01:08:32.695739, cost_time=0:00:01.291452 2021-04-15 01:08:30,006 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.50ms, fps=2162 images/s, loss=0.2481, top1-acc=94.16%, top5-acc=99.82%, remaining_time=0:00:02.476320, arrival_time=2021-04-15 01:08:32.482392, cost_time=0:00:02.476329 2021-04-15 01:08:31,189 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.40ms, fps=2165 images/s, loss=0.2361, top1-acc=94.30%, top5-acc=99.86%, remaining_time=0:00:01.219750, arrival_time=2021-04-15 01:08:32.408875, cost_time=0:00:03.659236 2021-04-15 01:08:32,267 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=1.22ms, fps=2153 images/s, loss=0.2228, top1-acc=94.46%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:32.267769, cost_time=0:00:04.738064 2021-04-15 01:08:32,933 INFO : Epoch=0180 complete, best val top1-acc=94.67%, top5-acc=99.81% (epoch=178), remaining_time=0:26:22.201900, arrival_time=2021-04-15 01:34:55.135535, cost_time=3:57:19.817106 2021-04-15 01:08:32,935 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 01:08:36,849 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.60ms, fps=654 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.784032, arrival_time=2021-04-15 01:09:49.633130, cost_time=0:00:03.913122 2021-04-15 01:08:40,595 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.402896, arrival_time=2021-04-15 01:09:47.998304, cost_time=0:00:07.659425 2021-04-15 01:08:44,344 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.127808, arrival_time=2021-04-15 01:09:47.472416, cost_time=0:00:11.408626 2021-04-15 01:08:48,094 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.119164, arrival_time=2021-04-15 01:09:47.213922, cost_time=0:00:15.158779 2021-04-15 01:08:51,830 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.171502, arrival_time=2021-04-15 01:09:47.001845, cost_time=0:00:18.894370 2021-04-15 01:08:55,564 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.290496, arrival_time=2021-04-15 01:09:46.854635, cost_time=0:00:22.628180 2021-04-15 01:08:59,323 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.498220, arrival_time=2021-04-15 01:09:46.822103, cost_time=0:00:26.387906 2021-04-15 01:09:03,073 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.699288, arrival_time=2021-04-15 01:09:46.772687, cost_time=0:00:30.137421 2021-04-15 01:09:06,820 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.908258, arrival_time=2021-04-15 01:09:46.728737, cost_time=0:00:33.884392 2021-04-15 01:09:10,560 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.119232, arrival_time=2021-04-15 01:09:46.679468, cost_time=0:00:37.624227 2021-04-15 01:09:14,304 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.342450, arrival_time=2021-04-15 01:09:46.646798, cost_time=0:00:41.368272 2021-04-15 01:09:18,057 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.576912, arrival_time=2021-04-15 01:09:46.634367, cost_time=0:00:45.121450 2021-04-15 01:09:21,803 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.809796, arrival_time=2021-04-15 01:09:46.613568, cost_time=0:00:48.867795 2021-04-15 01:09:25,545 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.043680, arrival_time=2021-04-15 01:09:46.588796, cost_time=0:00:52.609137 2021-04-15 01:09:29,308 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=2.23ms, fps=680 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.287352, arrival_time=2021-04-15 01:09:46.595286, cost_time=0:00:56.371765 2021-04-15 01:09:33,059 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.527684, arrival_time=2021-04-15 01:09:46.586717, cost_time=0:01:00.123053 2021-04-15 01:09:36,801 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.767706, arrival_time=2021-04-15 01:09:46.569420, cost_time=0:01:03.865733 2021-04-15 01:09:40,533 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.53ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.008640, arrival_time=2021-04-15 01:09:46.541915, cost_time=0:01:07.597184 2021-04-15 01:09:44,284 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=3.90ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.253102, arrival_time=2021-04-15 01:09:46.537341, cost_time=0:01:11.348315 2021-04-15 01:09:46,284 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.23ms, fps=680 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:46.284547, cost_time=0:01:13.348486 2021-04-15 01:09:47,639 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.34ms, fps=1893 images/s, loss=0.1830, top1-acc=95.04%, top5-acc=99.73%, remaining_time=0:00:04.057020, arrival_time=2021-04-15 01:09:51.696041, cost_time=0:00:01.352336 2021-04-15 01:09:48,822 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.50ms, fps=2165 images/s, loss=0.2003, top1-acc=94.98%, top5-acc=99.84%, remaining_time=0:00:02.535400, arrival_time=2021-04-15 01:09:51.357459, cost_time=0:00:02.535394 2021-04-15 01:09:50,002 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.39ms, fps=2169 images/s, loss=0.2275, top1-acc=94.64%, top5-acc=99.83%, remaining_time=0:00:01.238610, arrival_time=2021-04-15 01:09:51.241186, cost_time=0:00:03.715824 2021-04-15 01:09:51,080 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=1.27ms, fps=2153 images/s, loss=0.2229, top1-acc=94.47%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:51.080704, cost_time=0:00:04.794056 2021-04-15 01:09:51,809 INFO : Epoch=0181 complete, best val top1-acc=94.67%, top5-acc=99.81% (epoch=178), remaining_time=0:25:03.067238, arrival_time=2021-04-15 01:34:54.876815, cost_time=3:58:38.693073 2021-04-15 01:09:51,810 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 01:09:55,727 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.38ms, fps=654 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.852294, arrival_time=2021-04-15 01:11:08.580112, cost_time=0:00:03.916792 2021-04-15 01:09:59,476 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.456752, arrival_time=2021-04-15 01:11:06.933320, cost_time=0:00:07.665532 2021-04-15 01:10:03,235 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.217448, arrival_time=2021-04-15 01:11:06.453340, cost_time=0:00:11.424854 2021-04-15 01:10:06,974 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.138196, arrival_time=2021-04-15 01:11:06.112897, cost_time=0:00:15.163658 2021-04-15 01:10:10,718 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=2.36ms, fps=684 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.210484, arrival_time=2021-04-15 01:11:05.929233, cost_time=0:00:18.907716 2021-04-15 01:10:14,466 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.351152, arrival_time=2021-04-15 01:11:05.817102, cost_time=0:00:22.654909 2021-04-15 01:10:18,209 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.517624, arrival_time=2021-04-15 01:11:05.727376, cost_time=0:00:26.398649 2021-04-15 01:10:21,961 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.718080, arrival_time=2021-04-15 01:11:05.679628, cost_time=0:00:30.150380 2021-04-15 01:10:25,720 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.937938, arrival_time=2021-04-15 01:11:05.658592, cost_time=0:00:33.909603 2021-04-15 01:10:29,465 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.147648, arrival_time=2021-04-15 01:11:05.612556, cost_time=0:00:37.653759 2021-04-15 01:10:33,213 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.368938, arrival_time=2021-04-15 01:11:05.582124, cost_time=0:00:41.402112 2021-04-15 01:10:36,967 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.598952, arrival_time=2021-04-15 01:11:05.566218, cost_time=0:00:45.156231 2021-04-15 01:10:40,714 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.827682, arrival_time=2021-04-15 01:11:05.541701, cost_time=0:00:48.902985 2021-04-15 01:10:44,450 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.055888, arrival_time=2021-04-15 01:11:05.506665, cost_time=0:00:52.639738 2021-04-15 01:10:48,206 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.294712, arrival_time=2021-04-15 01:11:05.501530, cost_time=0:00:56.395786 2021-04-15 01:10:51,960 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.33ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.533624, arrival_time=2021-04-15 01:11:05.494171, cost_time=0:01:00.149500 2021-04-15 01:10:55,701 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.771424, arrival_time=2021-04-15 01:11:05.472540, cost_time=0:01:03.890090 2021-04-15 01:10:59,455 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.012816, arrival_time=2021-04-15 01:11:05.468013, cost_time=0:01:07.644150 2021-04-15 01:11:03,207 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.28ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.254620, arrival_time=2021-04-15 01:11:05.462012, cost_time=0:01:11.396356 2021-04-15 01:11:05,205 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:05.205461, cost_time=0:01:13.394525 2021-04-15 01:11:06,493 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.29ms, fps=1991 images/s, loss=0.1890, top1-acc=94.84%, top5-acc=99.80%, remaining_time=0:00:03.857670, arrival_time=2021-04-15 01:11:10.350888, cost_time=0:00:01.285886 2021-04-15 01:11:07,677 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.37ms, fps=2163 images/s, loss=0.2052, top1-acc=94.71%, top5-acc=99.80%, remaining_time=0:00:02.469960, arrival_time=2021-04-15 01:11:10.147375, cost_time=0:00:02.469965 2021-04-15 01:11:08,858 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.33ms, fps=2168 images/s, loss=0.2259, top1-acc=94.40%, top5-acc=99.82%, remaining_time=0:00:01.217150, arrival_time=2021-04-15 01:11:10.075891, cost_time=0:00:03.651448 2021-04-15 01:11:09,933 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=1.22ms, fps=2160 images/s, loss=0.2188, top1-acc=94.54%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:09.933177, cost_time=0:00:04.725926 2021-04-15 01:11:10,717 INFO : Epoch=0182 complete, best val top1-acc=94.67%, top5-acc=99.81% (epoch=178), remaining_time=0:23:43.938546, arrival_time=2021-04-15 01:34:54.655982, cost_time=3:59:57.600943 2021-04-15 01:11:10,718 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 01:11:14,599 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.47ms, fps=660 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.186972, arrival_time=2021-04-15 01:12:26.786840, cost_time=0:00:03.881015 2021-04-15 01:11:18,344 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.106160, arrival_time=2021-04-15 01:12:25.450722, cost_time=0:00:07.625704 2021-04-15 01:11:22,076 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.847434, arrival_time=2021-04-15 01:12:24.924171, cost_time=0:00:11.357978 2021-04-15 01:11:25,814 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.97ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:58.872060, arrival_time=2021-04-15 01:12:24.686300, cost_time=0:00:15.095391 2021-04-15 01:11:29,562 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=3.07ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.024334, arrival_time=2021-04-15 01:12:24.587213, cost_time=0:00:18.843968 2021-04-15 01:11:33,301 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.186184, arrival_time=2021-04-15 01:12:24.487158, cost_time=0:00:22.582124 2021-04-15 01:11:37,036 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.371464, arrival_time=2021-04-15 01:12:24.407801, cost_time=0:00:26.317476 2021-04-15 01:11:40,773 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.579112, arrival_time=2021-04-15 01:12:24.352667, cost_time=0:00:30.054589 2021-04-15 01:11:44,522 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.813494, arrival_time=2021-04-15 01:12:24.336308, cost_time=0:00:33.803885 2021-04-15 01:11:48,263 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.042624, arrival_time=2021-04-15 01:12:24.305850, cost_time=0:00:37.544366 2021-04-15 01:11:52,002 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.276144, arrival_time=2021-04-15 01:12:24.278538, cost_time=0:00:41.283445 2021-04-15 01:11:55,741 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.514440, arrival_time=2021-04-15 01:12:24.256154, cost_time=0:00:45.022824 2021-04-15 01:11:59,473 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.752310, arrival_time=2021-04-15 01:12:24.225642, cost_time=0:00:48.754567 2021-04-15 01:12:03,208 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.995632, arrival_time=2021-04-15 01:12:24.203581, cost_time=0:00:52.489092 2021-04-15 01:12:06,946 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.243100, arrival_time=2021-04-15 01:12:24.189290, cost_time=0:00:56.227430 2021-04-15 01:12:10,695 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.494780, arrival_time=2021-04-15 01:12:24.190464, cost_time=0:00:59.976831 2021-04-15 01:12:14,430 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.744072, arrival_time=2021-04-15 01:12:24.174109, cost_time=0:01:03.711188 2021-04-15 01:12:18,169 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.995632, arrival_time=2021-04-15 01:12:24.165447, cost_time=0:01:07.450870 2021-04-15 01:12:21,917 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.27ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.248368, arrival_time=2021-04-15 01:12:24.165428, cost_time=0:01:11.198278 2021-04-15 01:12:23,916 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.23ms, fps=680 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:23.916545, cost_time=0:01:13.197782 2021-04-15 01:12:25,220 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.92ms, fps=1966 images/s, loss=0.2134, top1-acc=94.73%, top5-acc=99.80%, remaining_time=0:00:03.905910, arrival_time=2021-04-15 01:12:29.126273, cost_time=0:00:01.301972 2021-04-15 01:12:26,404 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.28ms, fps=2163 images/s, loss=0.2257, top1-acc=94.57%, top5-acc=99.80%, remaining_time=0:00:02.486280, arrival_time=2021-04-15 01:12:28.890819, cost_time=0:00:02.486270 2021-04-15 01:12:27,587 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.44ms, fps=2166 images/s, loss=0.2336, top1-acc=94.56%, top5-acc=99.80%, remaining_time=0:00:01.222920, arrival_time=2021-04-15 01:12:28.810029, cost_time=0:00:03.668755 2021-04-15 01:12:28,663 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=1.20ms, fps=2156 images/s, loss=0.2191, top1-acc=94.71%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:28.663697, cost_time=0:00:04.745466 2021-04-15 01:12:30,184 INFO : Epoch=0183 complete, best val top1-acc=94.71%, top5-acc=99.82% (epoch=183), remaining_time=0:22:24.864254, arrival_time=2021-04-15 01:34:55.048991, cost_time=4:01:17.068200 2021-04-15 01:12:30,186 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 01:12:34,128 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=2.26ms, fps=649 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.316922, arrival_time=2021-04-15 01:13:47.445494, cost_time=0:00:03.941772 2021-04-15 01:12:37,885 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.746448, arrival_time=2021-04-15 01:13:45.631692, cost_time=0:00:07.698460 2021-04-15 01:12:41,634 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.341616, arrival_time=2021-04-15 01:13:44.975700, cost_time=0:00:11.447274 2021-04-15 01:12:45,383 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.268456, arrival_time=2021-04-15 01:13:44.652273, cost_time=0:00:15.197024 2021-04-15 01:12:49,130 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.315312, arrival_time=2021-04-15 01:13:44.445698, cost_time=0:00:18.943582 2021-04-15 01:12:52,872 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.420240, arrival_time=2021-04-15 01:13:44.292515, cost_time=0:00:22.685420 2021-04-15 01:12:56,612 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.566134, arrival_time=2021-04-15 01:13:44.178516, cost_time=0:00:26.425602 2021-04-15 01:13:00,351 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.739308, arrival_time=2021-04-15 01:13:44.091101, cost_time=0:00:30.165012 2021-04-15 01:13:04,111 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=2.52ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.955428, arrival_time=2021-04-15 01:13:44.066680, cost_time=0:00:33.924435 2021-04-15 01:13:07,849 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.156288, arrival_time=2021-04-15 01:13:44.005885, cost_time=0:00:37.662753 2021-04-15 01:13:11,590 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=2.10ms, fps=684 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.370314, arrival_time=2021-04-15 01:13:43.960996, cost_time=0:00:41.403891 2021-04-15 01:13:15,329 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.590440, arrival_time=2021-04-15 01:13:43.920077, cost_time=0:00:45.142843 2021-04-15 01:13:19,078 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.822138, arrival_time=2021-04-15 01:13:43.900965, cost_time=0:00:48.892040 2021-04-15 01:13:22,822 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.054320, arrival_time=2021-04-15 01:13:43.876890, cost_time=0:00:52.635779 2021-04-15 01:13:26,560 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.287904, arrival_time=2021-04-15 01:13:43.848240, cost_time=0:00:56.373548 2021-04-15 01:13:30,305 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.526748, arrival_time=2021-04-15 01:13:43.832387, cost_time=0:01:00.118839 2021-04-15 01:13:34,048 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.767134, arrival_time=2021-04-15 01:13:43.815981, cost_time=0:01:03.862055 2021-04-15 01:13:37,787 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.008992, arrival_time=2021-04-15 01:13:43.796893, cost_time=0:01:07.601113 2021-04-15 01:13:41,522 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.32ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.252700, arrival_time=2021-04-15 01:13:43.774900, cost_time=0:01:11.335496 2021-04-15 01:13:43,523 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.25ms, fps=680 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:43.523484, cost_time=0:01:13.336700 2021-04-15 01:13:44,835 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.79ms, fps=1954 images/s, loss=0.2238, top1-acc=94.53%, top5-acc=99.88%, remaining_time=0:00:03.930600, arrival_time=2021-04-15 01:13:48.766398, cost_time=0:00:01.310202 2021-04-15 01:13:46,023 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.40ms, fps=2157 images/s, loss=0.2182, top1-acc=94.61%, top5-acc=99.79%, remaining_time=0:00:02.497760, arrival_time=2021-04-15 01:13:48.521163, cost_time=0:00:02.497750 2021-04-15 01:13:47,207 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.38ms, fps=2164 images/s, loss=0.2249, top1-acc=94.47%, top5-acc=99.82%, remaining_time=0:00:01.227200, arrival_time=2021-04-15 01:13:48.434283, cost_time=0:00:03.681607 2021-04-15 01:13:48,285 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=1.21ms, fps=2153 images/s, loss=0.2187, top1-acc=94.54%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:48.285101, cost_time=0:00:04.759578 2021-04-15 01:13:48,987 INFO : Epoch=0184 complete, best val top1-acc=94.71%, top5-acc=99.82% (epoch=183), remaining_time=0:21:05.727936, arrival_time=2021-04-15 01:34:54.715674, cost_time=4:02:35.871242 2021-04-15 01:13:48,989 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 01:13:52,933 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.74ms, fps=649 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.359330, arrival_time=2021-04-15 01:15:06.292810, cost_time=0:00:03.944046 2021-04-15 01:13:56,678 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.660032, arrival_time=2021-04-15 01:15:04.338034, cost_time=0:00:07.688650 2021-04-15 01:14:00,426 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.286836, arrival_time=2021-04-15 01:15:03.713607, cost_time=0:00:11.437392 2021-04-15 01:14:04,187 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.270484, arrival_time=2021-04-15 01:15:03.457468, cost_time=0:00:15.197563 2021-04-15 01:14:07,926 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.296624, arrival_time=2021-04-15 01:15:03.223291, cost_time=0:00:18.937178 2021-04-15 01:14:11,674 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.419288, arrival_time=2021-04-15 01:15:03.093597, cost_time=0:00:22.684958 2021-04-15 01:14:15,418 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.572812, arrival_time=2021-04-15 01:15:02.991501, cost_time=0:00:26.429332 2021-04-15 01:14:19,167 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=2.09ms, fps=683 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.757636, arrival_time=2021-04-15 01:15:02.924711, cost_time=0:00:30.177717 2021-04-15 01:14:22,910 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.951400, arrival_time=2021-04-15 01:15:02.861711, cost_time=0:00:33.921040 2021-04-15 01:14:26,667 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.171072, arrival_time=2021-04-15 01:15:02.838665, cost_time=0:00:37.678218 2021-04-15 01:14:30,412 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.98ms, fps=684 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.385192, arrival_time=2021-04-15 01:15:02.797517, cost_time=0:00:41.422940 2021-04-15 01:14:34,147 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.76ms, fps=686 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.600092, arrival_time=2021-04-15 01:15:02.747466, cost_time=0:00:45.158012 2021-04-15 01:14:37,896 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.829596, arrival_time=2021-04-15 01:15:02.725642, cost_time=0:00:48.906786 2021-04-15 01:14:41,633 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.057400, arrival_time=2021-04-15 01:15:02.690320, cost_time=0:00:52.643555 2021-04-15 01:14:45,369 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.289744, arrival_time=2021-04-15 01:15:02.658777, cost_time=0:00:56.379675 2021-04-15 01:14:49,108 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.97ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.526712, arrival_time=2021-04-15 01:15:02.634896, cost_time=0:01:00.118648 2021-04-15 01:14:52,848 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.766692, arrival_time=2021-04-15 01:15:02.615173, cost_time=0:01:03.859194 2021-04-15 01:14:56,580 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.32ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.008128, arrival_time=2021-04-15 01:15:02.588968, cost_time=0:01:07.591495 2021-04-15 01:15:00,312 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.22ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.252304, arrival_time=2021-04-15 01:15:02.564514, cost_time=0:01:11.322943 2021-04-15 01:15:02,308 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.24ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:02.308757, cost_time=0:01:13.319494 2021-04-15 01:15:03,649 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.71ms, fps=1911 images/s, loss=0.2301, top1-acc=94.65%, top5-acc=99.65%, remaining_time=0:00:04.017750, arrival_time=2021-04-15 01:15:07.667613, cost_time=0:00:01.339248 2021-04-15 01:15:04,831 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.25ms, fps=2168 images/s, loss=0.2295, top1-acc=94.61%, top5-acc=99.73%, remaining_time=0:00:02.520300, arrival_time=2021-04-15 01:15:07.351257, cost_time=0:00:02.520309 2021-04-15 01:15:06,011 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.41ms, fps=2169 images/s, loss=0.2237, top1-acc=94.67%, top5-acc=99.78%, remaining_time=0:00:01.233760, arrival_time=2021-04-15 01:15:07.245652, cost_time=0:00:03.701281 2021-04-15 01:15:07,090 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=1.20ms, fps=2151 images/s, loss=0.2197, top1-acc=94.74%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:07.090742, cost_time=0:00:04.780060 2021-04-15 01:15:08,425 INFO : Epoch=0185 complete, best val top1-acc=94.74%, top5-acc=99.78% (epoch=185), remaining_time=0:19:46.646685, arrival_time=2021-04-15 01:34:55.072267, cost_time=4:03:55.309062 2021-04-15 01:15:08,426 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 01:15:12,327 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.37ms, fps=656 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.546696, arrival_time=2021-04-15 01:16:24.874000, cost_time=0:00:03.900355 2021-04-15 01:15:16,075 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.303984, arrival_time=2021-04-15 01:16:23.379206, cost_time=0:00:07.648188 2021-04-15 01:15:19,808 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.972432, arrival_time=2021-04-15 01:16:22.780284, cost_time=0:00:11.380571 2021-04-15 01:15:23,544 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:58.959108, arrival_time=2021-04-15 01:16:22.503815, cost_time=0:00:15.117720 2021-04-15 01:15:27,295 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.095436, arrival_time=2021-04-15 01:16:22.390743, cost_time=0:00:18.868276 2021-04-15 01:15:31,046 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.33ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.271320, arrival_time=2021-04-15 01:16:22.317970, cost_time=0:00:22.619705 2021-04-15 01:15:34,781 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.437614, arrival_time=2021-04-15 01:16:22.218791, cost_time=0:00:26.354238 2021-04-15 01:15:38,515 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.628064, arrival_time=2021-04-15 01:16:22.143429, cost_time=0:00:30.088327 2021-04-15 01:15:42,262 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.850488, arrival_time=2021-04-15 01:16:22.112826, cost_time=0:00:33.835303 2021-04-15 01:15:46,016 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.085536, arrival_time=2021-04-15 01:16:22.101690, cost_time=0:00:37.589130 2021-04-15 01:15:49,749 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.306846, arrival_time=2021-04-15 01:16:22.056555, cost_time=0:00:41.322678 2021-04-15 01:15:53,500 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.546208, arrival_time=2021-04-15 01:16:22.046305, cost_time=0:00:45.072932 2021-04-15 01:15:57,259 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=2.83ms, fps=681 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.792042, arrival_time=2021-04-15 01:16:22.051813, cost_time=0:00:48.832819 2021-04-15 01:16:01,005 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.031584, arrival_time=2021-04-15 01:16:22.037483, cost_time=0:00:52.578961 2021-04-15 01:16:04,747 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.271574, arrival_time=2021-04-15 01:16:22.018832, cost_time=0:00:56.320320 2021-04-15 01:16:08,483 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.512672, arrival_time=2021-04-15 01:16:21.995998, cost_time=0:01:00.056299 2021-04-15 01:16:12,219 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.756474, arrival_time=2021-04-15 01:16:21.975808, cost_time=0:01:03.792385 2021-04-15 01:16:15,956 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.002624, arrival_time=2021-04-15 01:16:21.959043, cost_time=0:01:07.529481 2021-04-15 01:16:19,699 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.24ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.250702, arrival_time=2021-04-15 01:16:21.949867, cost_time=0:01:11.272234 2021-04-15 01:16:21,692 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.17ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:21.692850, cost_time=0:01:13.265914 2021-04-15 01:16:22,992 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.47ms, fps=1973 images/s, loss=0.2502, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:03.891930, arrival_time=2021-04-15 01:16:26.884017, cost_time=0:00:01.297309 2021-04-15 01:16:24,172 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.33ms, fps=2169 images/s, loss=0.2488, top1-acc=94.20%, top5-acc=99.84%, remaining_time=0:00:02.477960, arrival_time=2021-04-15 01:16:26.650689, cost_time=0:00:02.477956 2021-04-15 01:16:25,356 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.35ms, fps=2163 images/s, loss=0.2436, top1-acc=94.36%, top5-acc=99.80%, remaining_time=0:00:01.220570, arrival_time=2021-04-15 01:16:26.577055, cost_time=0:00:03.661696 2021-04-15 01:16:26,431 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=1.19ms, fps=2159 images/s, loss=0.2334, top1-acc=94.42%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:26.431258, cost_time=0:00:04.736515 2021-04-15 01:16:27,155 INFO : Epoch=0186 complete, best val top1-acc=94.74%, top5-acc=99.78% (epoch=185), remaining_time=0:18:27.508276, arrival_time=2021-04-15 01:34:54.663324, cost_time=4:05:14.038542 2021-04-15 01:16:27,156 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 01:16:31,097 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.99ms, fps=650 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.301112, arrival_time=2021-04-15 01:17:44.398494, cost_time=0:00:03.940923 2021-04-15 01:16:34,842 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.639792, arrival_time=2021-04-15 01:17:42.482589, cost_time=0:00:07.686339 2021-04-15 01:16:38,587 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.60ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.250482, arrival_time=2021-04-15 01:17:41.837616, cost_time=0:00:11.430803 2021-04-15 01:16:42,325 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.158008, arrival_time=2021-04-15 01:17:41.483293, cost_time=0:00:15.168713 2021-04-15 01:16:46,066 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.217346, arrival_time=2021-04-15 01:17:41.283817, cost_time=0:00:18.910041 2021-04-15 01:16:49,807 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.342040, arrival_time=2021-04-15 01:17:41.149385, cost_time=0:00:22.650918 2021-04-15 01:16:53,537 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.02ms, fps=686 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.485998, arrival_time=2021-04-15 01:17:41.023512, cost_time=0:00:26.381093 2021-04-15 01:16:57,284 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.686180, arrival_time=2021-04-15 01:17:40.970935, cost_time=0:00:30.128414 2021-04-15 01:17:01,023 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.887906, arrival_time=2021-04-15 01:17:40.911363, cost_time=0:00:33.867080 2021-04-15 01:17:04,771 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.110112, arrival_time=2021-04-15 01:17:40.881390, cost_time=0:00:37.614741 2021-04-15 01:17:08,510 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.331012, arrival_time=2021-04-15 01:17:40.840995, cost_time=0:00:41.353645 2021-04-15 01:17:12,256 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.35ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.563156, arrival_time=2021-04-15 01:17:40.819323, cost_time=0:00:45.099742 2021-04-15 01:17:15,992 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.793824, arrival_time=2021-04-15 01:17:40.786576, cost_time=0:00:48.836321 2021-04-15 01:17:19,745 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.035504, arrival_time=2021-04-15 01:17:40.780852, cost_time=0:00:52.588824 2021-04-15 01:17:23,490 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.275806, arrival_time=2021-04-15 01:17:40.766302, cost_time=0:00:56.334146 2021-04-15 01:17:27,227 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.516020, arrival_time=2021-04-15 01:17:40.743608, cost_time=0:01:00.071263 2021-04-15 01:17:30,966 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.759230, arrival_time=2021-04-15 01:17:40.725881, cost_time=0:01:03.810322 2021-04-15 01:17:34,709 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.98ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.004720, arrival_time=2021-04-15 01:17:40.714314, cost_time=0:01:07.553132 2021-04-15 01:17:38,449 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.93ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.251350, arrival_time=2021-04-15 01:17:40.700490, cost_time=0:01:11.292676 2021-04-15 01:17:40,447 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:40.447138, cost_time=0:01:13.290811 2021-04-15 01:17:41,768 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.34ms, fps=1943 images/s, loss=0.2320, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:03.952290, arrival_time=2021-04-15 01:17:45.720279, cost_time=0:00:01.317427 2021-04-15 01:17:42,953 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.49ms, fps=2160 images/s, loss=0.2219, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:02.503300, arrival_time=2021-04-15 01:17:45.457090, cost_time=0:00:02.503301 2021-04-15 01:17:44,137 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.32ms, fps=2164 images/s, loss=0.2197, top1-acc=94.82%, top5-acc=99.80%, remaining_time=0:00:01.228960, arrival_time=2021-04-15 01:17:45.366306, cost_time=0:00:03.686865 2021-04-15 01:17:45,215 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=1.36ms, fps=2153 images/s, loss=0.2252, top1-acc=94.86%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:45.215122, cost_time=0:00:04.764679 2021-04-15 01:17:46,611 INFO : Epoch=0187 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:17:08.424800, arrival_time=2021-04-15 01:34:55.036452, cost_time=4:06:33.495134 2021-04-15 01:17:46,612 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 01:17:50,547 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.43ms, fps=651 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.182630, arrival_time=2021-04-15 01:19:03.730308, cost_time=0:00:03.934551 2021-04-15 01:17:54,278 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.34ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.452176, arrival_time=2021-04-15 01:19:01.730323, cost_time=0:00:07.665019 2021-04-15 01:17:58,017 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.100916, arrival_time=2021-04-15 01:19:01.117924, cost_time=0:00:11.403782 2021-04-15 01:18:01,754 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.049900, arrival_time=2021-04-15 01:19:00.803967, cost_time=0:00:15.141017 2021-04-15 01:18:05,481 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.41ms, fps=687 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.095582, arrival_time=2021-04-15 01:19:00.576974, cost_time=0:00:18.868350 2021-04-15 01:18:09,230 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.267104, arrival_time=2021-04-15 01:19:00.497965, cost_time=0:00:22.617822 2021-04-15 01:18:12,966 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.436228, arrival_time=2021-04-15 01:19:00.402805, cost_time=0:00:26.353449 2021-04-15 01:18:16,698 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.623192, arrival_time=2021-04-15 01:19:00.321193, cost_time=0:00:30.084951 2021-04-15 01:18:20,439 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.840100, arrival_time=2021-04-15 01:19:00.279858, cost_time=0:00:33.826502 2021-04-15 01:18:24,201 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.084672, arrival_time=2021-04-15 01:19:00.285966, cost_time=0:00:37.588162 2021-04-15 01:18:27,951 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.319058, arrival_time=2021-04-15 01:19:00.270573, cost_time=0:00:41.338348 2021-04-15 01:18:31,702 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.556392, arrival_time=2021-04-15 01:19:00.258543, cost_time=0:00:45.089024 2021-04-15 01:18:35,441 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.70ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.789666, arrival_time=2021-04-15 01:19:00.230842, cost_time=0:00:48.828131 2021-04-15 01:18:39,185 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.028784, arrival_time=2021-04-15 01:19:00.213856, cost_time=0:00:52.571937 2021-04-15 01:18:42,934 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.271758, arrival_time=2021-04-15 01:19:00.205792, cost_time=0:00:56.320900 2021-04-15 01:18:46,672 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.513320, arrival_time=2021-04-15 01:19:00.185583, cost_time=0:01:00.059132 2021-04-15 01:18:50,405 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.756526, arrival_time=2021-04-15 01:19:00.162345, cost_time=0:01:03.792690 2021-04-15 01:18:54,139 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.002368, arrival_time=2021-04-15 01:19:00.142193, cost_time=0:01:07.526697 2021-04-15 01:18:57,879 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.250516, arrival_time=2021-04-15 01:19:00.129968, cost_time=0:01:11.266402 2021-04-15 01:18:59,873 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.25ms, fps=682 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:59.873866, cost_time=0:01:13.260731 2021-04-15 01:19:01,182 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.48ms, fps=1959 images/s, loss=0.2674, top1-acc=93.83%, top5-acc=99.69%, remaining_time=0:00:03.921210, arrival_time=2021-04-15 01:19:05.103885, cost_time=0:00:01.307072 2021-04-15 01:19:02,365 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.28ms, fps=2165 images/s, loss=0.2445, top1-acc=94.39%, top5-acc=99.73%, remaining_time=0:00:02.490080, arrival_time=2021-04-15 01:19:04.855763, cost_time=0:00:02.490084 2021-04-15 01:19:03,547 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.46ms, fps=2167 images/s, loss=0.2371, top1-acc=94.39%, top5-acc=99.70%, remaining_time=0:00:01.223890, arrival_time=2021-04-15 01:19:04.771154, cost_time=0:00:03.671669 2021-04-15 01:19:04,625 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=1.73ms, fps=2153 images/s, loss=0.2252, top1-acc=94.56%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:04.625323, cost_time=0:00:04.749675 2021-04-15 01:19:05,314 INFO : Epoch=0188 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:15:49.289232, arrival_time=2021-04-15 01:34:54.603787, cost_time=4:07:52.198048 2021-04-15 01:19:05,315 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 01:19:09,244 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=2.34ms, fps=652 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.069542, arrival_time=2021-04-15 01:20:22.313989, cost_time=0:00:03.928468 2021-04-15 01:19:12,991 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.542640, arrival_time=2021-04-15 01:20:20.533953, cost_time=0:00:07.675308 2021-04-15 01:19:16,728 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=2.24ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.148226, arrival_time=2021-04-15 01:20:19.876587, cost_time=0:00:11.412335 2021-04-15 01:19:20,469 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.71ms, fps=684 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.099040, arrival_time=2021-04-15 01:20:19.568622, cost_time=0:00:15.153584 2021-04-15 01:19:24,214 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.181868, arrival_time=2021-04-15 01:20:19.395882, cost_time=0:00:18.897901 2021-04-15 01:19:27,950 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.304912, arrival_time=2021-04-15 01:20:19.255406, cost_time=0:00:22.634499 2021-04-15 01:19:31,687 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.467854, arrival_time=2021-04-15 01:20:19.154859, cost_time=0:00:26.371015 2021-04-15 01:19:35,422 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.655092, arrival_time=2021-04-15 01:20:19.077938, cost_time=0:00:30.106940 2021-04-15 01:19:39,160 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.861406, arrival_time=2021-04-15 01:20:19.022014, cost_time=0:00:33.844605 2021-04-15 01:19:42,898 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.079008, arrival_time=2021-04-15 01:20:18.977286, cost_time=0:00:37.582277 2021-04-15 01:19:46,650 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.315790, arrival_time=2021-04-15 01:20:18.965899, cost_time=0:00:41.334121 2021-04-15 01:19:50,394 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.549780, arrival_time=2021-04-15 01:20:18.944536, cost_time=0:00:45.078626 2021-04-15 01:19:54,131 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.783000, arrival_time=2021-04-15 01:20:18.913986, cost_time=0:00:48.815060 2021-04-15 01:19:57,865 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.019880, arrival_time=2021-04-15 01:20:18.885634, cost_time=0:00:52.549760 2021-04-15 01:20:01,602 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.261132, arrival_time=2021-04-15 01:20:18.863391, cost_time=0:00:56.286339 2021-04-15 01:20:05,343 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.506192, arrival_time=2021-04-15 01:20:18.849612, cost_time=0:01:00.027505 2021-04-15 01:20:09,076 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.751586, arrival_time=2021-04-15 01:20:18.828000, cost_time=0:01:03.760414 2021-04-15 01:20:12,810 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:05.999472, arrival_time=2021-04-15 01:20:18.809521, cost_time=0:01:07.494135 2021-04-15 01:20:16,541 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.249244, arrival_time=2021-04-15 01:20:18.791111, cost_time=0:01:11.225965 2021-04-15 01:20:18,535 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.21ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:18.535137, cost_time=0:01:13.219230 2021-04-15 01:20:19,865 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.50ms, fps=1927 images/s, loss=0.2618, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:00:03.984780, arrival_time=2021-04-15 01:20:23.850120, cost_time=0:00:01.328258 2021-04-15 01:20:21,045 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.38ms, fps=2170 images/s, loss=0.2489, top1-acc=94.06%, top5-acc=99.79%, remaining_time=0:00:02.508300, arrival_time=2021-04-15 01:20:23.553686, cost_time=0:00:02.508307 2021-04-15 01:20:22,224 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.34ms, fps=2171 images/s, loss=0.2442, top1-acc=94.23%, top5-acc=99.71%, remaining_time=0:00:01.229260, arrival_time=2021-04-15 01:20:23.454113, cost_time=0:00:03.687766 2021-04-15 01:20:23,302 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.09ms, fps=2154 images/s, loss=0.2299, top1-acc=94.38%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:23.302303, cost_time=0:00:04.765248 2021-04-15 01:20:23,984 INFO : Epoch=0189 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:14:30.156331, arrival_time=2021-04-15 01:34:54.140773, cost_time=4:09:10.867942 2021-04-15 01:20:23,985 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 01:20:27,940 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.83ms, fps=647 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.549422, arrival_time=2021-04-15 01:21:41.489509, cost_time=0:00:03.954273 2021-04-15 01:20:31,682 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.733248, arrival_time=2021-04-15 01:21:39.416040, cost_time=0:00:07.696970 2021-04-15 01:20:35,427 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.308748, arrival_time=2021-04-15 01:21:38.735916, cost_time=0:00:11.441350 2021-04-15 01:20:39,168 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.211984, arrival_time=2021-04-15 01:21:38.380446, cost_time=0:00:15.182541 2021-04-15 01:20:42,908 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.12ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.254576, arrival_time=2021-04-15 01:21:38.163219, cost_time=0:00:18.922790 2021-04-15 01:20:46,649 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.31ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.371280, arrival_time=2021-04-15 01:21:38.021088, cost_time=0:00:22.663774 2021-04-15 01:20:50,412 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.567394, arrival_time=2021-04-15 01:21:37.979575, cost_time=0:00:26.426343 2021-04-15 01:20:54,152 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.741860, arrival_time=2021-04-15 01:21:37.894514, cost_time=0:00:30.166827 2021-04-15 01:20:57,887 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.928610, arrival_time=2021-04-15 01:21:37.815963, cost_time=0:00:33.901632 2021-04-15 01:21:01,642 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.149760, arrival_time=2021-04-15 01:21:37.791769, cost_time=0:00:37.655971 2021-04-15 01:21:05,389 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.369282, arrival_time=2021-04-15 01:21:37.758128, cost_time=0:00:41.402604 2021-04-15 01:21:09,146 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.601688, arrival_time=2021-04-15 01:21:37.748140, cost_time=0:00:45.160619 2021-04-15 01:21:12,901 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.37ms, fps=682 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.833556, arrival_time=2021-04-15 01:21:37.734384, cost_time=0:00:48.914593 2021-04-15 01:21:16,650 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.065912, arrival_time=2021-04-15 01:21:37.716478, cost_time=0:00:52.664720 2021-04-15 01:21:20,398 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=3.20ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.299772, arrival_time=2021-04-15 01:21:37.697890, cost_time=0:00:56.412269 2021-04-15 01:21:24,135 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.77ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.533768, arrival_time=2021-04-15 01:21:37.669604, cost_time=0:01:00.150023 2021-04-15 01:21:27,877 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.771580, arrival_time=2021-04-15 01:21:37.648614, cost_time=0:01:03.891113 2021-04-15 01:21:31,614 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.011392, arrival_time=2021-04-15 01:21:37.625419, cost_time=0:01:07.628210 2021-04-15 01:21:35,351 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.27ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.253666, arrival_time=2021-04-15 01:21:37.605562, cost_time=0:01:11.366168 2021-04-15 01:21:37,352 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.87ms, fps=680 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:37.352391, cost_time=0:01:13.366582 2021-04-15 01:21:38,695 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.30ms, fps=1909 images/s, loss=0.2583, top1-acc=94.10%, top5-acc=99.80%, remaining_time=0:00:04.023810, arrival_time=2021-04-15 01:21:42.719501, cost_time=0:00:01.341266 2021-04-15 01:21:39,879 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.47ms, fps=2164 images/s, loss=0.2342, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:02.524780, arrival_time=2021-04-15 01:21:42.403926, cost_time=0:00:02.524775 2021-04-15 01:21:41,061 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.36ms, fps=2167 images/s, loss=0.2299, top1-acc=94.45%, top5-acc=99.84%, remaining_time=0:00:01.235550, arrival_time=2021-04-15 01:21:42.296596, cost_time=0:00:03.706638 2021-04-15 01:21:42,137 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=1.19ms, fps=2156 images/s, loss=0.2179, top1-acc=94.61%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:42.137449, cost_time=0:00:04.783114 2021-04-15 01:21:42,837 INFO : Epoch=0190 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:13:11.037970, arrival_time=2021-04-15 01:34:53.875811, cost_time=4:10:29.721339 2021-04-15 01:21:42,839 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 01:21:46,758 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.13ms, fps=653 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.901398, arrival_time=2021-04-15 01:22:59.660068, cost_time=0:00:03.919430 2021-04-15 01:21:50,504 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.453760, arrival_time=2021-04-15 01:22:57.958162, cost_time=0:00:07.665198 2021-04-15 01:21:54,260 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.194872, arrival_time=2021-04-15 01:22:57.454820, cost_time=0:00:11.420746 2021-04-15 01:21:58,008 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.160036, arrival_time=2021-04-15 01:22:57.168598, cost_time=0:00:15.169245 2021-04-15 01:22:01,749 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.217930, arrival_time=2021-04-15 01:22:56.967372, cost_time=0:00:18.910242 2021-04-15 01:22:05,490 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.343264, arrival_time=2021-04-15 01:22:56.834053, cost_time=0:00:22.651454 2021-04-15 01:22:09,230 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.503386, arrival_time=2021-04-15 01:22:56.733337, cost_time=0:00:26.390747 2021-04-15 01:22:12,975 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.698012, arrival_time=2021-04-15 01:22:56.673887, cost_time=0:00:30.136537 2021-04-15 01:22:16,719 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.903064, arrival_time=2021-04-15 01:22:56.622261, cost_time=0:00:33.880001 2021-04-15 01:22:20,470 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.126048, arrival_time=2021-04-15 01:22:56.596536, cost_time=0:00:37.631290 2021-04-15 01:22:24,222 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=2.80ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.353974, arrival_time=2021-04-15 01:22:56.576249, cost_time=0:00:41.383035 2021-04-15 01:22:27,975 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.586108, arrival_time=2021-04-15 01:22:56.561259, cost_time=0:00:45.135953 2021-04-15 01:22:31,716 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.814614, arrival_time=2021-04-15 01:22:56.531133, cost_time=0:00:48.877313 2021-04-15 01:22:35,461 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.94ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.048776, arrival_time=2021-04-15 01:22:56.509873, cost_time=0:00:52.621893 2021-04-15 01:22:39,200 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.95ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.284086, arrival_time=2021-04-15 01:22:56.484528, cost_time=0:00:56.361141 2021-04-15 01:22:42,947 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.37ms, fps=683 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.524300, arrival_time=2021-04-15 01:22:56.471542, cost_time=0:01:00.108049 2021-04-15 01:22:46,686 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.764924, arrival_time=2021-04-15 01:22:56.451706, cost_time=0:01:03.847584 2021-04-15 01:22:50,438 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.008816, arrival_time=2021-04-15 01:22:56.447215, cost_time=0:01:07.599196 2021-04-15 01:22:54,173 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.252664, arrival_time=2021-04-15 01:22:56.426180, cost_time=0:01:11.334312 2021-04-15 01:22:56,168 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:56.168370, cost_time=0:01:13.329271 2021-04-15 01:22:57,461 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.75ms, fps=1983 images/s, loss=0.2425, top1-acc=94.61%, top5-acc=99.80%, remaining_time=0:00:03.872910, arrival_time=2021-04-15 01:23:01.334047, cost_time=0:00:01.290968 2021-04-15 01:22:58,643 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.37ms, fps=2166 images/s, loss=0.2323, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:02.473400, arrival_time=2021-04-15 01:23:01.117095, cost_time=0:00:02.473403 2021-04-15 01:22:59,835 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.98ms, fps=2150 images/s, loss=0.2382, top1-acc=94.49%, top5-acc=99.83%, remaining_time=0:00:01.221650, arrival_time=2021-04-15 01:23:01.056780, cost_time=0:00:03.664948 2021-04-15 01:23:00,916 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=1.31ms, fps=2146 images/s, loss=0.2352, top1-acc=94.48%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:00.916538, cost_time=0:00:04.746295 2021-04-15 01:23:01,620 INFO : Epoch=0191 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:11:51.919026, arrival_time=2021-04-15 01:34:53.539273, cost_time=4:11:48.503699 2021-04-15 01:23:01,622 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 01:23:05,576 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.57ms, fps=647 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.540866, arrival_time=2021-04-15 01:24:19.117485, cost_time=0:00:03.953811 2021-04-15 01:23:09,321 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.750672, arrival_time=2021-04-15 01:24:17.072411, cost_time=0:00:07.698934 2021-04-15 01:23:13,061 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.291650, arrival_time=2021-04-15 01:24:16.352701, cost_time=0:00:11.438263 2021-04-15 01:23:16,807 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.217444, arrival_time=2021-04-15 01:24:16.024352, cost_time=0:00:15.183949 2021-04-15 01:23:20,560 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.297938, arrival_time=2021-04-15 01:24:15.858317, cost_time=0:00:18.937651 2021-04-15 01:23:24,297 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.396848, arrival_time=2021-04-15 01:24:15.694653, cost_time=0:00:22.675101 2021-04-15 01:23:28,045 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.560464, arrival_time=2021-04-15 01:24:15.605634, cost_time=0:00:26.422460 2021-04-15 01:23:31,793 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.746848, arrival_time=2021-04-15 01:24:15.539947, cost_time=0:00:30.170267 2021-04-15 01:23:35,539 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.945994, arrival_time=2021-04-15 01:24:15.485127, cost_time=0:00:33.916377 2021-04-15 01:23:39,290 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.160512, arrival_time=2021-04-15 01:24:15.450519, cost_time=0:00:37.667218 2021-04-15 01:23:43,037 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.378656, arrival_time=2021-04-15 01:24:15.416016, cost_time=0:00:41.414563 2021-04-15 01:23:46,777 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.89ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.598116, arrival_time=2021-04-15 01:24:15.375853, cost_time=0:00:45.154945 2021-04-15 01:23:50,518 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.823986, arrival_time=2021-04-15 01:24:15.342472, cost_time=0:00:48.895772 2021-04-15 01:23:54,250 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.051128, arrival_time=2021-04-15 01:24:15.301599, cost_time=0:00:52.627768 2021-04-15 01:23:57,981 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.283350, arrival_time=2021-04-15 01:24:15.264854, cost_time=0:00:56.358796 2021-04-15 01:24:01,725 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.523004, arrival_time=2021-04-15 01:24:15.248091, cost_time=0:01:00.102263 2021-04-15 01:24:05,469 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.764768, arrival_time=2021-04-15 01:24:15.234190, cost_time=0:01:03.846538 2021-04-15 01:24:09,212 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.007936, arrival_time=2021-04-15 01:24:15.219967, cost_time=0:01:07.589225 2021-04-15 01:24:12,958 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.23ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.252718, arrival_time=2021-04-15 01:24:15.211507, cost_time=0:01:11.336004 2021-04-15 01:24:14,954 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.31ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:14.954350, cost_time=0:01:13.331665 2021-04-15 01:24:16,247 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.26ms, fps=1983 images/s, loss=0.2007, top1-acc=94.77%, top5-acc=99.77%, remaining_time=0:00:03.873420, arrival_time=2021-04-15 01:24:20.120668, cost_time=0:00:01.291139 2021-04-15 01:24:17,428 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.44ms, fps=2167 images/s, loss=0.2008, top1-acc=95.06%, top5-acc=99.77%, remaining_time=0:00:02.472580, arrival_time=2021-04-15 01:24:19.901360, cost_time=0:00:02.472584 2021-04-15 01:24:18,608 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.35ms, fps=2170 images/s, loss=0.2127, top1-acc=94.95%, top5-acc=99.77%, remaining_time=0:00:01.217570, arrival_time=2021-04-15 01:24:19.826439, cost_time=0:00:03.652722 2021-04-15 01:24:19,684 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=1.17ms, fps=2158 images/s, loss=0.2344, top1-acc=94.68%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:19.684375, cost_time=0:00:04.728303 2021-04-15 01:24:20,359 INFO : Epoch=0192 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:10:32.801800, arrival_time=2021-04-15 01:34:53.161465, cost_time=4:13:07.243132 2021-04-15 01:24:20,361 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 01:24:24,293 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=2.12ms, fps=651 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.130364, arrival_time=2021-04-15 01:25:37.423602, cost_time=0:00:03.931744 2021-04-15 01:24:28,037 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.82ms, fps=684 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.545104, arrival_time=2021-04-15 01:25:35.582143, cost_time=0:00:07.675574 2021-04-15 01:24:31,775 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.69ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.157190, arrival_time=2021-04-15 01:25:34.932660, cost_time=0:00:11.413949 2021-04-15 01:24:35,518 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.56ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.113080, arrival_time=2021-04-15 01:25:34.631744, cost_time=0:00:15.157201 2021-04-15 01:24:39,268 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.207418, arrival_time=2021-04-15 01:25:34.475539, cost_time=0:00:18.906660 2021-04-15 01:24:43,005 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.325176, arrival_time=2021-04-15 01:25:34.330097, cost_time=0:00:22.643464 2021-04-15 01:24:46,751 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.501370, arrival_time=2021-04-15 01:25:34.252639, cost_time=0:00:26.389674 2021-04-15 01:24:50,522 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.88ms, fps=679 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.733044, arrival_time=2021-04-15 01:25:34.255346, cost_time=0:00:30.160684 2021-04-15 01:24:54,277 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.945676, arrival_time=2021-04-15 01:25:34.223266, cost_time=0:00:33.916125 2021-04-15 01:24:58,019 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.151104, arrival_time=2021-04-15 01:25:34.170093, cost_time=0:00:37.657414 2021-04-15 01:25:01,771 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.374528, arrival_time=2021-04-15 01:25:34.145465, cost_time=0:00:41.409238 2021-04-15 01:25:05,543 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.43ms, fps=679 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.614684, arrival_time=2021-04-15 01:25:34.157732, cost_time=0:00:45.181033 2021-04-15 01:25:09,316 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.51ms, fps=679 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.853884, arrival_time=2021-04-15 01:25:34.169989, cost_time=0:00:48.954631 2021-04-15 01:25:13,064 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=2.47ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.080864, arrival_time=2021-04-15 01:25:34.144885, cost_time=0:00:52.702154 2021-04-15 01:25:16,818 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.313388, arrival_time=2021-04-15 01:25:34.131539, cost_time=0:00:56.456649 2021-04-15 01:25:20,564 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.545684, arrival_time=2021-04-15 01:25:34.110218, cost_time=0:01:00.203064 2021-04-15 01:25:24,299 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.78ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.778756, arrival_time=2021-04-15 01:25:34.078325, cost_time=0:01:03.938095 2021-04-15 01:25:28,046 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.016432, arrival_time=2021-04-15 01:25:34.062758, cost_time=0:01:07.684832 2021-04-15 01:25:31,798 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.255904, arrival_time=2021-04-15 01:25:34.054329, cost_time=0:01:11.436964 2021-04-15 01:25:33,796 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.23ms, fps=681 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:33.796478, cost_time=0:01:13.435009 2021-04-15 01:25:35,109 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.49ms, fps=1952 images/s, loss=0.2270, top1-acc=94.53%, top5-acc=99.96%, remaining_time=0:00:03.934050, arrival_time=2021-04-15 01:25:39.043864, cost_time=0:00:01.311352 2021-04-15 01:25:36,291 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=2.11ms, fps=2168 images/s, loss=0.2365, top1-acc=94.43%, top5-acc=99.86%, remaining_time=0:00:02.492480, arrival_time=2021-04-15 01:25:38.783523, cost_time=0:00:02.492481 2021-04-15 01:25:37,475 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.39ms, fps=2163 images/s, loss=0.2141, top1-acc=94.79%, top5-acc=99.87%, remaining_time=0:00:01.225510, arrival_time=2021-04-15 01:25:38.700618, cost_time=0:00:03.676537 2021-04-15 01:25:38,550 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=1.21ms, fps=2158 images/s, loss=0.2240, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:38.550449, cost_time=0:00:04.752005 2021-04-15 01:25:39,212 INFO : Epoch=0193 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:09:13.692594, arrival_time=2021-04-15 01:34:52.904980, cost_time=4:14:26.095884 2021-04-15 01:25:39,214 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 01:25:43,124 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.46ms, fps=655 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.730464, arrival_time=2021-04-15 01:26:55.855229, cost_time=0:00:03.910236 2021-04-15 01:25:46,871 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.380896, arrival_time=2021-04-15 01:26:54.252298, cost_time=0:00:07.656911 2021-04-15 01:25:50,614 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.080166, arrival_time=2021-04-15 01:26:53.694764, cost_time=0:00:11.400041 2021-04-15 01:25:54,367 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.096544, arrival_time=2021-04-15 01:26:53.463983, cost_time=0:00:15.152948 2021-04-15 01:25:58,115 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.191212, arrival_time=2021-04-15 01:26:53.306813, cost_time=0:00:18.901106 2021-04-15 01:26:01,848 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0014, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.304368, arrival_time=2021-04-15 01:26:53.153114, cost_time=0:00:22.634260 2021-04-15 01:26:05,583 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0013, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.463318, arrival_time=2021-04-15 01:26:53.046266, cost_time=0:00:26.368543 2021-04-15 01:26:09,337 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.677480, arrival_time=2021-04-15 01:26:53.014439, cost_time=0:00:30.122387 2021-04-15 01:26:13,098 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=2.00ms, fps=681 images/s, loss=0.0013, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.907622, arrival_time=2021-04-15 01:26:53.005988, cost_time=0:00:33.883872 2021-04-15 01:26:16,844 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.124608, arrival_time=2021-04-15 01:26:52.968847, cost_time=0:00:37.629760 2021-04-15 01:26:20,595 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.352340, arrival_time=2021-04-15 01:26:52.947714, cost_time=0:00:41.380886 2021-04-15 01:26:24,342 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.580712, arrival_time=2021-04-15 01:26:52.922656, cost_time=0:00:45.127447 2021-04-15 01:26:28,098 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.817782, arrival_time=2021-04-15 01:26:52.915751, cost_time=0:00:48.883481 2021-04-15 01:26:31,843 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.051520, arrival_time=2021-04-15 01:26:52.894969, cost_time=0:00:52.628852 2021-04-15 01:26:35,582 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.84ms, fps=685 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.286064, arrival_time=2021-04-15 01:26:52.868094, cost_time=0:00:56.367534 2021-04-15 01:26:39,353 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.531248, arrival_time=2021-04-15 01:26:52.884809, cost_time=0:01:00.138960 2021-04-15 01:26:43,107 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.771892, arrival_time=2021-04-15 01:26:52.879495, cost_time=0:01:03.893113 2021-04-15 01:26:46,849 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.011984, arrival_time=2021-04-15 01:26:52.861406, cost_time=0:01:07.634832 2021-04-15 01:26:50,587 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.253876, arrival_time=2021-04-15 01:26:52.841162, cost_time=0:01:11.372800 2021-04-15 01:26:52,584 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:52.584396, cost_time=0:01:13.369911 2021-04-15 01:26:53,902 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.48ms, fps=1945 images/s, loss=0.2325, top1-acc=94.69%, top5-acc=99.88%, remaining_time=0:00:03.948450, arrival_time=2021-04-15 01:26:57.850972, cost_time=0:00:01.316150 2021-04-15 01:26:55,086 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.51ms, fps=2164 images/s, loss=0.2366, top1-acc=94.47%, top5-acc=99.84%, remaining_time=0:00:02.499500, arrival_time=2021-04-15 01:26:57.585468, cost_time=0:00:02.499508 2021-04-15 01:26:56,266 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.48ms, fps=2169 images/s, loss=0.2308, top1-acc=94.53%, top5-acc=99.86%, remaining_time=0:00:01.226750, arrival_time=2021-04-15 01:26:57.493383, cost_time=0:00:03.680250 2021-04-15 01:26:57,342 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=1.24ms, fps=2158 images/s, loss=0.2634, top1-acc=94.34%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:57.342161, cost_time=0:00:04.755821 2021-04-15 01:26:58,099 INFO : Epoch=0194 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:07:54.587094, arrival_time=2021-04-15 01:34:52.686364, cost_time=4:15:44.982766 2021-04-15 01:26:58,100 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 01:27:02,004 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.60ms, fps=656 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.603054, arrival_time=2021-04-15 01:28:14.607164, cost_time=0:00:03.903393 2021-04-15 01:27:05,747 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.35ms, fps=684 images/s, loss=0.0011, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.293776, arrival_time=2021-04-15 01:28:13.041460, cost_time=0:00:07.647011 2021-04-15 01:27:09,503 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.095936, arrival_time=2021-04-15 01:28:12.599462, cost_time=0:00:11.402884 2021-04-15 01:27:13,255 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.104968, arrival_time=2021-04-15 01:28:12.360843, cost_time=0:00:15.155122 2021-04-15 01:27:17,004 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.199680, arrival_time=2021-04-15 01:28:12.204412, cost_time=0:00:18.904013 2021-04-15 01:27:20,744 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.325448, arrival_time=2021-04-15 01:28:12.069721, cost_time=0:00:22.643600 2021-04-15 01:27:24,491 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.502378, arrival_time=2021-04-15 01:28:11.993291, cost_time=0:00:26.390195 2021-04-15 01:27:28,222 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.33ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.676436, arrival_time=2021-04-15 01:28:11.898768, cost_time=0:00:30.121701 2021-04-15 01:27:31,958 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.876458, arrival_time=2021-04-15 01:28:11.834441, cost_time=0:00:33.857353 2021-04-15 01:27:35,688 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.084576, arrival_time=2021-04-15 01:28:11.773402, cost_time=0:00:37.588117 2021-04-15 01:27:39,424 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.307448, arrival_time=2021-04-15 01:28:11.731590, cost_time=0:00:41.323452 2021-04-15 01:27:43,164 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.31ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.540584, arrival_time=2021-04-15 01:28:11.705392, cost_time=0:00:45.064054 2021-04-15 01:27:46,911 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.780822, arrival_time=2021-04-15 01:28:11.692219, cost_time=0:00:48.810682 2021-04-15 01:27:50,673 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.028952, arrival_time=2021-04-15 01:28:11.702100, cost_time=0:00:52.572420 2021-04-15 01:27:54,417 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.270470, arrival_time=2021-04-15 01:28:11.687908, cost_time=0:00:56.316712 2021-04-15 01:27:58,150 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.95ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.511268, arrival_time=2021-04-15 01:28:11.662101, cost_time=0:01:00.050034 2021-04-15 01:28:01,891 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.756266, arrival_time=2021-04-15 01:28:11.647876, cost_time=0:01:03.790968 2021-04-15 01:28:05,628 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.002432, arrival_time=2021-04-15 01:28:11.630483, cost_time=0:01:07.527417 2021-04-15 01:28:09,380 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.250948, arrival_time=2021-04-15 01:28:11.631694, cost_time=0:01:11.280017 2021-04-15 01:28:11,381 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.24ms, fps=680 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:11.381334, cost_time=0:01:13.280616 2021-04-15 01:28:12,742 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.36ms, fps=1884 images/s, loss=0.2245, top1-acc=94.88%, top5-acc=99.92%, remaining_time=0:00:04.077210, arrival_time=2021-04-15 01:28:16.819660, cost_time=0:00:01.359072 2021-04-15 01:28:13,925 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.55ms, fps=2165 images/s, loss=0.2006, top1-acc=95.04%, top5-acc=99.84%, remaining_time=0:00:02.542080, arrival_time=2021-04-15 01:28:16.467442, cost_time=0:00:02.542072 2021-04-15 01:28:15,109 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.32ms, fps=2164 images/s, loss=0.2159, top1-acc=94.75%, top5-acc=99.84%, remaining_time=0:00:01.241880, arrival_time=2021-04-15 01:28:16.350916, cost_time=0:00:03.725653 2021-04-15 01:28:16,187 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=1.62ms, fps=2153 images/s, loss=0.2316, top1-acc=94.57%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:16.187241, cost_time=0:00:04.803894 2021-04-15 01:28:16,890 INFO : Epoch=0195 complete, best val top1-acc=94.86%, top5-acc=99.84% (epoch=187), remaining_time=0:06:35.481375, arrival_time=2021-04-15 01:34:52.371588, cost_time=4:17:03.773670 2021-04-15 01:28:16,892 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 01:28:20,884 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.55ms, fps=641 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:14.240412, arrival_time=2021-04-15 01:29:35.124472, cost_time=0:00:03.991415 2021-04-15 01:28:24,641 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:08.184160, arrival_time=2021-04-15 01:29:32.825054, cost_time=0:00:07.748198 2021-04-15 01:28:28,391 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.625974, arrival_time=2021-04-15 01:29:32.017223, cost_time=0:00:11.498675 2021-04-15 01:28:32,136 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.448480, arrival_time=2021-04-15 01:29:31.584398, cost_time=0:00:15.243189 2021-04-15 01:28:35,887 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.461750, arrival_time=2021-04-15 01:29:31.348502, cost_time=0:00:18.993770 2021-04-15 01:28:39,640 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.562632, arrival_time=2021-04-15 01:29:31.203490, cost_time=0:00:22.748242 2021-04-15 01:28:43,389 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=2.14ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.693898, arrival_time=2021-04-15 01:29:31.083533, cost_time=0:00:26.496624 2021-04-15 01:28:47,138 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.856700, arrival_time=2021-04-15 01:29:30.995276, cost_time=0:00:30.246002 2021-04-15 01:28:50,886 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:40.036836, arrival_time=2021-04-15 01:29:30.923043, cost_time=0:00:33.993529 2021-04-15 01:28:54,632 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.32ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.230496, arrival_time=2021-04-15 01:29:30.863280, cost_time=0:00:37.740136 2021-04-15 01:28:58,376 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=2.05ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.432664, arrival_time=2021-04-15 01:29:30.808925, cost_time=0:00:41.483646 2021-04-15 01:29:02,118 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.643260, arrival_time=2021-04-15 01:29:30.762062, cost_time=0:00:45.226237 2021-04-15 01:29:05,881 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.871176, arrival_time=2021-04-15 01:29:30.752513, cost_time=0:00:48.988656 2021-04-15 01:29:09,618 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.090272, arrival_time=2021-04-15 01:29:30.708584, cost_time=0:00:52.725634 2021-04-15 01:29:13,371 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.320242, arrival_time=2021-04-15 01:29:30.691848, cost_time=0:00:56.478989 2021-04-15 01:29:17,109 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.548744, arrival_time=2021-04-15 01:29:30.658060, cost_time=0:01:00.216711 2021-04-15 01:29:20,854 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.782474, arrival_time=2021-04-15 01:29:30.637352, cost_time=0:01:03.962394 2021-04-15 01:29:24,609 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.019248, arrival_time=2021-04-15 01:29:30.628455, cost_time=0:01:07.716587 2021-04-15 01:29:28,349 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=2.80ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.256540, arrival_time=2021-04-15 01:29:30.606186, cost_time=0:01:11.457081 2021-04-15 01:29:30,346 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.20ms, fps=681 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:30.346683, cost_time=0:01:13.454047 2021-04-15 01:29:31,646 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.22ms, fps=1973 images/s, loss=0.1868, top1-acc=95.35%, top5-acc=99.84%, remaining_time=0:00:03.891660, arrival_time=2021-04-15 01:29:35.538078, cost_time=0:00:01.297221 2021-04-15 01:29:32,825 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.48ms, fps=2172 images/s, loss=0.2189, top1-acc=94.79%, top5-acc=99.86%, remaining_time=0:00:02.476560, arrival_time=2021-04-15 01:29:35.302296, cost_time=0:00:02.476550 2021-04-15 01:29:34,007 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.46ms, fps=2167 images/s, loss=0.2188, top1-acc=94.82%, top5-acc=99.86%, remaining_time=0:00:01.219380, arrival_time=2021-04-15 01:29:35.226705, cost_time=0:00:03.658149 2021-04-15 01:29:35,082 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.09ms, fps=2158 images/s, loss=0.2174, top1-acc=94.89%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:35.082679, cost_time=0:00:04.733533 2021-04-15 01:29:36,503 INFO : Epoch=0196 complete, best val top1-acc=94.89%, top5-acc=99.83% (epoch=196), remaining_time=0:05:16.395656, arrival_time=2021-04-15 01:34:52.899235, cost_time=4:18:23.387056 2021-04-15 01:29:36,504 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 01:29:40,405 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.61ms, fps=656 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.537768, arrival_time=2021-04-15 01:30:52.942665, cost_time=0:00:03.899879 2021-04-15 01:29:44,151 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.289376, arrival_time=2021-04-15 01:30:51.440798, cost_time=0:00:07.646523 2021-04-15 01:29:47,896 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.99ms, fps=684 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.032026, arrival_time=2021-04-15 01:30:50.928348, cost_time=0:00:11.391333 2021-04-15 01:29:51,633 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.000916, arrival_time=2021-04-15 01:30:50.634338, cost_time=0:00:15.128427 2021-04-15 01:29:55,368 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.081420, arrival_time=2021-04-15 01:30:50.449876, cost_time=0:00:18.863478 2021-04-15 01:29:59,107 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.232424, arrival_time=2021-04-15 01:30:50.339953, cost_time=0:00:22.602548 2021-04-15 01:30:02,842 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.54ms, fps=686 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.407752, arrival_time=2021-04-15 01:30:50.250275, cost_time=0:00:26.337617 2021-04-15 01:30:06,571 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.50ms, fps=687 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.596860, arrival_time=2021-04-15 01:30:50.168558, cost_time=0:00:30.066800 2021-04-15 01:30:10,306 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.810314, arrival_time=2021-04-15 01:30:50.116477, cost_time=0:00:33.801177 2021-04-15 01:30:14,049 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=2.11ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.042432, arrival_time=2021-04-15 01:30:50.091655, cost_time=0:00:37.544193 2021-04-15 01:30:17,793 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.280014, arrival_time=2021-04-15 01:30:50.073416, cost_time=0:00:41.288416 2021-04-15 01:30:21,536 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=3.44ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.520064, arrival_time=2021-04-15 01:30:50.056788, cost_time=0:00:45.031736 2021-04-15 01:30:25,292 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.769140, arrival_time=2021-04-15 01:30:50.061823, cost_time=0:00:48.787680 2021-04-15 01:30:29,033 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.33ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.011312, arrival_time=2021-04-15 01:30:50.044583, cost_time=0:00:52.528282 2021-04-15 01:30:32,766 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.253634, arrival_time=2021-04-15 01:30:50.020438, cost_time=0:00:56.261812 2021-04-15 01:30:36,503 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.499748, arrival_time=2021-04-15 01:30:50.003490, cost_time=0:00:59.998841 2021-04-15 01:30:40,241 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.747920, arrival_time=2021-04-15 01:30:49.989309, cost_time=0:01:03.736363 2021-04-15 01:30:43,980 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:05.997840, arrival_time=2021-04-15 01:30:49.978404, cost_time=0:01:07.475662 2021-04-15 01:30:47,723 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.29ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.249022, arrival_time=2021-04-15 01:30:49.972909, cost_time=0:01:11.218949 2021-04-15 01:30:49,731 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.27ms, fps=678 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:49.731251, cost_time=0:01:13.226341 2021-04-15 01:30:51,070 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.35ms, fps=1915 images/s, loss=0.2388, top1-acc=94.69%, top5-acc=99.80%, remaining_time=0:00:04.010940, arrival_time=2021-04-15 01:30:55.080942, cost_time=0:00:01.336978 2021-04-15 01:30:52,251 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.55ms, fps=2167 images/s, loss=0.2439, top1-acc=94.41%, top5-acc=99.77%, remaining_time=0:00:02.518680, arrival_time=2021-04-15 01:30:54.770490, cost_time=0:00:02.518681 2021-04-15 01:30:53,432 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.40ms, fps=2170 images/s, loss=0.2322, top1-acc=94.54%, top5-acc=99.79%, remaining_time=0:00:01.233020, arrival_time=2021-04-15 01:30:54.665123, cost_time=0:00:03.699070 2021-04-15 01:30:54,510 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=1.38ms, fps=2153 images/s, loss=0.2350, top1-acc=94.65%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:54.510098, cost_time=0:00:04.777101 2021-04-15 01:30:55,334 INFO : Epoch=0197 complete, best val top1-acc=94.89%, top5-acc=99.83% (epoch=196), remaining_time=0:03:57.292665, arrival_time=2021-04-15 01:34:52.627505, cost_time=4:19:42.218330 2021-04-15 01:30:55,336 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 01:30:59,276 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.54ms, fps=650 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.286604, arrival_time=2021-04-15 01:32:12.563024, cost_time=0:00:03.940142 2021-04-15 01:31:03,033 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.734480, arrival_time=2021-04-15 01:32:10.767864, cost_time=0:00:07.697107 2021-04-15 01:31:06,786 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=4.10ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.355228, arrival_time=2021-04-15 01:32:10.141241, cost_time=0:00:11.449740 2021-04-15 01:31:10,542 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.301996, arrival_time=2021-04-15 01:32:09.843903, cost_time=0:00:15.205633 2021-04-15 01:31:14,285 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.19ms, fps=684 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.331810, arrival_time=2021-04-15 01:32:09.617383, cost_time=0:00:18.949258 2021-04-15 01:31:18,023 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.423776, arrival_time=2021-04-15 01:32:09.447034, cost_time=0:00:22.686953 2021-04-15 01:31:21,766 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.573946, arrival_time=2021-04-15 01:32:09.340235, cost_time=0:00:26.429944 2021-04-15 01:31:25,510 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.752996, arrival_time=2021-04-15 01:32:09.263761, cost_time=0:00:30.174476 2021-04-15 01:31:29,250 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.943768, arrival_time=2021-04-15 01:32:09.194591, cost_time=0:00:33.914546 2021-04-15 01:31:32,996 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.154176, arrival_time=2021-04-15 01:32:09.150927, cost_time=0:00:37.660553 2021-04-15 01:31:36,736 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.367390, arrival_time=2021-04-15 01:32:09.103786, cost_time=0:00:41.400125 2021-04-15 01:31:40,476 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.35ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.588768, arrival_time=2021-04-15 01:32:09.065279, cost_time=0:00:45.140156 2021-04-15 01:31:44,217 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.816858, arrival_time=2021-04-15 01:32:09.034752, cost_time=0:00:48.881686 2021-04-15 01:31:47,961 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.049896, arrival_time=2021-04-15 01:32:09.010940, cost_time=0:00:52.624736 2021-04-15 01:31:51,701 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.285328, arrival_time=2021-04-15 01:32:08.986835, cost_time=0:00:56.365214 2021-04-15 01:31:55,445 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.524660, arrival_time=2021-04-15 01:32:08.970503, cost_time=0:01:00.109550 2021-04-15 01:31:59,186 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.765262, arrival_time=2021-04-15 01:32:08.951286, cost_time=0:01:03.849742 2021-04-15 01:32:02,924 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.007840, arrival_time=2021-04-15 01:32:08.932154, cost_time=0:01:07.588124 2021-04-15 01:32:06,665 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.25ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.252496, arrival_time=2021-04-15 01:32:08.917862, cost_time=0:01:11.329092 2021-04-15 01:32:08,664 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.39ms, fps=681 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:08.664207, cost_time=0:01:13.328022 2021-04-15 01:32:09,954 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.40ms, fps=1988 images/s, loss=0.2415, top1-acc=94.45%, top5-acc=99.77%, remaining_time=0:00:03.863610, arrival_time=2021-04-15 01:32:13.817873, cost_time=0:00:01.287866 2021-04-15 01:32:11,135 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.44ms, fps=2168 images/s, loss=0.2319, top1-acc=94.41%, top5-acc=99.82%, remaining_time=0:00:02.469200, arrival_time=2021-04-15 01:32:13.604799, cost_time=0:00:02.469201 2021-04-15 01:32:12,316 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.42ms, fps=2169 images/s, loss=0.2212, top1-acc=94.73%, top5-acc=99.80%, remaining_time=0:00:01.216650, arrival_time=2021-04-15 01:32:13.532991, cost_time=0:00:03.649960 2021-04-15 01:32:13,391 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=1.29ms, fps=2158 images/s, loss=0.2293, top1-acc=94.63%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:13.391783, cost_time=0:00:04.725427 2021-04-15 01:32:14,130 INFO : Epoch=0198 complete, best val top1-acc=94.89%, top5-acc=99.83% (epoch=196), remaining_time=0:02:38.192060, arrival_time=2021-04-15 01:34:52.322411, cost_time=4:21:01.013848 2021-04-15 01:32:14,131 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 01:32:18,011 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.37ms, fps=660 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.168558, arrival_time=2021-04-15 01:33:30.180299, cost_time=0:00:03.880030 2021-04-15 01:32:21,759 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.125696, arrival_time=2021-04-15 01:33:28.885420, cost_time=0:00:07.627930 2021-04-15 01:32:25,518 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.004968, arrival_time=2021-04-15 01:33:28.523236, cost_time=0:00:11.386440 2021-04-15 01:32:29,256 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:58.987812, arrival_time=2021-04-15 01:33:28.244618, cost_time=0:00:15.125071 2021-04-15 01:32:33,001 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.098940, arrival_time=2021-04-15 01:33:28.100261, cost_time=0:00:18.869476 2021-04-15 01:32:36,740 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.245616, arrival_time=2021-04-15 01:33:27.985669, cost_time=0:00:22.608340 2021-04-15 01:32:40,473 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.414556, arrival_time=2021-04-15 01:33:27.887688, cost_time=0:00:26.341421 2021-04-15 01:32:44,216 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.623308, arrival_time=2021-04-15 01:33:27.840076, cost_time=0:00:30.085052 2021-04-15 01:32:47,958 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.839888, arrival_time=2021-04-15 01:33:27.797897, cost_time=0:00:33.826293 2021-04-15 01:32:51,696 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.37ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.062208, arrival_time=2021-04-15 01:33:27.758684, cost_time=0:00:37.564763 2021-04-15 01:32:55,434 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.290936, arrival_time=2021-04-15 01:33:27.724982, cost_time=0:00:41.302338 2021-04-15 01:32:59,169 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.523712, arrival_time=2021-04-15 01:33:27.692880, cost_time=0:00:45.037459 2021-04-15 01:33:02,918 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.768744, arrival_time=2021-04-15 01:33:27.687363, cost_time=0:00:48.786945 2021-04-15 01:33:06,661 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.011760, arrival_time=2021-04-15 01:33:27.672900, cost_time=0:00:52.529370 2021-04-15 01:33:10,398 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.255060, arrival_time=2021-04-15 01:33:27.653286, cost_time=0:00:56.266516 2021-04-15 01:33:14,133 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=2.12ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.500324, arrival_time=2021-04-15 01:33:27.633430, cost_time=0:01:00.001400 2021-04-15 01:33:17,868 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.748024, arrival_time=2021-04-15 01:33:27.616709, cost_time=0:01:03.737058 2021-04-15 01:33:21,600 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:05.997248, arrival_time=2021-04-15 01:33:27.598097, cost_time=0:01:07.469108 2021-04-15 01:33:25,331 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.21ms, fps=686 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.248404, arrival_time=2021-04-15 01:33:27.579479, cost_time=0:01:11.199441 2021-04-15 01:33:27,327 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:27.327061, cost_time=0:01:13.195453 2021-04-15 01:33:28,656 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.31ms, fps=1928 images/s, loss=0.2245, top1-acc=94.69%, top5-acc=99.84%, remaining_time=0:00:03.982800, arrival_time=2021-04-15 01:33:32.639276, cost_time=0:00:01.327604 2021-04-15 01:33:29,838 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.70ms, fps=2166 images/s, loss=0.2423, top1-acc=94.47%, top5-acc=99.80%, remaining_time=0:00:02.509740, arrival_time=2021-04-15 01:33:32.348354, cost_time=0:00:02.509748 2021-04-15 01:33:31,019 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.29ms, fps=2168 images/s, loss=0.2267, top1-acc=94.75%, top5-acc=99.82%, remaining_time=0:00:01.230320, arrival_time=2021-04-15 01:33:32.250149, cost_time=0:00:03.690972 2021-04-15 01:33:32,094 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=1.35ms, fps=2159 images/s, loss=0.2186, top1-acc=94.76%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:32.094843, cost_time=0:00:04.765922 2021-04-15 01:33:32,833 INFO : Epoch=0199 complete, best val top1-acc=94.89%, top5-acc=99.83% (epoch=196), remaining_time=0:01:19.094056, arrival_time=2021-04-15 01:34:51.927739, cost_time=4:22:19.717177 2021-04-15 01:33:32,834 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 01:33:36,770 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.38ms, fps=650 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.202532, arrival_time=2021-04-15 01:34:49.973273, cost_time=0:00:03.935619 2021-04-15 01:33:40,517 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.603536, arrival_time=2021-04-15 01:34:48.120887, cost_time=0:00:07.682211 2021-04-15 01:33:44,267 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.257288, arrival_time=2021-04-15 01:34:47.524494, cost_time=0:00:11.432037 2021-04-15 01:33:48,010 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:59.183124, arrival_time=2021-04-15 01:34:47.193410, cost_time=0:00:15.175159 2021-04-15 01:33:51,750 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.02ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.232676, arrival_time=2021-04-15 01:34:46.983139, cost_time=0:00:18.915303 2021-04-15 01:33:55,491 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.353192, arrival_time=2021-04-15 01:34:46.844159, cost_time=0:00:22.655825 2021-04-15 01:33:59,247 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.541690, arrival_time=2021-04-15 01:34:46.788863, cost_time=0:00:26.412035 2021-04-15 01:34:02,986 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.82ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.719704, arrival_time=2021-04-15 01:34:46.706322, cost_time=0:00:30.151508 2021-04-15 01:34:06,726 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.96ms, fps=685 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.916526, arrival_time=2021-04-15 01:34:46.643105, cost_time=0:00:33.891416 2021-04-15 01:34:10,468 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.128064, arrival_time=2021-04-15 01:34:46.596602, cost_time=0:00:37.633396 2021-04-15 01:34:14,215 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.352082, arrival_time=2021-04-15 01:34:46.567772, cost_time=0:00:41.380554 2021-04-15 01:34:17,956 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:28.576760, arrival_time=2021-04-15 01:34:46.533109, cost_time=0:00:45.121228 2021-04-15 01:34:21,704 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.810786, arrival_time=2021-04-15 01:34:46.515685, cost_time=0:00:48.869774 2021-04-15 01:34:25,450 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.57ms, fps=684 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.046256, arrival_time=2021-04-15 01:34:46.496995, cost_time=0:00:52.615602 2021-04-15 01:34:29,185 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:17.280728, arrival_time=2021-04-15 01:34:46.466023, cost_time=0:00:56.350257 2021-04-15 01:34:32,931 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:13.521744, arrival_time=2021-04-15 01:34:46.453557, cost_time=0:01:00.096578 2021-04-15 01:34:36,687 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.38ms, fps=682 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:09.765626, arrival_time=2021-04-15 01:34:46.452982, cost_time=0:01:03.852214 2021-04-15 01:34:40,433 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.008768, arrival_time=2021-04-15 01:34:46.442571, cost_time=0:01:07.598609 2021-04-15 01:34:44,177 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.23ms, fps=684 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:02.252928, arrival_time=2021-04-15 01:34:46.430762, cost_time=0:01:11.342711 2021-04-15 01:34:46,176 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:46.176656, cost_time=0:01:13.341512 2021-04-15 01:34:47,514 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.47ms, fps=1916 images/s, loss=0.2159, top1-acc=94.73%, top5-acc=99.84%, remaining_time=0:00:04.007400, arrival_time=2021-04-15 01:34:51.521859, cost_time=0:00:01.335796 2021-04-15 01:34:48,692 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.46ms, fps=2174 images/s, loss=0.2349, top1-acc=94.26%, top5-acc=99.86%, remaining_time=0:00:02.513760, arrival_time=2021-04-15 01:34:51.206198, cost_time=0:00:02.513756 2021-04-15 01:34:49,875 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.28ms, fps=2165 images/s, loss=0.2313, top1-acc=94.40%, top5-acc=99.86%, remaining_time=0:00:01.232150, arrival_time=2021-04-15 01:34:51.107242, cost_time=0:00:03.696443 2021-04-15 01:34:50,949 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=1.26ms, fps=2162 images/s, loss=0.2332, top1-acc=94.50%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:50.949798, cost_time=0:00:04.769927 2021-04-15 01:34:51,656 INFO : Epoch=0200 complete, best val top1-acc=94.89%, top5-acc=99.83% (epoch=196), remaining_time=0:00:00, arrival_time=2021-04-15 01:34:51.656072, cost_time=4:23:38.539569