2021-04-15 01:14:11,610 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 2021-04-15 01:14:11,614 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar10'), ('is_vit', False), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_mobilenetv2_x1_4'), ('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://127.0.0.1:54013', 'modifications': ['model.name=cifar10_mobilenetv2_x1_4'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/mobilenetv2_x1_4'), 'world_size': 1} 2021-04-15 01:14:12,091 INFO : Model details: n_params=4.33M, flops=170.07M. 2021-04-15 01:14:18,176 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 01:14:22,264 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.52ms, fps=626 images/s, loss=10.1057, top1-acc=10.47%, top5-acc=51.17%, remaining_time=0:01:16.050006, arrival_time=2021-04-15 01:15:38.314839, cost_time=0:00:04.088712 2021-04-15 01:14:25,346 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.76ms, fps=831 images/s, loss=7.7224, top1-acc=11.52%, top5-acc=52.27%, remaining_time=0:01:03.099696, arrival_time=2021-04-15 01:15:28.446141, cost_time=0:00:07.170418 2021-04-15 01:14:28,430 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=5.9170, top1-acc=12.25%, top5-acc=54.56%, remaining_time=0:00:56.739962, arrival_time=2021-04-15 01:15:25.170177, cost_time=0:00:10.254200 2021-04-15 01:14:31,502 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.45ms, fps=833 images/s, loss=5.0012, top1-acc=13.10%, top5-acc=56.03%, remaining_time=0:00:51.973896, arrival_time=2021-04-15 01:15:23.476513, cost_time=0:00:13.326636 2021-04-15 01:14:34,588 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=4.4252, top1-acc=14.09%, top5-acc=59.56%, remaining_time=0:00:47.923478, arrival_time=2021-04-15 01:15:22.511697, cost_time=0:00:16.412145 2021-04-15 01:14:37,674 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=2.26ms, fps=830 images/s, loss=4.0289, top1-acc=14.92%, top5-acc=62.63%, remaining_time=0:00:44.196328, arrival_time=2021-04-15 01:15:21.870720, cost_time=0:00:19.498409 2021-04-15 01:14:40,758 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=3.7289, top1-acc=16.05%, top5-acc=65.50%, remaining_time=0:00:40.648482, arrival_time=2021-04-15 01:15:21.406938, cost_time=0:00:22.582469 2021-04-15 01:14:43,845 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=3.5027, top1-acc=17.18%, top5-acc=67.58%, remaining_time=0:00:37.219876, arrival_time=2021-04-15 01:15:21.064836, cost_time=0:00:25.668898 2021-04-15 01:14:46,929 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=3.3213, top1-acc=18.04%, top5-acc=69.35%, remaining_time=0:00:33.864668, arrival_time=2021-04-15 01:15:20.793709, cost_time=0:00:28.753048 2021-04-15 01:14:50,015 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=3.1750, top1-acc=19.00%, top5-acc=70.88%, remaining_time=0:00:30.565632, arrival_time=2021-04-15 01:15:20.580819, cost_time=0:00:31.839190 2021-04-15 01:14:53,095 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=3.0538, top1-acc=19.93%, top5-acc=72.07%, remaining_time=0:00:27.300614, arrival_time=2021-04-15 01:15:20.396047, cost_time=0:00:34.919356 2021-04-15 01:14:56,176 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=2.9496, top1-acc=20.85%, top5-acc=73.19%, remaining_time=0:00:24.066996, arrival_time=2021-04-15 01:15:20.243491, cost_time=0:00:38.000492 2021-04-15 01:14:59,261 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.58ms, fps=830 images/s, loss=2.8627, top1-acc=21.62%, top5-acc=74.09%, remaining_time=0:00:20.858706, arrival_time=2021-04-15 01:15:20.120026, cost_time=0:00:41.085332 2021-04-15 01:15:02,348 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=2.7857, top1-acc=22.39%, top5-acc=74.95%, remaining_time=0:00:17.669120, arrival_time=2021-04-15 01:15:20.017976, cost_time=0:00:44.172867 2021-04-15 01:15:05,428 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=2.7186, top1-acc=23.05%, top5-acc=75.73%, remaining_time=0:00:14.490736, arrival_time=2021-04-15 01:15:19.919244, cost_time=0:00:47.252473 2021-04-15 01:15:08,516 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=2.6563, top1-acc=23.63%, top5-acc=76.49%, remaining_time=0:00:11.326680, arrival_time=2021-04-15 01:15:19.843518, cost_time=0:00:50.340771 2021-04-15 01:15:11,597 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.61ms, fps=831 images/s, loss=2.6005, top1-acc=24.32%, top5-acc=77.10%, remaining_time=0:00:08.170292, arrival_time=2021-04-15 01:15:19.767482, cost_time=0:00:53.421210 2021-04-15 01:15:14,685 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=2.5523, top1-acc=24.91%, top5-acc=77.67%, remaining_time=0:00:05.023040, arrival_time=2021-04-15 01:15:19.708308, cost_time=0:00:56.509284 2021-04-15 01:15:17,781 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=2.5071, top1-acc=25.51%, top5-acc=78.20%, remaining_time=0:00:01.882272, arrival_time=2021-04-15 01:15:19.663541, cost_time=0:00:59.605289 2021-04-15 01:15:19,431 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.71ms, fps=824 images/s, loss=2.4817, top1-acc=25.83%, top5-acc=78.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:19.431493, cost_time=0:01:01.255463 2021-04-15 01:15:20,734 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.21ms, fps=1968 images/s, loss=1.7056, top1-acc=36.09%, top5-acc=87.62%, remaining_time=0:00:03.902070, arrival_time=2021-04-15 01:15:24.636689, cost_time=0:00:01.300688 2021-04-15 01:15:21,673 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.57ms, fps=2730 images/s, loss=1.7124, top1-acc=35.96%, top5-acc=87.38%, remaining_time=0:00:02.239140, arrival_time=2021-04-15 01:15:23.912143, cost_time=0:00:02.239132 2021-04-15 01:15:22,609 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.32ms, fps=2735 images/s, loss=1.7091, top1-acc=35.77%, top5-acc=87.45%, remaining_time=0:00:01.058530, arrival_time=2021-04-15 01:15:23.667936, cost_time=0:00:03.175590 2021-04-15 01:15:23,467 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=2706 images/s, loss=1.7184, top1-acc=35.41%, top5-acc=87.28%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:23.467230, cost_time=0:00:04.033437 2021-04-15 01:15:23,688 INFO : Epoch=0001 complete, best val top1-acc=35.41%, top5-acc=87.28% (epoch=1), remaining_time=3:37:17.191276, arrival_time=2021-04-15 04:52:40.879614, cost_time=0:01:05.513524 2021-04-15 01:15:23,690 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 01:15:26,945 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.19ms, fps=786 images/s, loss=1.6712, top1-acc=36.25%, top5-acc=88.95%, remaining_time=0:01:00.550812, arrival_time=2021-04-15 01:16:27.496578, cost_time=0:00:03.255418 2021-04-15 01:15:30,035 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=1.6641, top1-acc=36.82%, top5-acc=89.18%, remaining_time=0:00:55.834944, arrival_time=2021-04-15 01:16:25.870171, cost_time=0:00:06.344878 2021-04-15 01:15:33,118 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=1.6640, top1-acc=37.43%, top5-acc=88.79%, remaining_time=0:00:52.166994, arrival_time=2021-04-15 01:16:25.285124, cost_time=0:00:09.427778 2021-04-15 01:15:36,205 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=1.6407, top1-acc=38.55%, top5-acc=89.31%, remaining_time=0:00:48.809436, arrival_time=2021-04-15 01:16:25.015104, cost_time=0:00:12.515223 2021-04-15 01:15:39,291 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=1.6324, top1-acc=38.65%, top5-acc=89.40%, remaining_time=0:00:45.554336, arrival_time=2021-04-15 01:16:24.845481, cost_time=0:00:15.600775 2021-04-15 01:15:42,379 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=1.6253, top1-acc=39.02%, top5-acc=89.44%, remaining_time=0:00:42.362232, arrival_time=2021-04-15 01:16:24.741783, cost_time=0:00:18.689204 2021-04-15 01:15:45,474 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=1.6160, top1-acc=39.44%, top5-acc=89.53%, remaining_time=0:00:39.211452, arrival_time=2021-04-15 01:16:24.686062, cost_time=0:00:21.784172 2021-04-15 01:15:48,555 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=1.6056, top1-acc=39.87%, top5-acc=89.78%, remaining_time=0:00:36.054888, arrival_time=2021-04-15 01:16:24.610579, cost_time=0:00:24.865405 2021-04-15 01:15:51,636 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=1.6043, top1-acc=40.03%, top5-acc=89.72%, remaining_time=0:00:32.913636, arrival_time=2021-04-15 01:16:24.549555, cost_time=0:00:27.945574 2021-04-15 01:15:54,721 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=1.5945, top1-acc=40.45%, top5-acc=89.90%, remaining_time=0:00:29.790144, arrival_time=2021-04-15 01:16:24.511810, cost_time=0:00:31.031389 2021-04-15 01:15:57,805 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=1.5887, top1-acc=40.63%, top5-acc=89.99%, remaining_time=0:00:26.671438, arrival_time=2021-04-15 01:16:24.476447, cost_time=0:00:34.114660 2021-04-15 01:16:00,886 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=1.5807, top1-acc=41.01%, top5-acc=90.07%, remaining_time=0:00:23.557720, arrival_time=2021-04-15 01:16:24.444409, cost_time=0:00:37.196406 2021-04-15 01:16:03,974 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=1.5755, top1-acc=41.33%, top5-acc=90.07%, remaining_time=0:00:20.452146, arrival_time=2021-04-15 01:16:24.426956, cost_time=0:00:40.284469 2021-04-15 01:16:07,056 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=1.5721, top1-acc=41.48%, top5-acc=90.19%, remaining_time=0:00:17.346560, arrival_time=2021-04-15 01:16:24.403179, cost_time=0:00:43.366338 2021-04-15 01:16:10,136 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.61ms, fps=831 images/s, loss=1.5652, top1-acc=41.80%, top5-acc=90.31%, remaining_time=0:00:14.243578, arrival_time=2021-04-15 01:16:24.380316, cost_time=0:00:46.446396 2021-04-15 01:16:13,221 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=1.5590, top1-acc=42.07%, top5-acc=90.44%, remaining_time=0:00:11.144520, arrival_time=2021-04-15 01:16:24.366015, cost_time=0:00:49.531201 2021-04-15 01:16:16,312 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=1.5541, top1-acc=42.29%, top5-acc=90.49%, remaining_time=0:00:08.048040, arrival_time=2021-04-15 01:16:24.360181, cost_time=0:00:52.621833 2021-04-15 01:16:19,395 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=1.5492, top1-acc=42.57%, top5-acc=90.62%, remaining_time=0:00:04.951520, arrival_time=2021-04-15 01:16:24.346488, cost_time=0:00:55.704619 2021-04-15 01:16:22,478 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=1.5421, top1-acc=42.89%, top5-acc=90.71%, remaining_time=0:00:01.856466, arrival_time=2021-04-15 01:16:24.334831, cost_time=0:00:58.788077 2021-04-15 01:16:24,126 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=6.18ms, fps=825 images/s, loss=1.5388, top1-acc=43.05%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:24.126796, cost_time=0:01:00.436529 2021-04-15 01:16:25,230 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.32ms, fps=2324 images/s, loss=1.7485, top1-acc=36.25%, top5-acc=87.81%, remaining_time=0:00:03.305160, arrival_time=2021-04-15 01:16:28.535564, cost_time=0:00:01.101715 2021-04-15 01:16:26,179 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.51ms, fps=2699 images/s, loss=1.7536, top1-acc=36.11%, top5-acc=87.83%, remaining_time=0:00:02.050880, arrival_time=2021-04-15 01:16:28.230472, cost_time=0:00:02.050879 2021-04-15 01:16:27,119 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.42ms, fps=2726 images/s, loss=1.7514, top1-acc=35.78%, top5-acc=87.80%, remaining_time=0:00:00.996840, arrival_time=2021-04-15 01:16:28.116048, cost_time=0:00:02.990515 2021-04-15 01:16:27,977 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=2705 images/s, loss=1.7432, top1-acc=35.75%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:27.977387, cost_time=0:00:03.848781 2021-04-15 01:16:28,509 INFO : Epoch=0002 complete, best val top1-acc=35.75%, top5-acc=88.02% (epoch=2), remaining_time=3:35:03.138072, arrival_time=2021-04-15 04:51:31.647625, cost_time=0:02:10.334727 2021-04-15 01:16:28,511 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 01:16:31,755 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.43ms, fps=789 images/s, loss=1.4990, top1-acc=45.59%, top5-acc=90.74%, remaining_time=0:01:00.339702, arrival_time=2021-04-15 01:17:32.095367, cost_time=0:00:03.244072 2021-04-15 01:16:34,843 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=1.4571, top1-acc=47.19%, top5-acc=91.68%, remaining_time=0:00:55.718608, arrival_time=2021-04-15 01:17:30.561774, cost_time=0:00:06.331653 2021-04-15 01:16:37,931 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=1.4361, top1-acc=48.28%, top5-acc=92.15%, remaining_time=0:00:52.125494, arrival_time=2021-04-15 01:17:30.057271, cost_time=0:00:09.420258 2021-04-15 01:16:41,013 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=1.4271, top1-acc=48.39%, top5-acc=92.37%, remaining_time=0:00:48.757800, arrival_time=2021-04-15 01:17:29.771304, cost_time=0:00:12.501990 2021-04-15 01:16:44,097 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=1.4263, top1-acc=48.29%, top5-acc=92.33%, remaining_time=0:00:45.510098, arrival_time=2021-04-15 01:17:29.607275, cost_time=0:00:15.585663 2021-04-15 01:16:47,180 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.67ms, fps=830 images/s, loss=1.4146, top1-acc=48.70%, top5-acc=92.47%, remaining_time=0:00:42.317080, arrival_time=2021-04-15 01:17:29.497867, cost_time=0:00:18.669276 2021-04-15 01:16:50,266 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=1.4092, top1-acc=48.97%, top5-acc=92.62%, remaining_time=0:00:39.158154, arrival_time=2021-04-15 01:17:29.424211, cost_time=0:00:21.754543 2021-04-15 01:16:53,349 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.60ms, fps=831 images/s, loss=1.4027, top1-acc=49.17%, top5-acc=92.70%, remaining_time=0:00:36.014404, arrival_time=2021-04-15 01:17:29.363401, cost_time=0:00:24.837483 2021-04-15 01:16:56,436 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=1.3980, top1-acc=49.40%, top5-acc=92.78%, remaining_time=0:00:32.889786, arrival_time=2021-04-15 01:17:29.326515, cost_time=0:00:27.925278 2021-04-15 01:16:59,530 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=1.3927, top1-acc=49.56%, top5-acc=92.82%, remaining_time=0:00:29.777952, arrival_time=2021-04-15 01:17:29.308203, cost_time=0:00:31.018743 2021-04-15 01:17:02,616 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=1.3876, top1-acc=49.77%, top5-acc=92.86%, remaining_time=0:00:26.664042, arrival_time=2021-04-15 01:17:29.280701, cost_time=0:00:34.105179 2021-04-15 01:17:05,703 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=1.3804, top1-acc=50.11%, top5-acc=92.97%, remaining_time=0:00:23.555136, arrival_time=2021-04-15 01:17:29.259012, cost_time=0:00:37.192363 2021-04-15 01:17:08,788 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=1.3761, top1-acc=50.28%, top5-acc=93.03%, remaining_time=0:00:20.448450, arrival_time=2021-04-15 01:17:29.237175, cost_time=0:00:40.277287 2021-04-15 01:17:11,872 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.01ms, fps=830 images/s, loss=1.3724, top1-acc=50.40%, top5-acc=93.07%, remaining_time=0:00:17.344488, arrival_time=2021-04-15 01:17:29.217198, cost_time=0:00:43.361183 2021-04-15 01:17:14,966 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=2.19ms, fps=828 images/s, loss=1.3677, top1-acc=50.55%, top5-acc=93.11%, remaining_time=0:00:14.246016, arrival_time=2021-04-15 01:17:29.212055, cost_time=0:00:46.454456 2021-04-15 01:17:18,058 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=1.3613, top1-acc=50.79%, top5-acc=93.17%, remaining_time=0:00:11.148048, arrival_time=2021-04-15 01:17:29.206472, cost_time=0:00:49.546828 2021-04-15 01:17:21,143 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.67ms, fps=830 images/s, loss=1.3542, top1-acc=51.06%, top5-acc=93.30%, remaining_time=0:00:08.049574, arrival_time=2021-04-15 01:17:29.192906, cost_time=0:00:52.631815 2021-04-15 01:17:24,232 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=1.3471, top1-acc=51.33%, top5-acc=93.37%, remaining_time=0:00:04.953008, arrival_time=2021-04-15 01:17:29.185908, cost_time=0:00:55.721387 2021-04-15 01:17:27,316 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=1.3402, top1-acc=51.54%, top5-acc=93.48%, remaining_time=0:00:01.856988, arrival_time=2021-04-15 01:17:29.173116, cost_time=0:00:58.804613 2021-04-15 01:17:28,958 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.24ms, fps=828 images/s, loss=1.3368, top1-acc=51.68%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:28.958250, cost_time=0:01:00.446812 2021-04-15 01:17:30,038 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.38ms, fps=2373 images/s, loss=1.3442, top1-acc=51.95%, top5-acc=93.67%, remaining_time=0:00:03.236370, arrival_time=2021-04-15 01:17:33.275250, cost_time=0:00:01.078792 2021-04-15 01:17:30,976 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.35ms, fps=2731 images/s, loss=1.3174, top1-acc=52.42%, top5-acc=93.95%, remaining_time=0:00:02.016780, arrival_time=2021-04-15 01:17:32.993592, cost_time=0:00:02.016786 2021-04-15 01:17:31,913 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.52ms, fps=2733 images/s, loss=1.3144, top1-acc=52.57%, top5-acc=94.06%, remaining_time=0:00:00.984600, arrival_time=2021-04-15 01:17:32.898422, cost_time=0:00:02.953797 2021-04-15 01:17:32,768 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=2714 images/s, loss=1.3188, top1-acc=52.45%, top5-acc=94.03%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:32.768873, cost_time=0:00:03.808879 2021-04-15 01:17:33,394 INFO : Epoch=0003 complete, best val top1-acc=52.45%, top5-acc=94.03% (epoch=3), remaining_time=3:33:39.399321, arrival_time=2021-04-15 04:51:12.793410, cost_time=0:03:15.219278 2021-04-15 01:17:33,395 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 01:17:36,677 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.35ms, fps=780 images/s, loss=1.2353, top1-acc=55.35%, top5-acc=94.84%, remaining_time=0:01:01.044084, arrival_time=2021-04-15 01:18:37.721527, cost_time=0:00:03.281940 2021-04-15 01:17:39,767 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=1.2023, top1-acc=56.84%, top5-acc=95.20%, remaining_time=0:00:56.071136, arrival_time=2021-04-15 01:18:35.838489, cost_time=0:00:06.371729 2021-04-15 01:17:42,856 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=1.1857, top1-acc=56.99%, top5-acc=95.39%, remaining_time=0:00:52.352914, arrival_time=2021-04-15 01:18:35.209819, cost_time=0:00:09.461374 2021-04-15 01:17:45,944 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=1.1817, top1-acc=56.87%, top5-acc=95.45%, remaining_time=0:00:48.939540, arrival_time=2021-04-15 01:18:34.883655, cost_time=0:00:12.548612 2021-04-15 01:17:49,026 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=1.1817, top1-acc=57.02%, top5-acc=95.35%, remaining_time=0:00:45.642520, arrival_time=2021-04-15 01:18:34.669145, cost_time=0:00:15.631024 2021-04-15 01:17:52,111 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=1.1811, top1-acc=57.25%, top5-acc=95.37%, remaining_time=0:00:42.422208, arrival_time=2021-04-15 01:18:34.533386, cost_time=0:00:18.715676 2021-04-15 01:17:55,194 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.74ms, fps=830 images/s, loss=1.1822, top1-acc=57.16%, top5-acc=95.35%, remaining_time=0:00:39.237534, arrival_time=2021-04-15 01:18:34.431744, cost_time=0:00:21.798633 2021-04-15 01:17:58,276 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.56ms, fps=831 images/s, loss=1.1768, top1-acc=57.39%, top5-acc=95.32%, remaining_time=0:00:36.076928, arrival_time=2021-04-15 01:18:34.353045, cost_time=0:00:24.880614 2021-04-15 01:18:01,356 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=1.1715, top1-acc=57.50%, top5-acc=95.36%, remaining_time=0:00:32.931868, arrival_time=2021-04-15 01:18:34.288494, cost_time=0:00:27.961033 2021-04-15 01:18:04,448 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=1.1624, top1-acc=57.90%, top5-acc=95.41%, remaining_time=0:00:29.810976, arrival_time=2021-04-15 01:18:34.259607, cost_time=0:00:31.053133 2021-04-15 01:18:07,529 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=1.1591, top1-acc=58.10%, top5-acc=95.43%, remaining_time=0:00:26.686660, arrival_time=2021-04-15 01:18:34.216256, cost_time=0:00:34.134098 2021-04-15 01:18:10,611 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.60ms, fps=831 images/s, loss=1.1573, top1-acc=58.20%, top5-acc=95.46%, remaining_time=0:00:23.569880, arrival_time=2021-04-15 01:18:34.181096, cost_time=0:00:37.215638 2021-04-15 01:18:13,694 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=1.1523, top1-acc=58.42%, top5-acc=95.51%, remaining_time=0:00:20.459670, arrival_time=2021-04-15 01:18:34.154579, cost_time=0:00:40.299407 2021-04-15 01:18:16,773 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=1.1470, top1-acc=58.70%, top5-acc=95.52%, remaining_time=0:00:17.351208, arrival_time=2021-04-15 01:18:34.124838, cost_time=0:00:43.378088 2021-04-15 01:18:19,864 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.89ms, fps=828 images/s, loss=1.1425, top1-acc=58.94%, top5-acc=95.54%, remaining_time=0:00:14.250524, arrival_time=2021-04-15 01:18:34.115177, cost_time=0:00:46.469077 2021-04-15 01:18:22,969 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=2.63ms, fps=825 images/s, loss=1.1372, top1-acc=59.13%, top5-acc=95.61%, remaining_time=0:00:11.154168, arrival_time=2021-04-15 01:18:34.123861, cost_time=0:00:49.574048 2021-04-15 01:18:26,058 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=1.1312, top1-acc=59.36%, top5-acc=95.66%, remaining_time=0:00:08.054332, arrival_time=2021-04-15 01:18:34.113017, cost_time=0:00:52.663023 2021-04-15 01:18:29,152 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=1.1278, top1-acc=59.47%, top5-acc=95.70%, remaining_time=0:00:04.956128, arrival_time=2021-04-15 01:18:34.108093, cost_time=0:00:55.756388 2021-04-15 01:18:32,239 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=1.1226, top1-acc=59.71%, top5-acc=95.74%, remaining_time=0:00:01.858212, arrival_time=2021-04-15 01:18:34.097314, cost_time=0:00:58.843452 2021-04-15 01:18:33,883 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.26ms, fps=827 images/s, loss=1.1202, top1-acc=59.79%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:33.883431, cost_time=0:01:00.487937 2021-04-15 01:18:34,933 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.24ms, fps=2442 images/s, loss=1.1015, top1-acc=61.21%, top5-acc=95.78%, remaining_time=0:00:03.144450, arrival_time=2021-04-15 01:18:38.078001, cost_time=0:00:01.048154 2021-04-15 01:18:35,874 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.47ms, fps=2723 images/s, loss=1.0971, top1-acc=61.41%, top5-acc=95.68%, remaining_time=0:00:01.988800, arrival_time=2021-04-15 01:18:37.862958, cost_time=0:00:01.988800 2021-04-15 01:18:36,820 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.58ms, fps=2707 images/s, loss=1.1101, top1-acc=60.70%, top5-acc=95.39%, remaining_time=0:00:00.978330, arrival_time=2021-04-15 01:18:37.798620, cost_time=0:00:02.934980 2021-04-15 01:18:37,675 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=2714 images/s, loss=1.1253, top1-acc=60.76%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:37.675503, cost_time=0:00:03.790159 2021-04-15 01:18:38,174 INFO : Epoch=0004 complete, best val top1-acc=60.76%, top5-acc=95.21% (epoch=4), remaining_time=3:32:19.965308, arrival_time=2021-04-15 04:50:58.139419, cost_time=0:04:19.999291 2021-04-15 01:18:38,175 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 01:18:41,447 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.70ms, fps=782 images/s, loss=1.0034, top1-acc=64.92%, top5-acc=96.17%, remaining_time=0:01:00.861804, arrival_time=2021-04-15 01:19:42.309569, cost_time=0:00:03.272143 2021-04-15 01:18:44,530 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.63ms, fps=831 images/s, loss=0.9985, top1-acc=64.55%, top5-acc=96.54%, remaining_time=0:00:55.920656, arrival_time=2021-04-15 01:19:40.450944, cost_time=0:00:06.354621 2021-04-15 01:18:47,617 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.9987, top1-acc=64.79%, top5-acc=96.60%, remaining_time=0:00:52.243520, arrival_time=2021-04-15 01:19:39.860793, cost_time=0:00:09.441602 2021-04-15 01:18:50,699 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.48ms, fps=831 images/s, loss=0.9915, top1-acc=65.07%, top5-acc=96.75%, remaining_time=0:00:48.842508, arrival_time=2021-04-15 01:19:39.541913, cost_time=0:00:12.523717 2021-04-15 01:18:53,783 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.69ms, fps=830 images/s, loss=0.9889, top1-acc=65.04%, top5-acc=96.80%, remaining_time=0:00:45.573900, arrival_time=2021-04-15 01:19:39.356985, cost_time=0:00:15.607483 2021-04-15 01:18:56,868 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.9839, top1-acc=65.11%, top5-acc=96.92%, remaining_time=0:00:42.369576, arrival_time=2021-04-15 01:19:39.237696, cost_time=0:00:18.692452 2021-04-15 01:18:59,951 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.9770, top1-acc=65.21%, top5-acc=96.93%, remaining_time=0:00:39.197214, arrival_time=2021-04-15 01:19:39.149064, cost_time=0:00:21.776243 2021-04-15 01:19:03,044 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.84ms, fps=828 images/s, loss=0.9726, top1-acc=65.38%, top5-acc=96.98%, remaining_time=0:00:36.059296, arrival_time=2021-04-15 01:19:39.103464, cost_time=0:00:24.868494 2021-04-15 01:19:06,137 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.9711, top1-acc=65.48%, top5-acc=96.96%, remaining_time=0:00:32.932504, arrival_time=2021-04-15 01:19:39.069925, cost_time=0:00:27.961578 2021-04-15 01:19:09,226 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.9660, top1-acc=65.59%, top5-acc=96.99%, remaining_time=0:00:29.808384, arrival_time=2021-04-15 01:19:39.034474, cost_time=0:00:31.050427 2021-04-15 01:19:12,312 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.9618, top1-acc=65.78%, top5-acc=97.01%, remaining_time=0:00:26.688552, arrival_time=2021-04-15 01:19:39.000748, cost_time=0:00:34.136532 2021-04-15 01:19:15,411 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.9551, top1-acc=66.13%, top5-acc=97.00%, remaining_time=0:00:23.582800, arrival_time=2021-04-15 01:19:38.994501, cost_time=0:00:37.236027 2021-04-15 01:19:18,507 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.9519, top1-acc=66.30%, top5-acc=97.03%, remaining_time=0:00:20.475972, arrival_time=2021-04-15 01:19:38.983193, cost_time=0:00:40.331465 2021-04-15 01:19:21,588 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.9496, top1-acc=66.41%, top5-acc=97.05%, remaining_time=0:00:17.365208, arrival_time=2021-04-15 01:19:38.954006, cost_time=0:00:43.413044 2021-04-15 01:19:24,670 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.9464, top1-acc=66.54%, top5-acc=97.05%, remaining_time=0:00:14.258436, arrival_time=2021-04-15 01:19:38.929167, cost_time=0:00:46.494967 2021-04-15 01:19:27,758 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.9434, top1-acc=66.62%, top5-acc=97.08%, remaining_time=0:00:11.156148, arrival_time=2021-04-15 01:19:38.914763, cost_time=0:00:49.582934 2021-04-15 01:19:30,850 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.9372, top1-acc=66.85%, top5-acc=97.14%, remaining_time=0:00:08.056178, arrival_time=2021-04-15 01:19:38.906882, cost_time=0:00:52.675034 2021-04-15 01:19:33,938 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.9317, top1-acc=67.07%, top5-acc=97.15%, remaining_time=0:00:04.956672, arrival_time=2021-04-15 01:19:38.894789, cost_time=0:00:55.762516 2021-04-15 01:19:37,026 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.23ms, fps=829 images/s, loss=0.9281, top1-acc=67.23%, top5-acc=97.17%, remaining_time=0:00:01.858446, arrival_time=2021-04-15 01:19:38.884968, cost_time=0:00:58.850851 2021-04-15 01:19:38,671 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.9258, top1-acc=67.28%, top5-acc=97.18%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:38.671366, cost_time=0:01:00.495763 2021-04-15 01:19:39,765 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.20ms, fps=2344 images/s, loss=0.9237, top1-acc=67.81%, top5-acc=97.34%, remaining_time=0:00:03.276750, arrival_time=2021-04-15 01:19:43.042246, cost_time=0:00:01.092250 2021-04-15 01:19:40,702 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.28ms, fps=2734 images/s, loss=0.9162, top1-acc=68.20%, top5-acc=97.58%, remaining_time=0:00:02.029000, arrival_time=2021-04-15 01:19:42.731225, cost_time=0:00:02.028991 2021-04-15 01:19:41,645 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.56ms, fps=2715 images/s, loss=0.9185, top1-acc=68.03%, top5-acc=97.62%, remaining_time=0:00:00.990740, arrival_time=2021-04-15 01:19:42.636281, cost_time=0:00:02.972235 2021-04-15 01:19:42,501 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=2712 images/s, loss=0.9268, top1-acc=67.68%, top5-acc=97.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:42.501347, cost_time=0:00:03.828124 2021-04-15 01:19:42,998 INFO : Epoch=0005 complete, best val top1-acc=67.68%, top5-acc=97.57% (epoch=5), remaining_time=3:31:08.108310, arrival_time=2021-04-15 04:50:51.106419, cost_time=0:05:24.823291 2021-04-15 01:19:42,999 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 01:19:46,340 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.59ms, fps=766 images/s, loss=0.8300, top1-acc=70.27%, top5-acc=98.16%, remaining_time=0:01:02.141112, arrival_time=2021-04-15 01:20:48.481611, cost_time=0:00:03.340918 2021-04-15 01:19:49,428 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.8438, top1-acc=69.92%, top5-acc=97.73%, remaining_time=0:00:56.574496, arrival_time=2021-04-15 01:20:46.003087, cost_time=0:00:06.428915 2021-04-15 01:19:52,519 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.8307, top1-acc=70.49%, top5-acc=97.76%, remaining_time=0:00:52.677776, arrival_time=2021-04-15 01:20:45.197446, cost_time=0:00:09.520087 2021-04-15 01:19:55,606 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.8266, top1-acc=70.88%, top5-acc=97.85%, remaining_time=0:00:49.166988, arrival_time=2021-04-15 01:20:44.773504, cost_time=0:00:12.606935 2021-04-15 01:19:58,696 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.8215, top1-acc=71.12%, top5-acc=97.84%, remaining_time=0:00:45.835678, arrival_time=2021-04-15 01:20:44.532381, cost_time=0:00:15.697126 2021-04-15 01:20:01,786 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.8100, top1-acc=71.50%, top5-acc=97.92%, remaining_time=0:00:42.583776, arrival_time=2021-04-15 01:20:44.370324, cost_time=0:00:18.786957 2021-04-15 01:20:04,874 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.8142, top1-acc=71.30%, top5-acc=97.89%, remaining_time=0:00:39.374370, arrival_time=2021-04-15 01:20:44.248685, cost_time=0:00:21.874676 2021-04-15 01:20:07,958 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=2.09ms, fps=830 images/s, loss=0.8107, top1-acc=71.46%, top5-acc=97.87%, remaining_time=0:00:36.190956, arrival_time=2021-04-15 01:20:44.149779, cost_time=0:00:24.959251 2021-04-15 01:20:11,044 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.8073, top1-acc=71.59%, top5-acc=97.89%, remaining_time=0:00:33.031084, arrival_time=2021-04-15 01:20:44.075888, cost_time=0:00:28.045289 2021-04-15 01:20:14,136 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.8016, top1-acc=71.87%, top5-acc=97.91%, remaining_time=0:00:29.891424, arrival_time=2021-04-15 01:20:44.028004, cost_time=0:00:31.136932 2021-04-15 01:20:17,224 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.70ms, fps=829 images/s, loss=0.7997, top1-acc=71.97%, top5-acc=97.93%, remaining_time=0:00:26.757352, arrival_time=2021-04-15 01:20:43.981421, cost_time=0:00:34.224544 2021-04-15 01:20:20,310 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.7955, top1-acc=72.16%, top5-acc=97.94%, remaining_time=0:00:23.630072, arrival_time=2021-04-15 01:20:43.940330, cost_time=0:00:37.310641 2021-04-15 01:20:23,398 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.7944, top1-acc=72.23%, top5-acc=97.94%, remaining_time=0:00:20.510094, arrival_time=2021-04-15 01:20:43.908288, cost_time=0:00:40.398667 2021-04-15 01:20:26,496 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.7917, top1-acc=72.33%, top5-acc=97.94%, remaining_time=0:00:17.398864, arrival_time=2021-04-15 01:20:43.895661, cost_time=0:00:43.497214 2021-04-15 01:20:29,584 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.7896, top1-acc=72.40%, top5-acc=97.96%, remaining_time=0:00:14.286036, arrival_time=2021-04-15 01:20:43.870594, cost_time=0:00:46.584960 2021-04-15 01:20:32,671 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.7868, top1-acc=72.51%, top5-acc=98.01%, remaining_time=0:00:11.176092, arrival_time=2021-04-15 01:20:43.847216, cost_time=0:00:49.671536 2021-04-15 01:20:35,758 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.7821, top1-acc=72.68%, top5-acc=98.04%, remaining_time=0:00:08.069074, arrival_time=2021-04-15 01:20:43.827928, cost_time=0:00:52.759277 2021-04-15 01:20:38,846 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.7768, top1-acc=72.89%, top5-acc=98.05%, remaining_time=0:00:04.964128, arrival_time=2021-04-15 01:20:43.810143, cost_time=0:00:55.846438 2021-04-15 01:20:41,931 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.7722, top1-acc=73.04%, top5-acc=98.06%, remaining_time=0:00:01.861014, arrival_time=2021-04-15 01:20:43.792781, cost_time=0:00:58.932185 2021-04-15 01:20:43,574 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.7709, top1-acc=73.08%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:43.574477, cost_time=0:01:00.574982 2021-04-15 01:20:44,633 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.65ms, fps=2422 images/s, loss=1.0185, top1-acc=65.23%, top5-acc=96.60%, remaining_time=0:00:03.171240, arrival_time=2021-04-15 01:20:47.804555, cost_time=0:00:01.057083 2021-04-15 01:20:45,574 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.41ms, fps=2721 images/s, loss=1.0292, top1-acc=64.77%, top5-acc=96.64%, remaining_time=0:00:01.998360, arrival_time=2021-04-15 01:20:47.572853, cost_time=0:00:01.998352 2021-04-15 01:20:46,514 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.33ms, fps=2724 images/s, loss=1.0350, top1-acc=64.44%, top5-acc=96.85%, remaining_time=0:00:00.979460, arrival_time=2021-04-15 01:20:47.493993, cost_time=0:00:02.938387 2021-04-15 01:20:47,368 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.06ms, fps=2717 images/s, loss=1.0429, top1-acc=64.48%, top5-acc=96.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:47.368600, cost_time=0:00:03.792492 2021-04-15 01:20:47,650 INFO : Epoch=0006 complete, best val top1-acc=67.68%, top5-acc=97.57% (epoch=5), remaining_time=3:29:53.029656, arrival_time=2021-04-15 04:50:40.679612, cost_time=0:06:29.475141 2021-04-15 01:20:47,651 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 01:20:50,910 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.49ms, fps=785 images/s, loss=0.7016, top1-acc=76.13%, top5-acc=98.36%, remaining_time=0:01:00.624840, arrival_time=2021-04-15 01:21:51.535712, cost_time=0:00:03.259396 2021-04-15 01:20:53,992 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.6851, top1-acc=76.58%, top5-acc=98.44%, remaining_time=0:00:55.804848, arrival_time=2021-04-15 01:21:49.797710, cost_time=0:00:06.341457 2021-04-15 01:20:57,077 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.6741, top1-acc=76.72%, top5-acc=98.45%, remaining_time=0:00:52.159358, arrival_time=2021-04-15 01:21:49.237216, cost_time=0:00:09.426385 2021-04-15 01:21:00,164 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.6834, top1-acc=76.26%, top5-acc=98.36%, remaining_time=0:00:48.802728, arrival_time=2021-04-15 01:21:48.967629, cost_time=0:00:12.513509 2021-04-15 01:21:03,278 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.35ms, fps=822 images/s, loss=0.6773, top1-acc=76.32%, top5-acc=98.48%, remaining_time=0:00:45.630694, arrival_time=2021-04-15 01:21:48.909191, cost_time=0:00:15.626935 2021-04-15 01:21:06,382 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.6793, top1-acc=76.25%, top5-acc=98.52%, remaining_time=0:00:42.457160, arrival_time=2021-04-15 01:21:48.839745, cost_time=0:00:18.731116 2021-04-15 01:21:09,470 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.6748, top1-acc=76.35%, top5-acc=98.52%, remaining_time=0:00:39.274704, arrival_time=2021-04-15 01:21:48.745449, cost_time=0:00:21.819275 2021-04-15 01:21:12,582 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=2.10ms, fps=823 images/s, loss=0.6729, top1-acc=76.50%, top5-acc=98.51%, remaining_time=0:00:36.150008, arrival_time=2021-04-15 01:21:48.732517, cost_time=0:00:24.931012 2021-04-15 01:21:15,677 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.6730, top1-acc=76.52%, top5-acc=98.51%, remaining_time=0:00:33.008294, arrival_time=2021-04-15 01:21:48.685707, cost_time=0:00:28.025945 2021-04-15 01:21:18,775 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.6722, top1-acc=76.57%, top5-acc=98.52%, remaining_time=0:00:29.879040, arrival_time=2021-04-15 01:21:48.654477, cost_time=0:00:31.123958 2021-04-15 01:21:21,870 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.6691, top1-acc=76.65%, top5-acc=98.54%, remaining_time=0:00:26.752880, arrival_time=2021-04-15 01:21:48.623219, cost_time=0:00:34.218764 2021-04-15 01:21:24,967 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.98ms, fps=827 images/s, loss=0.6687, top1-acc=76.71%, top5-acc=98.56%, remaining_time=0:00:23.633188, arrival_time=2021-04-15 01:21:48.600297, cost_time=0:00:37.315558 2021-04-15 01:21:28,057 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.90ms, fps=829 images/s, loss=0.6648, top1-acc=76.89%, top5-acc=98.58%, remaining_time=0:00:20.513790, arrival_time=2021-04-15 01:21:48.571237, cost_time=0:00:40.405979 2021-04-15 01:21:31,143 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.6641, top1-acc=76.94%, top5-acc=98.58%, remaining_time=0:00:17.396736, arrival_time=2021-04-15 01:21:48.539941, cost_time=0:00:43.491800 2021-04-15 01:21:34,238 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.6612, top1-acc=77.03%, top5-acc=98.60%, remaining_time=0:00:14.286588, arrival_time=2021-04-15 01:21:48.524698, cost_time=0:00:46.586637 2021-04-15 01:21:37,324 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.6588, top1-acc=77.08%, top5-acc=98.63%, remaining_time=0:00:11.176488, arrival_time=2021-04-15 01:21:48.501309, cost_time=0:00:49.673344 2021-04-15 01:21:40,408 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.6564, top1-acc=77.20%, top5-acc=98.65%, remaining_time=0:00:08.068788, arrival_time=2021-04-15 01:21:48.477706, cost_time=0:00:52.757474 2021-04-15 01:21:43,503 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.6555, top1-acc=77.20%, top5-acc=98.67%, remaining_time=0:00:04.964640, arrival_time=2021-04-15 01:21:48.468317, cost_time=0:00:55.852123 2021-04-15 01:21:46,594 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.89ms, fps=828 images/s, loss=0.6519, top1-acc=77.33%, top5-acc=98.68%, remaining_time=0:00:01.861368, arrival_time=2021-04-15 01:21:48.456223, cost_time=0:00:58.943364 2021-04-15 01:21:48,239 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.6502, top1-acc=77.37%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:48.239716, cost_time=0:01:00.588254 2021-04-15 01:21:49,314 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.45ms, fps=2392 images/s, loss=0.9753, top1-acc=68.20%, top5-acc=95.94%, remaining_time=0:00:03.211290, arrival_time=2021-04-15 01:21:52.525805, cost_time=0:00:01.070427 2021-04-15 01:21:50,253 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.31ms, fps=2727 images/s, loss=0.9848, top1-acc=67.64%, top5-acc=96.09%, remaining_time=0:00:02.009640, arrival_time=2021-04-15 01:21:52.263360, cost_time=0:00:02.009646 2021-04-15 01:21:51,193 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.42ms, fps=2726 images/s, loss=0.9837, top1-acc=67.40%, top5-acc=96.21%, remaining_time=0:00:00.983130, arrival_time=2021-04-15 01:21:52.176557, cost_time=0:00:02.949401 2021-04-15 01:21:52,050 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=2709 images/s, loss=0.9758, top1-acc=67.19%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:52.050336, cost_time=0:00:03.806289 2021-04-15 01:21:52,328 INFO : Epoch=0007 complete, best val top1-acc=67.68%, top5-acc=97.57% (epoch=5), remaining_time=3:28:41.659352, arrival_time=2021-04-15 04:50:33.987618, cost_time=0:07:34.153446 2021-04-15 01:21:52,329 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 01:21:55,587 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.07ms, fps=786 images/s, loss=0.6333, top1-acc=78.59%, top5-acc=98.59%, remaining_time=0:01:00.584106, arrival_time=2021-04-15 01:22:56.171199, cost_time=0:00:03.257214 2021-04-15 01:21:58,669 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.6138, top1-acc=78.87%, top5-acc=98.93%, remaining_time=0:00:55.786192, arrival_time=2021-04-15 01:22:54.455509, cost_time=0:00:06.339345 2021-04-15 01:22:01,751 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.5996, top1-acc=79.39%, top5-acc=99.06%, remaining_time=0:00:52.132632, arrival_time=2021-04-15 01:22:53.884076, cost_time=0:00:09.421574 2021-04-15 01:22:04,835 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.5977, top1-acc=79.28%, top5-acc=98.97%, remaining_time=0:00:48.772152, arrival_time=2021-04-15 01:22:53.607716, cost_time=0:00:12.505681 2021-04-15 01:22:07,923 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.5937, top1-acc=79.41%, top5-acc=98.98%, remaining_time=0:00:45.533604, arrival_time=2021-04-15 01:22:53.457182, cost_time=0:00:15.593694 2021-04-15 01:22:11,015 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.5902, top1-acc=79.54%, top5-acc=99.00%, remaining_time=0:00:42.354072, arrival_time=2021-04-15 01:22:53.369595, cost_time=0:00:18.685644 2021-04-15 01:22:14,102 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.5902, top1-acc=79.46%, top5-acc=99.00%, remaining_time=0:00:39.191166, arrival_time=2021-04-15 01:22:53.293891, cost_time=0:00:21.772850 2021-04-15 01:22:17,189 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.10ms, fps=830 images/s, loss=0.5907, top1-acc=79.37%, top5-acc=99.00%, remaining_time=0:00:36.045608, arrival_time=2021-04-15 01:22:53.234548, cost_time=0:00:24.859004 2021-04-15 01:22:20,280 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.5957, top1-acc=79.21%, top5-acc=98.98%, remaining_time=0:00:32.919254, arrival_time=2021-04-15 01:22:53.199358, cost_time=0:00:27.950275 2021-04-15 01:22:23,375 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.5899, top1-acc=79.42%, top5-acc=99.00%, remaining_time=0:00:29.803584, arrival_time=2021-04-15 01:22:53.178855, cost_time=0:00:31.045369 2021-04-15 01:22:26,464 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.5895, top1-acc=79.49%, top5-acc=98.98%, remaining_time=0:00:26.686918, arrival_time=2021-04-15 01:22:53.151176, cost_time=0:00:34.134434 2021-04-15 01:22:29,549 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.5888, top1-acc=79.51%, top5-acc=98.97%, remaining_time=0:00:23.572236, arrival_time=2021-04-15 01:22:53.121485, cost_time=0:00:37.219344 2021-04-15 01:22:32,632 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.5890, top1-acc=79.53%, top5-acc=98.97%, remaining_time=0:00:20.461188, arrival_time=2021-04-15 01:22:53.093316, cost_time=0:00:40.302309 2021-04-15 01:22:35,720 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.5860, top1-acc=79.65%, top5-acc=98.98%, remaining_time=0:00:17.356136, arrival_time=2021-04-15 01:22:53.076397, cost_time=0:00:43.390300 2021-04-15 01:22:38,804 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.5851, top1-acc=79.65%, top5-acc=98.98%, remaining_time=0:00:14.252226, arrival_time=2021-04-15 01:22:53.056678, cost_time=0:00:46.474620 2021-04-15 01:22:41,891 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.5833, top1-acc=79.70%, top5-acc=98.99%, remaining_time=0:00:11.151432, arrival_time=2021-04-15 01:22:53.043118, cost_time=0:00:49.561872 2021-04-15 01:22:44,975 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.5851, top1-acc=79.65%, top5-acc=98.98%, remaining_time=0:00:08.051680, arrival_time=2021-04-15 01:22:53.027114, cost_time=0:00:52.645549 2021-04-15 01:22:48,067 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.5837, top1-acc=79.72%, top5-acc=98.99%, remaining_time=0:00:04.954464, arrival_time=2021-04-15 01:22:53.021946, cost_time=0:00:55.737657 2021-04-15 01:22:51,155 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.5811, top1-acc=79.83%, top5-acc=98.99%, remaining_time=0:00:01.857642, arrival_time=2021-04-15 01:22:53.012890, cost_time=0:00:58.825389 2021-04-15 01:22:52,797 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.5801, top1-acc=79.84%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:52.797841, cost_time=0:01:00.468034 2021-04-15 01:22:53,869 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.20ms, fps=2394 images/s, loss=0.6282, top1-acc=78.55%, top5-acc=98.75%, remaining_time=0:00:03.207930, arrival_time=2021-04-15 01:22:57.076888, cost_time=0:00:01.069312 2021-04-15 01:22:54,807 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=2.04ms, fps=2730 images/s, loss=0.6277, top1-acc=78.89%, top5-acc=98.81%, remaining_time=0:00:02.007460, arrival_time=2021-04-15 01:22:56.814606, cost_time=0:00:02.007453 2021-04-15 01:22:55,745 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.65ms, fps=2730 images/s, loss=0.6325, top1-acc=78.76%, top5-acc=98.76%, remaining_time=0:00:00.981830, arrival_time=2021-04-15 01:22:56.726969, cost_time=0:00:02.945504 2021-04-15 01:22:56,602 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=0.6334, top1-acc=78.53%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:56.602336, cost_time=0:00:03.802730 2021-04-15 01:22:57,108 INFO : Epoch=0008 complete, best val top1-acc=78.53%, top5-acc=98.73% (epoch=8), remaining_time=3:27:34.403328, arrival_time=2021-04-15 04:50:31.511619, cost_time=0:08:38.933475 2021-04-15 01:22:57,109 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 01:23:00,383 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.40ms, fps=782 images/s, loss=0.5342, top1-acc=81.95%, top5-acc=99.41%, remaining_time=0:01:00.891192, arrival_time=2021-04-15 01:24:01.274710, cost_time=0:00:03.273719 2021-04-15 01:23:03,472 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.5293, top1-acc=81.62%, top5-acc=99.26%, remaining_time=0:00:55.991936, arrival_time=2021-04-15 01:23:59.464469, cost_time=0:00:06.362721 2021-04-15 01:23:06,580 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.5272, top1-acc=81.52%, top5-acc=99.11%, remaining_time=0:00:52.406034, arrival_time=2021-04-15 01:23:58.986854, cost_time=0:00:09.470961 2021-04-15 01:23:09,667 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.5289, top1-acc=81.46%, top5-acc=99.07%, remaining_time=0:00:48.975264, arrival_time=2021-04-15 01:23:58.642870, cost_time=0:00:12.557745 2021-04-15 01:23:12,752 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.5276, top1-acc=81.55%, top5-acc=99.08%, remaining_time=0:00:45.676684, arrival_time=2021-04-15 01:23:58.429248, cost_time=0:00:15.642693 2021-04-15 01:23:15,847 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.5277, top1-acc=81.59%, top5-acc=99.10%, remaining_time=0:00:42.470896, arrival_time=2021-04-15 01:23:58.317944, cost_time=0:00:18.737160 2021-04-15 01:23:18,933 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.5287, top1-acc=81.59%, top5-acc=99.09%, remaining_time=0:00:39.282390, arrival_time=2021-04-15 01:23:58.215807, cost_time=0:00:21.823536 2021-04-15 01:23:22,023 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=2.15ms, fps=829 images/s, loss=0.5264, top1-acc=81.66%, top5-acc=99.13%, remaining_time=0:00:36.124720, arrival_time=2021-04-15 01:23:58.148198, cost_time=0:00:24.913628 2021-04-15 01:23:25,109 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.5237, top1-acc=81.71%, top5-acc=99.11%, remaining_time=0:00:32.977024, arrival_time=2021-04-15 01:23:58.086171, cost_time=0:00:27.999343 2021-04-15 01:23:28,198 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.59ms, fps=829 images/s, loss=0.5288, top1-acc=81.58%, top5-acc=99.11%, remaining_time=0:00:29.844864, arrival_time=2021-04-15 01:23:58.043155, cost_time=0:00:31.088424 2021-04-15 01:23:31,286 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.5315, top1-acc=81.53%, top5-acc=99.10%, remaining_time=0:00:26.719942, arrival_time=2021-04-15 01:23:58.006512, cost_time=0:00:34.176717 2021-04-15 01:23:34,374 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.5304, top1-acc=81.60%, top5-acc=99.10%, remaining_time=0:00:23.601040, arrival_time=2021-04-15 01:23:57.975675, cost_time=0:00:37.264828 2021-04-15 01:23:37,461 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.5299, top1-acc=81.51%, top5-acc=99.12%, remaining_time=0:00:20.486334, arrival_time=2021-04-15 01:23:57.948047, cost_time=0:00:40.351831 2021-04-15 01:23:40,546 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.5309, top1-acc=81.47%, top5-acc=99.13%, remaining_time=0:00:17.374840, arrival_time=2021-04-15 01:23:57.921775, cost_time=0:00:43.437146 2021-04-15 01:23:43,636 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.5305, top1-acc=81.51%, top5-acc=99.14%, remaining_time=0:00:14.268096, arrival_time=2021-04-15 01:23:57.904366, cost_time=0:00:46.526415 2021-04-15 01:23:46,732 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=2.13ms, fps=827 images/s, loss=0.5304, top1-acc=81.54%, top5-acc=99.14%, remaining_time=0:00:11.165040, arrival_time=2021-04-15 01:23:57.897400, cost_time=0:00:49.622476 2021-04-15 01:23:49,844 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.45ms, fps=823 images/s, loss=0.5312, top1-acc=81.55%, top5-acc=99.15%, remaining_time=0:00:08.065226, arrival_time=2021-04-15 01:23:57.909490, cost_time=0:00:52.734212 2021-04-15 01:23:52,944 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.92ms, fps=826 images/s, loss=0.5317, top1-acc=81.53%, top5-acc=99.16%, remaining_time=0:00:04.963072, arrival_time=2021-04-15 01:23:57.907474, cost_time=0:00:55.834527 2021-04-15 01:23:56,042 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.22ms, fps=826 images/s, loss=0.5304, top1-acc=81.58%, top5-acc=99.13%, remaining_time=0:00:01.861026, arrival_time=2021-04-15 01:23:57.903551, cost_time=0:00:58.932548 2021-04-15 01:23:57,689 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.5305, top1-acc=81.58%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:57.689631, cost_time=0:01:00.579834 2021-04-15 01:23:58,777 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.24ms, fps=2357 images/s, loss=0.7438, top1-acc=74.88%, top5-acc=98.16%, remaining_time=0:00:03.257940, arrival_time=2021-04-15 01:24:02.035461, cost_time=0:00:01.085985 2021-04-15 01:23:59,715 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.46ms, fps=2730 images/s, loss=0.7463, top1-acc=74.34%, top5-acc=98.14%, remaining_time=0:00:02.024100, arrival_time=2021-04-15 01:24:01.739723, cost_time=0:00:02.024095 2021-04-15 01:24:00,655 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.37ms, fps=2726 images/s, loss=0.7538, top1-acc=74.36%, top5-acc=97.96%, remaining_time=0:00:00.987920, arrival_time=2021-04-15 01:24:01.643157, cost_time=0:00:02.963769 2021-04-15 01:24:01,512 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.10ms, fps=2709 images/s, loss=0.7484, top1-acc=74.85%, top5-acc=98.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:01.511937, cost_time=0:00:03.820434 2021-04-15 01:24:01,788 INFO : Epoch=0009 complete, best val top1-acc=78.53%, top5-acc=98.73% (epoch=8), remaining_time=3:26:25.574731, arrival_time=2021-04-15 04:50:27.363036, cost_time=0:09:43.613469 2021-04-15 01:24:01,790 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 01:24:05,081 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.55ms, fps=778 images/s, loss=0.5094, top1-acc=82.81%, top5-acc=99.18%, remaining_time=0:01:01.207950, arrival_time=2021-04-15 01:25:06.289639, cost_time=0:00:03.290750 2021-04-15 01:24:08,170 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.4989, top1-acc=82.79%, top5-acc=99.22%, remaining_time=0:00:56.138720, arrival_time=2021-04-15 01:25:04.309066, cost_time=0:00:06.379407 2021-04-15 01:24:11,262 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.4963, top1-acc=82.97%, top5-acc=99.17%, remaining_time=0:00:52.407694, arrival_time=2021-04-15 01:25:03.669788, cost_time=0:00:09.471277 2021-04-15 01:24:14,350 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.4848, top1-acc=83.35%, top5-acc=99.20%, remaining_time=0:00:48.983220, arrival_time=2021-04-15 01:25:03.333825, cost_time=0:00:12.559785 2021-04-15 01:24:17,446 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.4813, top1-acc=83.47%, top5-acc=99.23%, remaining_time=0:00:45.713184, arrival_time=2021-04-15 01:25:03.159192, cost_time=0:00:15.655193 2021-04-15 01:24:20,545 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.4847, top1-acc=83.31%, top5-acc=99.18%, remaining_time=0:00:42.509248, arrival_time=2021-04-15 01:25:03.054231, cost_time=0:00:18.754103 2021-04-15 01:24:23,641 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.22ms, fps=827 images/s, loss=0.4856, top1-acc=83.23%, top5-acc=99.19%, remaining_time=0:00:39.331530, arrival_time=2021-04-15 01:25:02.973251, cost_time=0:00:21.850822 2021-04-15 01:24:26,741 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.06ms, fps=826 images/s, loss=0.4862, top1-acc=83.15%, top5-acc=99.21%, remaining_time=0:00:36.178196, arrival_time=2021-04-15 01:25:02.919475, cost_time=0:00:24.950460 2021-04-15 01:24:29,833 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.4891, top1-acc=82.98%, top5-acc=99.23%, remaining_time=0:00:33.028116, arrival_time=2021-04-15 01:25:02.861637, cost_time=0:00:28.042699 2021-04-15 01:24:32,923 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.63ms, fps=829 images/s, loss=0.4945, top1-acc=82.83%, top5-acc=99.23%, remaining_time=0:00:29.887296, arrival_time=2021-04-15 01:25:02.810692, cost_time=0:00:31.132580 2021-04-15 01:24:36,008 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.76ms, fps=830 images/s, loss=0.4972, top1-acc=82.66%, top5-acc=99.24%, remaining_time=0:00:26.752020, arrival_time=2021-04-15 01:25:02.760620, cost_time=0:00:34.217679 2021-04-15 01:24:39,095 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.4962, top1-acc=82.74%, top5-acc=99.21%, remaining_time=0:00:23.626500, arrival_time=2021-04-15 01:25:02.722318, cost_time=0:00:37.304971 2021-04-15 01:24:42,186 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.72ms, fps=829 images/s, loss=0.4964, top1-acc=82.89%, top5-acc=99.18%, remaining_time=0:00:20.508312, arrival_time=2021-04-15 01:25:02.694343, cost_time=0:00:40.395200 2021-04-15 01:24:45,270 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.4947, top1-acc=82.91%, top5-acc=99.19%, remaining_time=0:00:17.391752, arrival_time=2021-04-15 01:25:02.662082, cost_time=0:00:43.479402 2021-04-15 01:24:48,356 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.4968, top1-acc=82.89%, top5-acc=99.16%, remaining_time=0:00:14.280148, arrival_time=2021-04-15 01:25:02.636570, cost_time=0:00:46.565660 2021-04-15 01:24:51,443 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.71ms, fps=829 images/s, loss=0.4957, top1-acc=82.94%, top5-acc=99.17%, remaining_time=0:00:11.171808, arrival_time=2021-04-15 01:25:02.615113, cost_time=0:00:49.652480 2021-04-15 01:24:54,527 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.4958, top1-acc=82.93%, top5-acc=99.18%, remaining_time=0:00:08.065616, arrival_time=2021-04-15 01:25:02.593083, cost_time=0:00:52.736717 2021-04-15 01:24:57,615 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.4961, top1-acc=82.92%, top5-acc=99.18%, remaining_time=0:00:04.962208, arrival_time=2021-04-15 01:25:02.577949, cost_time=0:00:55.824929 2021-04-15 01:25:00,699 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.4962, top1-acc=82.89%, top5-acc=99.17%, remaining_time=0:00:01.860282, arrival_time=2021-04-15 01:25:02.559958, cost_time=0:00:58.908928 2021-04-15 01:25:02,353 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.57ms, fps=823 images/s, loss=0.4980, top1-acc=82.83%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:02.353068, cost_time=0:01:00.562244 2021-04-15 01:25:03,451 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=2.24ms, fps=2336 images/s, loss=0.6235, top1-acc=78.44%, top5-acc=98.67%, remaining_time=0:00:03.288180, arrival_time=2021-04-15 01:25:06.739337, cost_time=0:00:01.096065 2021-04-15 01:25:04,390 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.32ms, fps=2727 images/s, loss=0.6407, top1-acc=77.87%, top5-acc=98.67%, remaining_time=0:00:02.035280, arrival_time=2021-04-15 01:25:06.425630, cost_time=0:00:02.035277 2021-04-15 01:25:05,328 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.32ms, fps=2729 images/s, loss=0.6565, top1-acc=77.37%, top5-acc=98.62%, remaining_time=0:00:00.991190, arrival_time=2021-04-15 01:25:06.319844, cost_time=0:00:02.973575 2021-04-15 01:25:06,197 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.09ms, fps=2672 images/s, loss=0.6499, top1-acc=77.23%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:06.197288, cost_time=0:00:03.842178 2021-04-15 01:25:06,567 INFO : Epoch=0010 complete, best val top1-acc=78.53%, top5-acc=98.73% (epoch=8), remaining_time=3:25:19.454080, arrival_time=2021-04-15 04:50:26.021225, cost_time=0:10:48.392320 2021-04-15 01:25:06,568 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 01:25:09,850 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.49ms, fps=780 images/s, loss=0.4842, top1-acc=83.55%, top5-acc=99.22%, remaining_time=0:01:01.039806, arrival_time=2021-04-15 01:26:10.890343, cost_time=0:00:03.281709 2021-04-15 01:25:12,951 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.4634, top1-acc=84.26%, top5-acc=99.26%, remaining_time=0:00:56.164768, arrival_time=2021-04-15 01:26:09.115947, cost_time=0:00:06.382369 2021-04-15 01:25:16,044 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.4663, top1-acc=84.15%, top5-acc=99.21%, remaining_time=0:00:52.431100, arrival_time=2021-04-15 01:26:08.475285, cost_time=0:00:09.475493 2021-04-15 01:25:19,131 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.4647, top1-acc=83.89%, top5-acc=99.28%, remaining_time=0:00:48.994920, arrival_time=2021-04-15 01:26:08.126438, cost_time=0:00:12.562812 2021-04-15 01:25:22,224 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.4653, top1-acc=83.88%, top5-acc=99.27%, remaining_time=0:00:45.715520, arrival_time=2021-04-15 01:26:07.940230, cost_time=0:00:15.656010 2021-04-15 01:25:25,316 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.4704, top1-acc=83.70%, top5-acc=99.23%, remaining_time=0:00:42.494832, arrival_time=2021-04-15 01:26:07.811266, cost_time=0:00:18.747737 2021-04-15 01:25:28,405 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.80ms, fps=829 images/s, loss=0.4713, top1-acc=83.66%, top5-acc=99.19%, remaining_time=0:00:39.305826, arrival_time=2021-04-15 01:26:07.711069, cost_time=0:00:21.836545 2021-04-15 01:25:31,497 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.4699, top1-acc=83.75%, top5-acc=99.20%, remaining_time=0:00:36.146876, arrival_time=2021-04-15 01:26:07.644465, cost_time=0:00:24.928886 2021-04-15 01:25:34,589 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.4673, top1-acc=83.88%, top5-acc=99.26%, remaining_time=0:00:33.001404, arrival_time=2021-04-15 01:26:07.590296, cost_time=0:00:28.020044 2021-04-15 01:25:37,681 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.4665, top1-acc=84.00%, top5-acc=99.25%, remaining_time=0:00:29.868480, arrival_time=2021-04-15 01:26:07.550170, cost_time=0:00:31.112994 2021-04-15 01:25:40,792 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.44ms, fps=823 images/s, loss=0.4676, top1-acc=83.93%, top5-acc=99.25%, remaining_time=0:00:26.756664, arrival_time=2021-04-15 01:26:07.549050, cost_time=0:00:34.223603 2021-04-15 01:25:43,888 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.4671, top1-acc=83.90%, top5-acc=99.25%, remaining_time=0:00:23.635924, arrival_time=2021-04-15 01:26:07.524621, cost_time=0:00:37.319903 2021-04-15 01:25:46,983 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.4657, top1-acc=84.00%, top5-acc=99.27%, remaining_time=0:00:20.518146, arrival_time=2021-04-15 01:26:07.501347, cost_time=0:00:40.414501 2021-04-15 01:25:50,069 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.98ms, fps=830 images/s, loss=0.4679, top1-acc=83.96%, top5-acc=99.26%, remaining_time=0:00:17.400432, arrival_time=2021-04-15 01:26:07.470159, cost_time=0:00:43.501021 2021-04-15 01:25:53,159 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.4681, top1-acc=83.93%, top5-acc=99.26%, remaining_time=0:00:14.287784, arrival_time=2021-04-15 01:26:07.447094, cost_time=0:00:46.590588 2021-04-15 01:25:56,242 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.4681, top1-acc=83.96%, top5-acc=99.26%, remaining_time=0:00:11.176560, arrival_time=2021-04-15 01:26:07.418876, cost_time=0:00:49.673598 2021-04-15 01:25:59,327 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.4674, top1-acc=83.95%, top5-acc=99.26%, remaining_time=0:00:08.068944, arrival_time=2021-04-15 01:26:07.396187, cost_time=0:00:52.758461 2021-04-15 01:26:02,412 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.4678, top1-acc=83.93%, top5-acc=99.27%, remaining_time=0:00:04.963936, arrival_time=2021-04-15 01:26:07.376824, cost_time=0:00:55.844237 2021-04-15 01:26:05,498 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.4657, top1-acc=83.99%, top5-acc=99.27%, remaining_time=0:00:01.860930, arrival_time=2021-04-15 01:26:07.359004, cost_time=0:00:58.929374 2021-04-15 01:26:07,142 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.30ms, fps=827 images/s, loss=0.4658, top1-acc=83.99%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:07.142689, cost_time=0:01:00.574063 2021-04-15 01:26:08,204 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.22ms, fps=2416 images/s, loss=0.6092, top1-acc=78.98%, top5-acc=98.95%, remaining_time=0:00:03.179250, arrival_time=2021-04-15 01:26:11.383480, cost_time=0:00:01.059754 2021-04-15 01:26:09,146 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.61ms, fps=2719 images/s, loss=0.5884, top1-acc=79.36%, top5-acc=98.98%, remaining_time=0:00:02.001620, arrival_time=2021-04-15 01:26:11.147790, cost_time=0:00:02.001627 2021-04-15 01:26:10,084 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.32ms, fps=2731 images/s, loss=0.5885, top1-acc=79.41%, top5-acc=98.97%, remaining_time=0:00:00.979830, arrival_time=2021-04-15 01:26:11.063820, cost_time=0:00:02.939479 2021-04-15 01:26:10,941 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=2706 images/s, loss=0.5780, top1-acc=79.53%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:10.941676, cost_time=0:00:03.797230 2021-04-15 01:26:11,473 INFO : Epoch=0011 complete, best val top1-acc=79.53%, top5-acc=98.95% (epoch=11), remaining_time=3:24:15.775875, arrival_time=2021-04-15 04:50:27.249811, cost_time=0:11:53.299121 2021-04-15 01:26:11,475 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 01:26:14,745 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.55ms, fps=783 images/s, loss=0.4335, top1-acc=85.20%, top5-acc=99.34%, remaining_time=0:01:00.824976, arrival_time=2021-04-15 01:27:15.570693, cost_time=0:00:03.270164 2021-04-15 01:26:17,841 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.4296, top1-acc=85.23%, top5-acc=99.36%, remaining_time=0:00:56.018864, arrival_time=2021-04-15 01:27:13.860185, cost_time=0:00:06.365774 2021-04-15 01:26:20,935 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.02ms, fps=828 images/s, loss=0.4358, top1-acc=85.16%, top5-acc=99.36%, remaining_time=0:00:52.346606, arrival_time=2021-04-15 01:27:13.282316, cost_time=0:00:09.460234 2021-04-15 01:26:24,024 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.4338, top1-acc=85.12%, top5-acc=99.43%, remaining_time=0:00:48.940164, arrival_time=2021-04-15 01:27:12.964350, cost_time=0:00:12.548745 2021-04-15 01:26:27,114 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.4366, top1-acc=84.95%, top5-acc=99.45%, remaining_time=0:00:45.666902, arrival_time=2021-04-15 01:27:12.781793, cost_time=0:00:15.639368 2021-04-15 01:26:30,201 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.4452, top1-acc=84.79%, top5-acc=99.37%, remaining_time=0:00:42.444920, arrival_time=2021-04-15 01:27:12.646048, cost_time=0:00:18.725695 2021-04-15 01:26:33,296 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.31ms, fps=827 images/s, loss=0.4432, top1-acc=84.78%, top5-acc=99.38%, remaining_time=0:00:39.277980, arrival_time=2021-04-15 01:27:12.574528, cost_time=0:00:21.821115 2021-04-15 01:26:36,383 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.4439, top1-acc=84.81%, top5-acc=99.35%, remaining_time=0:00:36.116136, arrival_time=2021-04-15 01:27:12.499278, cost_time=0:00:24.907716 2021-04-15 01:26:39,468 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=2.01ms, fps=830 images/s, loss=0.4443, top1-acc=84.77%, top5-acc=99.34%, remaining_time=0:00:32.969816, arrival_time=2021-04-15 01:27:12.438500, cost_time=0:00:27.993240 2021-04-15 01:26:42,558 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.4460, top1-acc=84.71%, top5-acc=99.33%, remaining_time=0:00:29.839488, arrival_time=2021-04-15 01:27:12.397833, cost_time=0:00:31.082847 2021-04-15 01:26:45,653 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.67ms, fps=827 images/s, loss=0.4435, top1-acc=84.72%, top5-acc=99.35%, remaining_time=0:00:26.720716, arrival_time=2021-04-15 01:27:12.373723, cost_time=0:00:34.177628 2021-04-15 01:26:48,748 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=0.4420, top1-acc=84.79%, top5-acc=99.36%, remaining_time=0:00:23.606436, arrival_time=2021-04-15 01:27:12.355298, cost_time=0:00:37.273373 2021-04-15 01:26:51,840 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.4413, top1-acc=84.90%, top5-acc=99.35%, remaining_time=0:00:20.493000, arrival_time=2021-04-15 01:27:12.333444, cost_time=0:00:40.365020 2021-04-15 01:26:54,935 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.4421, top1-acc=84.83%, top5-acc=99.34%, remaining_time=0:00:17.383968, arrival_time=2021-04-15 01:27:12.319237, cost_time=0:00:43.459907 2021-04-15 01:26:58,024 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.4451, top1-acc=84.70%, top5-acc=99.36%, remaining_time=0:00:14.275180, arrival_time=2021-04-15 01:27:12.300066, cost_time=0:00:46.549454 2021-04-15 01:27:01,107 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.4466, top1-acc=84.68%, top5-acc=99.35%, remaining_time=0:00:11.167128, arrival_time=2021-04-15 01:27:12.274249, cost_time=0:00:49.631750 2021-04-15 01:27:04,203 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.85ms, fps=827 images/s, loss=0.4473, top1-acc=84.64%, top5-acc=99.36%, remaining_time=0:00:08.064290, arrival_time=2021-04-15 01:27:12.267750, cost_time=0:00:52.728016 2021-04-15 01:27:07,306 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.99ms, fps=825 images/s, loss=0.4467, top1-acc=84.67%, top5-acc=99.37%, remaining_time=0:00:04.962736, arrival_time=2021-04-15 01:27:12.269005, cost_time=0:00:55.830832 2021-04-15 01:27:10,396 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.25ms, fps=829 images/s, loss=0.4477, top1-acc=84.63%, top5-acc=99.37%, remaining_time=0:00:01.860672, arrival_time=2021-04-15 01:27:12.257368, cost_time=0:00:58.921268 2021-04-15 01:27:12,041 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.29ms, fps=827 images/s, loss=0.4486, top1-acc=84.61%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:12.041791, cost_time=0:01:00.566369 2021-04-15 01:27:13,105 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.23ms, fps=2411 images/s, loss=0.6636, top1-acc=77.30%, top5-acc=98.67%, remaining_time=0:00:03.185280, arrival_time=2021-04-15 01:27:16.290712, cost_time=0:00:01.061756 2021-04-15 01:27:14,041 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.49ms, fps=2736 images/s, loss=0.6673, top1-acc=77.27%, top5-acc=98.55%, remaining_time=0:00:01.997880, arrival_time=2021-04-15 01:27:16.039371, cost_time=0:00:01.997882 2021-04-15 01:27:14,980 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.53ms, fps=2729 images/s, loss=0.6643, top1-acc=77.58%, top5-acc=98.58%, remaining_time=0:00:00.978780, arrival_time=2021-04-15 01:27:15.958797, cost_time=0:00:02.936348 2021-04-15 01:27:15,835 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.10ms, fps=2712 images/s, loss=0.6751, top1-acc=77.56%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:15.835873, cost_time=0:00:03.792296 2021-04-15 01:27:16,116 INFO : Epoch=0012 complete, best val top1-acc=79.53%, top5-acc=98.95% (epoch=11), remaining_time=3:23:07.750856, arrival_time=2021-04-15 04:50:23.867206, cost_time=0:12:57.941540 2021-04-15 01:27:16,117 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 01:27:19,404 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.52ms, fps=779 images/s, loss=0.4279, top1-acc=85.51%, top5-acc=99.45%, remaining_time=0:01:01.133922, arrival_time=2021-04-15 01:28:20.538502, cost_time=0:00:03.286772 2021-04-15 01:27:22,491 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.4424, top1-acc=85.10%, top5-acc=99.36%, remaining_time=0:00:56.082928, arrival_time=2021-04-15 01:28:18.573923, cost_time=0:00:06.373067 2021-04-15 01:27:25,578 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.4333, top1-acc=85.47%, top5-acc=99.39%, remaining_time=0:00:52.349926, arrival_time=2021-04-15 01:28:17.928603, cost_time=0:00:09.460825 2021-04-15 01:27:28,660 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.4235, top1-acc=85.71%, top5-acc=99.47%, remaining_time=0:00:48.916608, arrival_time=2021-04-15 01:28:17.577289, cost_time=0:00:12.542706 2021-04-15 01:27:31,745 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.4224, top1-acc=85.62%, top5-acc=99.50%, remaining_time=0:00:45.632300, arrival_time=2021-04-15 01:28:17.377647, cost_time=0:00:15.627486 2021-04-15 01:27:34,833 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.4219, top1-acc=85.48%, top5-acc=99.49%, remaining_time=0:00:42.421120, arrival_time=2021-04-15 01:28:17.254189, cost_time=0:00:18.715197 2021-04-15 01:27:37,921 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.4208, top1-acc=85.50%, top5-acc=99.46%, remaining_time=0:00:39.247110, arrival_time=2021-04-15 01:28:17.168954, cost_time=0:00:21.803984 2021-04-15 01:27:41,012 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.4205, top1-acc=85.47%, top5-acc=99.45%, remaining_time=0:00:36.096300, arrival_time=2021-04-15 01:28:17.108208, cost_time=0:00:24.894012 2021-04-15 01:27:44,097 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.4240, top1-acc=85.44%, top5-acc=99.44%, remaining_time=0:00:32.953810, arrival_time=2021-04-15 01:28:17.051245, cost_time=0:00:27.979636 2021-04-15 01:27:47,189 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.4284, top1-acc=85.27%, top5-acc=99.43%, remaining_time=0:00:29.828640, arrival_time=2021-04-15 01:28:17.018001, cost_time=0:00:31.071493 2021-04-15 01:27:50,274 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.88ms, fps=830 images/s, loss=0.4281, top1-acc=85.26%, top5-acc=99.42%, remaining_time=0:00:26.704118, arrival_time=2021-04-15 01:28:16.978442, cost_time=0:00:34.156455 2021-04-15 01:27:53,358 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.71ms, fps=830 images/s, loss=0.4273, top1-acc=85.31%, top5-acc=99.42%, remaining_time=0:00:23.585460, arrival_time=2021-04-15 01:28:16.943479, cost_time=0:00:37.240215 2021-04-15 01:27:56,441 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.89ms, fps=830 images/s, loss=0.4288, top1-acc=85.30%, top5-acc=99.41%, remaining_time=0:00:20.472012, arrival_time=2021-04-15 01:28:16.913541, cost_time=0:00:40.323663 2021-04-15 01:27:59,525 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.70ms, fps=830 images/s, loss=0.4313, top1-acc=85.24%, top5-acc=99.39%, remaining_time=0:00:17.363080, arrival_time=2021-04-15 01:28:16.888532, cost_time=0:00:43.407638 2021-04-15 01:28:02,606 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.4333, top1-acc=85.12%, top5-acc=99.40%, remaining_time=0:00:14.256504, arrival_time=2021-04-15 01:28:16.862902, cost_time=0:00:46.488604 2021-04-15 01:28:05,688 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.4317, top1-acc=85.20%, top5-acc=99.41%, remaining_time=0:00:11.153376, arrival_time=2021-04-15 01:28:16.841821, cost_time=0:00:49.570576 2021-04-15 01:28:08,771 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.4329, top1-acc=85.13%, top5-acc=99.42%, remaining_time=0:00:08.052980, arrival_time=2021-04-15 01:28:16.824804, cost_time=0:00:52.654030 2021-04-15 01:28:11,853 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.63ms, fps=831 images/s, loss=0.4330, top1-acc=85.14%, top5-acc=99.41%, remaining_time=0:00:04.954272, arrival_time=2021-04-15 01:28:16.807543, cost_time=0:00:55.735472 2021-04-15 01:28:14,938 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.24ms, fps=830 images/s, loss=0.4333, top1-acc=85.13%, top5-acc=99.41%, remaining_time=0:00:01.857498, arrival_time=2021-04-15 01:28:16.796077, cost_time=0:00:58.820712 2021-04-15 01:28:16,583 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.4355, top1-acc=85.06%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:16.583271, cost_time=0:01:00.465449 2021-04-15 01:28:17,660 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.39ms, fps=2382 images/s, loss=0.6260, top1-acc=79.14%, top5-acc=98.75%, remaining_time=0:00:03.224340, arrival_time=2021-04-15 01:28:20.884548, cost_time=0:00:01.074778 2021-04-15 01:28:18,596 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.30ms, fps=2736 images/s, loss=0.6232, top1-acc=79.39%, top5-acc=98.96%, remaining_time=0:00:02.011020, arrival_time=2021-04-15 01:28:20.607610, cost_time=0:00:02.011021 2021-04-15 01:28:19,539 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.32ms, fps=2718 images/s, loss=0.6140, top1-acc=79.45%, top5-acc=98.92%, remaining_time=0:00:00.984530, arrival_time=2021-04-15 01:28:20.523501, cost_time=0:00:02.953598 2021-04-15 01:28:20,396 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=2708 images/s, loss=0.6271, top1-acc=79.16%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:20.395988, cost_time=0:00:03.810545 2021-04-15 01:28:20,640 INFO : Epoch=0013 complete, best val top1-acc=79.53%, top5-acc=98.95% (epoch=11), remaining_time=3:21:58.549586, arrival_time=2021-04-15 04:50:19.190429, cost_time=0:14:02.466008 2021-04-15 01:28:20,643 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 01:28:23,905 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.29ms, fps=785 images/s, loss=0.4192, top1-acc=86.33%, top5-acc=99.45%, remaining_time=0:01:00.676920, arrival_time=2021-04-15 01:29:24.582451, cost_time=0:00:03.262203 2021-04-15 01:28:26,997 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.4127, top1-acc=85.72%, top5-acc=99.55%, remaining_time=0:00:55.919072, arrival_time=2021-04-15 01:29:22.916910, cost_time=0:00:06.354438 2021-04-15 01:28:30,083 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.4064, top1-acc=86.02%, top5-acc=99.47%, remaining_time=0:00:52.235552, arrival_time=2021-04-15 01:29:22.319016, cost_time=0:00:09.440152 2021-04-15 01:28:33,167 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.4080, top1-acc=86.11%, top5-acc=99.45%, remaining_time=0:00:48.844224, arrival_time=2021-04-15 01:29:22.011701, cost_time=0:00:12.524162 2021-04-15 01:28:36,253 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.58ms, fps=830 images/s, loss=0.4140, top1-acc=86.05%, top5-acc=99.41%, remaining_time=0:00:45.582076, arrival_time=2021-04-15 01:29:21.835679, cost_time=0:00:15.610298 2021-04-15 01:28:39,344 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.75ms, fps=828 images/s, loss=0.4157, top1-acc=86.05%, top5-acc=99.39%, remaining_time=0:00:42.389976, arrival_time=2021-04-15 01:29:21.734759, cost_time=0:00:18.701472 2021-04-15 01:28:42,435 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.4179, top1-acc=85.97%, top5-acc=99.39%, remaining_time=0:00:39.225942, arrival_time=2021-04-15 01:29:21.661442, cost_time=0:00:21.792177 2021-04-15 01:28:45,518 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.4142, top1-acc=86.13%, top5-acc=99.40%, remaining_time=0:00:36.069620, arrival_time=2021-04-15 01:29:21.588503, cost_time=0:00:24.875562 2021-04-15 01:28:48,600 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.4140, top1-acc=86.11%, top5-acc=99.40%, remaining_time=0:00:32.927840, arrival_time=2021-04-15 01:29:21.528762, cost_time=0:00:27.957644 2021-04-15 01:28:51,688 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.4156, top1-acc=86.00%, top5-acc=99.41%, remaining_time=0:00:29.802912, arrival_time=2021-04-15 01:29:21.490875, cost_time=0:00:31.044657 2021-04-15 01:28:54,843 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.4156, top1-acc=86.02%, top5-acc=99.42%, remaining_time=0:00:26.738432, arrival_time=2021-04-15 01:29:21.582003, cost_time=0:00:34.200326 2021-04-15 01:28:57,935 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.64ms, fps=828 images/s, loss=0.4172, top1-acc=85.97%, top5-acc=99.42%, remaining_time=0:00:23.618596, arrival_time=2021-04-15 01:29:21.554474, cost_time=0:00:37.292563 2021-04-15 01:29:01,025 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=6.21ms, fps=829 images/s, loss=0.4200, top1-acc=85.82%, top5-acc=99.43%, remaining_time=0:00:20.501712, arrival_time=2021-04-15 01:29:21.527108, cost_time=0:00:40.382154 2021-04-15 01:29:04,145 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.62ms, fps=821 images/s, loss=0.4180, top1-acc=85.83%, top5-acc=99.43%, remaining_time=0:00:17.400992, arrival_time=2021-04-15 01:29:21.546838, cost_time=0:00:43.502535 2021-04-15 01:29:07,241 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.4160, top1-acc=85.86%, top5-acc=99.43%, remaining_time=0:00:14.290222, arrival_time=2021-04-15 01:29:21.532050, cost_time=0:00:46.598521 2021-04-15 01:29:10,329 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.4149, top1-acc=85.87%, top5-acc=99.44%, remaining_time=0:00:11.179440, arrival_time=2021-04-15 01:29:21.509269, cost_time=0:00:49.686446 2021-04-15 01:29:13,413 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.4140, top1-acc=85.90%, top5-acc=99.45%, remaining_time=0:00:08.070790, arrival_time=2021-04-15 01:29:21.484693, cost_time=0:00:52.770595 2021-04-15 01:29:16,502 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.4148, top1-acc=85.80%, top5-acc=99.44%, remaining_time=0:00:04.965216, arrival_time=2021-04-15 01:29:21.467155, cost_time=0:00:55.858620 2021-04-15 01:29:19,597 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.4148, top1-acc=85.78%, top5-acc=99.44%, remaining_time=0:00:01.861704, arrival_time=2021-04-15 01:29:21.459030, cost_time=0:00:58.954010 2021-04-15 01:29:21,250 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.29ms, fps=823 images/s, loss=0.4156, top1-acc=85.77%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:21.250184, cost_time=0:01:00.606873 2021-04-15 01:29:22,354 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.28ms, fps=2322 images/s, loss=0.6154, top1-acc=78.87%, top5-acc=99.02%, remaining_time=0:00:03.307050, arrival_time=2021-04-15 01:29:25.661564, cost_time=0:00:01.102347 2021-04-15 01:29:23,296 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.38ms, fps=2719 images/s, loss=0.6202, top1-acc=78.81%, top5-acc=98.79%, remaining_time=0:00:02.044340, arrival_time=2021-04-15 01:29:25.340855, cost_time=0:00:02.044335 2021-04-15 01:29:24,235 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.26ms, fps=2727 images/s, loss=0.6192, top1-acc=78.74%, top5-acc=98.80%, remaining_time=0:00:00.994430, arrival_time=2021-04-15 01:29:25.230147, cost_time=0:00:02.983298 2021-04-15 01:29:25,092 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.09ms, fps=2710 images/s, loss=0.6201, top1-acc=78.79%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:25.092391, cost_time=0:00:03.840233 2021-04-15 01:29:25,389 INFO : Epoch=0014 complete, best val top1-acc=79.53%, top5-acc=98.95% (epoch=11), remaining_time=3:20:52.987860, arrival_time=2021-04-15 04:50:18.376838, cost_time=0:15:07.214145 2021-04-15 01:29:25,391 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 01:29:28,679 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.49ms, fps=779 images/s, loss=0.4176, top1-acc=85.66%, top5-acc=99.69%, remaining_time=0:01:01.154568, arrival_time=2021-04-15 01:30:29.833918, cost_time=0:00:03.287878 2021-04-15 01:29:31,764 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.4165, top1-acc=85.74%, top5-acc=99.51%, remaining_time=0:00:56.081344, arrival_time=2021-04-15 01:30:27.845764, cost_time=0:00:06.372882 2021-04-15 01:29:34,849 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.4134, top1-acc=85.76%, top5-acc=99.53%, remaining_time=0:00:52.332994, arrival_time=2021-04-15 01:30:27.182248, cost_time=0:00:09.457781 2021-04-15 01:29:37,935 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.4080, top1-acc=85.96%, top5-acc=99.51%, remaining_time=0:00:48.921444, arrival_time=2021-04-15 01:30:26.856949, cost_time=0:00:12.543956 2021-04-15 01:29:41,027 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.4083, top1-acc=85.95%, top5-acc=99.45%, remaining_time=0:00:45.655806, arrival_time=2021-04-15 01:30:26.682818, cost_time=0:00:15.635533 2021-04-15 01:29:44,117 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.4077, top1-acc=86.10%, top5-acc=99.48%, remaining_time=0:00:42.445056, arrival_time=2021-04-15 01:30:26.562367, cost_time=0:00:18.725773 2021-04-15 01:29:47,198 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.4031, top1-acc=86.29%, top5-acc=99.50%, remaining_time=0:00:39.253284, arrival_time=2021-04-15 01:30:26.452152, cost_time=0:00:21.807391 2021-04-15 01:29:50,284 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.4023, top1-acc=86.29%, top5-acc=99.49%, remaining_time=0:00:36.094792, arrival_time=2021-04-15 01:30:26.379423, cost_time=0:00:24.892960 2021-04-15 01:29:53,368 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.4011, top1-acc=86.36%, top5-acc=99.51%, remaining_time=0:00:32.950524, arrival_time=2021-04-15 01:30:26.318834, cost_time=0:00:27.976832 2021-04-15 01:29:56,456 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.4017, top1-acc=86.31%, top5-acc=99.52%, remaining_time=0:00:29.822496, arrival_time=2021-04-15 01:30:26.279092, cost_time=0:00:31.065124 2021-04-15 01:29:59,546 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.4029, top1-acc=86.31%, top5-acc=99.52%, remaining_time=0:00:26.703172, arrival_time=2021-04-15 01:30:26.249905, cost_time=0:00:34.155190 2021-04-15 01:30:02,628 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.4025, top1-acc=86.31%, top5-acc=99.50%, remaining_time=0:00:23.583484, arrival_time=2021-04-15 01:30:26.212045, cost_time=0:00:37.237073 2021-04-15 01:30:05,715 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.66ms, fps=829 images/s, loss=0.4029, top1-acc=86.28%, top5-acc=99.51%, remaining_time=0:00:20.472078, arrival_time=2021-04-15 01:30:26.187300, cost_time=0:00:40.323746 2021-04-15 01:30:08,798 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.4050, top1-acc=86.19%, top5-acc=99.50%, remaining_time=0:00:17.362912, arrival_time=2021-04-15 01:30:26.161722, cost_time=0:00:43.407278 2021-04-15 01:30:11,890 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.4060, top1-acc=86.20%, top5-acc=99.49%, remaining_time=0:00:14.259632, arrival_time=2021-04-15 01:30:26.149932, cost_time=0:00:46.498816 2021-04-15 01:30:14,982 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.4070, top1-acc=86.19%, top5-acc=99.48%, remaining_time=0:00:11.158056, arrival_time=2021-04-15 01:30:26.140853, cost_time=0:00:49.591314 2021-04-15 01:30:18,077 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.4096, top1-acc=86.08%, top5-acc=99.46%, remaining_time=0:00:08.057868, arrival_time=2021-04-15 01:30:26.135460, cost_time=0:00:52.686112 2021-04-15 01:30:21,181 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.88ms, fps=825 images/s, loss=0.4099, top1-acc=86.07%, top5-acc=99.46%, remaining_time=0:00:04.959072, arrival_time=2021-04-15 01:30:26.140191, cost_time=0:00:55.789584 2021-04-15 01:30:24,270 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.59ms, fps=829 images/s, loss=0.4104, top1-acc=86.00%, top5-acc=99.47%, remaining_time=0:00:01.859340, arrival_time=2021-04-15 01:30:26.129959, cost_time=0:00:58.879133 2021-04-15 01:30:25,914 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.27ms, fps=827 images/s, loss=0.4100, top1-acc=85.98%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:25.914900, cost_time=0:01:00.523407 2021-04-15 01:30:26,974 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.60ms, fps=2420 images/s, loss=0.5306, top1-acc=81.68%, top5-acc=99.37%, remaining_time=0:00:03.172980, arrival_time=2021-04-15 01:30:30.147515, cost_time=0:00:01.057662 2021-04-15 01:30:27,912 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.37ms, fps=2729 images/s, loss=0.5376, top1-acc=81.68%, top5-acc=99.22%, remaining_time=0:00:01.995940, arrival_time=2021-04-15 01:30:29.908743, cost_time=0:00:01.995943 2021-04-15 01:30:28,849 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.48ms, fps=2734 images/s, loss=0.5271, top1-acc=81.95%, top5-acc=99.28%, remaining_time=0:00:00.977550, arrival_time=2021-04-15 01:30:29.827056, cost_time=0:00:02.932639 2021-04-15 01:30:29,702 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=2720 images/s, loss=0.5312, top1-acc=81.89%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:29.702874, cost_time=0:00:03.786038 2021-04-15 01:30:30,197 INFO : Epoch=0015 complete, best val top1-acc=81.89%, top5-acc=99.08% (epoch=15), remaining_time=3:19:48.275835, arrival_time=2021-04-15 04:50:18.473016, cost_time=0:16:12.022367 2021-04-15 01:30:30,198 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 01:30:33,447 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.41ms, fps=788 images/s, loss=0.4073, top1-acc=86.56%, top5-acc=99.49%, remaining_time=0:01:00.426006, arrival_time=2021-04-15 01:31:33.873244, cost_time=0:00:03.248709 2021-04-15 01:30:36,530 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.3891, top1-acc=86.86%, top5-acc=99.59%, remaining_time=0:00:55.718960, arrival_time=2021-04-15 01:31:32.249163, cost_time=0:00:06.331694 2021-04-15 01:30:39,618 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.83ms, fps=829 images/s, loss=0.3887, top1-acc=86.60%, top5-acc=99.57%, remaining_time=0:00:52.122174, arrival_time=2021-04-15 01:31:31.740370, cost_time=0:00:09.419672 2021-04-15 01:30:42,703 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.3912, top1-acc=86.53%, top5-acc=99.60%, remaining_time=0:00:48.769032, arrival_time=2021-04-15 01:31:31.472501, cost_time=0:00:12.504889 2021-04-15 01:30:45,790 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.79ms, fps=829 images/s, loss=0.3897, top1-acc=86.62%, top5-acc=99.55%, remaining_time=0:00:45.527910, arrival_time=2021-04-15 01:31:31.318185, cost_time=0:00:15.591753 2021-04-15 01:30:48,877 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.3861, top1-acc=86.76%, top5-acc=99.59%, remaining_time=0:00:42.339248, arrival_time=2021-04-15 01:31:31.216852, cost_time=0:00:18.679085 2021-04-15 01:30:51,965 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3845, top1-acc=86.87%, top5-acc=99.60%, remaining_time=0:00:39.179952, arrival_time=2021-04-15 01:31:31.145081, cost_time=0:00:21.766610 2021-04-15 01:30:55,047 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.3877, top1-acc=86.77%, top5-acc=99.59%, remaining_time=0:00:36.031340, arrival_time=2021-04-15 01:31:31.079096, cost_time=0:00:24.849232 2021-04-15 01:30:58,151 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.45ms, fps=825 images/s, loss=0.3900, top1-acc=86.70%, top5-acc=99.58%, remaining_time=0:00:32.922752, arrival_time=2021-04-15 01:31:31.074583, cost_time=0:00:27.953245 2021-04-15 01:31:01,250 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3923, top1-acc=86.57%, top5-acc=99.57%, remaining_time=0:00:29.809248, arrival_time=2021-04-15 01:31:31.059160, cost_time=0:00:31.051281 2021-04-15 01:31:04,337 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.3907, top1-acc=86.62%, top5-acc=99.56%, remaining_time=0:00:26.690014, arrival_time=2021-04-15 01:31:31.027032, cost_time=0:00:34.138434 2021-04-15 01:31:07,429 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3906, top1-acc=86.64%, top5-acc=99.57%, remaining_time=0:00:23.579532, arrival_time=2021-04-15 01:31:31.009112, cost_time=0:00:37.230891 2021-04-15 01:31:10,529 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.81ms, fps=826 images/s, loss=0.3912, top1-acc=86.57%, top5-acc=99.58%, remaining_time=0:00:20.475840, arrival_time=2021-04-15 01:31:31.005680, cost_time=0:00:40.331239 2021-04-15 01:31:13,615 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.3935, top1-acc=86.51%, top5-acc=99.58%, remaining_time=0:00:17.366832, arrival_time=2021-04-15 01:31:30.982504, cost_time=0:00:43.417091 2021-04-15 01:31:16,702 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3942, top1-acc=86.48%, top5-acc=99.55%, remaining_time=0:00:14.261242, arrival_time=2021-04-15 01:31:30.964009, cost_time=0:00:46.504079 2021-04-15 01:31:19,794 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3948, top1-acc=86.45%, top5-acc=99.55%, remaining_time=0:00:11.159136, arrival_time=2021-04-15 01:31:30.953748, cost_time=0:00:49.596086 2021-04-15 01:31:22,879 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.72ms, fps=830 images/s, loss=0.3960, top1-acc=86.44%, top5-acc=99.55%, remaining_time=0:00:08.057062, arrival_time=2021-04-15 01:31:30.936524, cost_time=0:00:52.680811 2021-04-15 01:31:25,972 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3958, top1-acc=86.46%, top5-acc=99.54%, remaining_time=0:00:04.957680, arrival_time=2021-04-15 01:31:30.930181, cost_time=0:00:55.773971 2021-04-15 01:31:29,057 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.24ms, fps=830 images/s, loss=0.3972, top1-acc=86.45%, top5-acc=99.53%, remaining_time=0:00:01.858698, arrival_time=2021-04-15 01:31:30.916027, cost_time=0:00:58.858749 2021-04-15 01:31:30,702 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3988, top1-acc=86.38%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:30.702485, cost_time=0:01:00.503978 2021-04-15 01:31:31,766 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.21ms, fps=2409 images/s, loss=0.6075, top1-acc=79.57%, top5-acc=98.98%, remaining_time=0:00:03.188130, arrival_time=2021-04-15 01:31:34.955061, cost_time=0:00:01.062711 2021-04-15 01:31:32,704 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=2.06ms, fps=2730 images/s, loss=0.5723, top1-acc=80.37%, top5-acc=99.08%, remaining_time=0:00:02.000640, arrival_time=2021-04-15 01:31:34.705546, cost_time=0:00:02.000632 2021-04-15 01:31:33,644 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.36ms, fps=2726 images/s, loss=0.5846, top1-acc=80.13%, top5-acc=99.01%, remaining_time=0:00:00.980100, arrival_time=2021-04-15 01:31:34.624618, cost_time=0:00:02.940302 2021-04-15 01:31:34,498 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=2717 images/s, loss=0.5733, top1-acc=80.63%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:34.498718, cost_time=0:00:03.794518 2021-04-15 01:31:34,763 INFO : Epoch=0016 complete, best val top1-acc=81.89%, top5-acc=99.08% (epoch=15), remaining_time=3:18:40.769544, arrival_time=2021-04-15 04:50:15.533018, cost_time=0:17:16.588663 2021-04-15 01:31:34,764 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 01:31:38,059 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.37ms, fps=777 images/s, loss=0.3880, top1-acc=86.37%, top5-acc=99.49%, remaining_time=0:01:01.271748, arrival_time=2021-04-15 01:32:39.330916, cost_time=0:00:03.294179 2021-04-15 01:31:41,146 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3712, top1-acc=87.07%, top5-acc=99.51%, remaining_time=0:00:56.153152, arrival_time=2021-04-15 01:32:37.299164, cost_time=0:00:06.381030 2021-04-15 01:31:44,248 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.65ms, fps=825 images/s, loss=0.3686, top1-acc=87.12%, top5-acc=99.53%, remaining_time=0:00:52.476086, arrival_time=2021-04-15 01:32:36.724718, cost_time=0:00:09.483629 2021-04-15 01:31:47,341 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3758, top1-acc=86.91%, top5-acc=99.54%, remaining_time=0:00:49.049520, arrival_time=2021-04-15 01:32:36.391331, cost_time=0:00:12.576814 2021-04-15 01:31:50,426 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.3727, top1-acc=87.07%, top5-acc=99.52%, remaining_time=0:00:45.731142, arrival_time=2021-04-15 01:32:36.157501, cost_time=0:00:15.661365 2021-04-15 01:31:53,511 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3756, top1-acc=86.98%, top5-acc=99.54%, remaining_time=0:00:42.492520, arrival_time=2021-04-15 01:32:36.004224, cost_time=0:00:18.746709 2021-04-15 01:31:56,597 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.3800, top1-acc=86.79%, top5-acc=99.53%, remaining_time=0:00:39.299022, arrival_time=2021-04-15 01:32:35.896810, cost_time=0:00:21.832794 2021-04-15 01:31:59,679 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.3833, top1-acc=86.70%, top5-acc=99.52%, remaining_time=0:00:36.125648, arrival_time=2021-04-15 01:32:35.804894, cost_time=0:00:24.914254 2021-04-15 01:32:02,764 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.3832, top1-acc=86.77%, top5-acc=99.54%, remaining_time=0:00:32.977024, arrival_time=2021-04-15 01:32:35.741310, cost_time=0:00:27.999349 2021-04-15 01:32:05,847 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.3814, top1-acc=86.85%, top5-acc=99.54%, remaining_time=0:00:29.839296, arrival_time=2021-04-15 01:32:35.686852, cost_time=0:00:31.082569 2021-04-15 01:32:08,928 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.3807, top1-acc=86.89%, top5-acc=99.55%, remaining_time=0:00:26.709708, arrival_time=2021-04-15 01:32:35.638214, cost_time=0:00:34.163558 2021-04-15 01:32:12,011 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.3815, top1-acc=86.80%, top5-acc=99.55%, remaining_time=0:00:23.589412, arrival_time=2021-04-15 01:32:35.600800, cost_time=0:00:37.246393 2021-04-15 01:32:15,097 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3851, top1-acc=86.69%, top5-acc=99.56%, remaining_time=0:00:20.476302, arrival_time=2021-04-15 01:32:35.573327, cost_time=0:00:40.332093 2021-04-15 01:32:18,183 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3878, top1-acc=86.58%, top5-acc=99.54%, remaining_time=0:00:17.367280, arrival_time=2021-04-15 01:32:35.550345, cost_time=0:00:43.418140 2021-04-15 01:32:21,273 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3870, top1-acc=86.61%, top5-acc=99.54%, remaining_time=0:00:14.262668, arrival_time=2021-04-15 01:32:35.536430, cost_time=0:00:46.508767 2021-04-15 01:32:24,359 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.3871, top1-acc=86.61%, top5-acc=99.53%, remaining_time=0:00:11.158812, arrival_time=2021-04-15 01:32:35.518507, cost_time=0:00:49.594772 2021-04-15 01:32:27,446 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3875, top1-acc=86.58%, top5-acc=99.53%, remaining_time=0:00:08.057114, arrival_time=2021-04-15 01:32:35.503258, cost_time=0:00:52.681071 2021-04-15 01:32:30,534 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.3895, top1-acc=86.50%, top5-acc=99.55%, remaining_time=0:00:04.957264, arrival_time=2021-04-15 01:32:35.491412, cost_time=0:00:55.769212 2021-04-15 01:32:33,626 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3913, top1-acc=86.43%, top5-acc=99.55%, remaining_time=0:00:01.858800, arrival_time=2021-04-15 01:32:35.485646, cost_time=0:00:58.861915 2021-04-15 01:32:35,276 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.3920, top1-acc=86.44%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:35.276359, cost_time=0:01:00.511395 2021-04-15 01:32:36,375 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.21ms, fps=2333 images/s, loss=0.6283, top1-acc=79.88%, top5-acc=98.40%, remaining_time=0:00:03.291690, arrival_time=2021-04-15 01:32:39.667227, cost_time=0:00:01.097233 2021-04-15 01:32:37,313 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.51ms, fps=2731 images/s, loss=0.6503, top1-acc=79.45%, top5-acc=98.42%, remaining_time=0:00:02.034840, arrival_time=2021-04-15 01:32:39.348006, cost_time=0:00:02.034835 2021-04-15 01:32:38,253 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.38ms, fps=2723 images/s, loss=0.6507, top1-acc=79.08%, top5-acc=98.39%, remaining_time=0:00:00.991780, arrival_time=2021-04-15 01:32:39.245472, cost_time=0:00:02.975331 2021-04-15 01:32:39,109 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=2711 images/s, loss=0.6389, top1-acc=79.29%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:39.109862, cost_time=0:00:03.831593 2021-04-15 01:32:39,383 INFO : Epoch=0017 complete, best val top1-acc=81.89%, top5-acc=99.08% (epoch=15), remaining_time=3:17:34.185510, arrival_time=2021-04-15 04:50:13.568805, cost_time=0:18:21.208489 2021-04-15 01:32:39,384 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 01:32:42,629 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.43ms, fps=789 images/s, loss=0.3875, top1-acc=87.50%, top5-acc=99.34%, remaining_time=0:01:00.344538, arrival_time=2021-04-15 01:33:42.973753, cost_time=0:00:03.244331 2021-04-15 01:32:45,722 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3860, top1-acc=87.23%, top5-acc=99.49%, remaining_time=0:00:55.766832, arrival_time=2021-04-15 01:33:41.488855, cost_time=0:00:06.337143 2021-04-15 01:32:48,811 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3802, top1-acc=87.10%, top5-acc=99.53%, remaining_time=0:00:52.161018, arrival_time=2021-04-15 01:33:40.972490, cost_time=0:00:09.426700 2021-04-15 01:32:51,908 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.3759, top1-acc=87.18%, top5-acc=99.56%, remaining_time=0:00:48.840792, arrival_time=2021-04-15 01:33:40.748850, cost_time=0:00:12.523287 2021-04-15 01:32:55,003 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.3748, top1-acc=87.09%, top5-acc=99.53%, remaining_time=0:00:45.607480, arrival_time=2021-04-15 01:33:40.611252, cost_time=0:00:15.619000 2021-04-15 01:32:58,097 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3803, top1-acc=86.90%, top5-acc=99.51%, remaining_time=0:00:42.414184, arrival_time=2021-04-15 01:33:40.511113, cost_time=0:00:18.712163 2021-04-15 01:33:01,185 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.3787, top1-acc=87.01%, top5-acc=99.55%, remaining_time=0:00:39.241944, arrival_time=2021-04-15 01:33:40.427821, cost_time=0:00:21.801046 2021-04-15 01:33:04,277 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.96ms, fps=828 images/s, loss=0.3794, top1-acc=86.97%, top5-acc=99.56%, remaining_time=0:00:36.094676, arrival_time=2021-04-15 01:33:40.372284, cost_time=0:00:24.892841 2021-04-15 01:33:07,362 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.3803, top1-acc=86.92%, top5-acc=99.55%, remaining_time=0:00:32.951690, arrival_time=2021-04-15 01:33:40.314227, cost_time=0:00:27.977823 2021-04-15 01:33:10,454 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=2.01ms, fps=828 images/s, loss=0.3840, top1-acc=86.75%, top5-acc=99.54%, remaining_time=0:00:29.826432, arrival_time=2021-04-15 01:33:40.280397, cost_time=0:00:31.069208 2021-04-15 01:33:13,545 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3833, top1-acc=86.75%, top5-acc=99.55%, remaining_time=0:00:26.707730, arrival_time=2021-04-15 01:33:40.253497, cost_time=0:00:34.161070 2021-04-15 01:33:16,627 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.68ms, fps=831 images/s, loss=0.3828, top1-acc=86.76%, top5-acc=99.54%, remaining_time=0:00:23.587056, arrival_time=2021-04-15 01:33:40.214497, cost_time=0:00:37.242661 2021-04-15 01:33:19,712 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3836, top1-acc=86.76%, top5-acc=99.51%, remaining_time=0:00:20.474058, arrival_time=2021-04-15 01:33:40.186427, cost_time=0:00:40.327674 2021-04-15 01:33:22,796 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.3833, top1-acc=86.80%, top5-acc=99.51%, remaining_time=0:00:17.364592, arrival_time=2021-04-15 01:33:40.160896, cost_time=0:00:43.411540 2021-04-15 01:33:25,878 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.3842, top1-acc=86.77%, top5-acc=99.51%, remaining_time=0:00:14.257976, arrival_time=2021-04-15 01:33:40.136137, cost_time=0:00:46.493448 2021-04-15 01:33:28,963 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.3853, top1-acc=86.73%, top5-acc=99.52%, remaining_time=0:00:11.155104, arrival_time=2021-04-15 01:33:40.118115, cost_time=0:00:49.578312 2021-04-15 01:33:32,047 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.3854, top1-acc=86.76%, top5-acc=99.52%, remaining_time=0:00:08.054332, arrival_time=2021-04-15 01:33:40.102038, cost_time=0:00:52.662939 2021-04-15 01:33:35,142 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3868, top1-acc=86.68%, top5-acc=99.52%, remaining_time=0:00:04.956208, arrival_time=2021-04-15 01:33:40.098430, cost_time=0:00:55.757364 2021-04-15 01:33:38,240 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.29ms, fps=827 images/s, loss=0.3876, top1-acc=86.68%, top5-acc=99.52%, remaining_time=0:00:01.858584, arrival_time=2021-04-15 01:33:40.098532, cost_time=0:00:58.855185 2021-04-15 01:33:39,892 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.40ms, fps=824 images/s, loss=0.3870, top1-acc=86.71%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:39.891941, cost_time=0:01:00.507170 2021-04-15 01:33:41,014 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.27ms, fps=2284 images/s, loss=0.6952, top1-acc=77.89%, top5-acc=98.63%, remaining_time=0:00:03.361800, arrival_time=2021-04-15 01:33:44.376449, cost_time=0:00:01.120602 2021-04-15 01:33:41,954 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.47ms, fps=2725 images/s, loss=0.7091, top1-acc=77.25%, top5-acc=98.69%, remaining_time=0:00:02.060720, arrival_time=2021-04-15 01:33:44.015443, cost_time=0:00:02.060725 2021-04-15 01:33:42,897 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.89ms, fps=2716 images/s, loss=0.7129, top1-acc=77.60%, top5-acc=98.62%, remaining_time=0:00:01.001240, arrival_time=2021-04-15 01:33:43.899010, cost_time=0:00:03.003711 2021-04-15 01:33:43,756 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=0.6948, top1-acc=78.09%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:43.756240, cost_time=0:00:03.862305 2021-04-15 01:33:44,034 INFO : Epoch=0018 complete, best val top1-acc=81.89%, top5-acc=99.08% (epoch=15), remaining_time=3:16:28.137998, arrival_time=2021-04-15 04:50:12.172626, cost_time=0:19:25.859809 2021-04-15 01:33:44,035 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 01:33:47,319 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.96ms, fps=780 images/s, loss=0.3662, top1-acc=87.15%, top5-acc=99.65%, remaining_time=0:01:01.069752, arrival_time=2021-04-15 01:34:48.389207, cost_time=0:00:03.283322 2021-04-15 01:33:50,416 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=2.15ms, fps=827 images/s, loss=0.3624, top1-acc=87.27%, top5-acc=99.61%, remaining_time=0:00:56.143472, arrival_time=2021-04-15 01:34:46.559632, cost_time=0:00:06.379944 2021-04-15 01:33:53,507 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3619, top1-acc=87.49%, top5-acc=99.60%, remaining_time=0:00:52.409520, arrival_time=2021-04-15 01:34:45.917247, cost_time=0:00:09.471591 2021-04-15 01:33:56,592 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.3672, top1-acc=87.41%, top5-acc=99.57%, remaining_time=0:00:48.969180, arrival_time=2021-04-15 01:34:45.561521, cost_time=0:00:12.556209 2021-04-15 01:33:59,686 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3652, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:45.699752, arrival_time=2021-04-15 01:34:45.386469, cost_time=0:00:15.650586 2021-04-15 01:34:02,771 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.3726, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:42.466272, arrival_time=2021-04-15 01:34:45.237519, cost_time=0:00:18.735113 2021-04-15 01:34:05,854 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.3722, top1-acc=87.22%, top5-acc=99.58%, remaining_time=0:00:39.273570, arrival_time=2021-04-15 01:34:45.128382, cost_time=0:00:21.818678 2021-04-15 01:34:08,942 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3685, top1-acc=87.40%, top5-acc=99.58%, remaining_time=0:00:36.113816, arrival_time=2021-04-15 01:34:45.056063, cost_time=0:00:24.906116 2021-04-15 01:34:12,021 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.3709, top1-acc=87.34%, top5-acc=99.57%, remaining_time=0:00:32.960064, arrival_time=2021-04-15 01:34:44.981096, cost_time=0:00:27.984947 2021-04-15 01:34:15,103 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.3769, top1-acc=87.16%, top5-acc=99.51%, remaining_time=0:00:29.824896, arrival_time=2021-04-15 01:34:44.928640, cost_time=0:00:31.067580 2021-04-15 01:34:18,189 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3767, top1-acc=87.16%, top5-acc=99.51%, remaining_time=0:00:26.701538, arrival_time=2021-04-15 01:34:44.890762, cost_time=0:00:34.153155 2021-04-15 01:34:21,276 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.3815, top1-acc=86.99%, top5-acc=99.50%, remaining_time=0:00:23.585232, arrival_time=2021-04-15 01:34:44.861169, cost_time=0:00:37.239806 2021-04-15 01:34:24,366 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.68ms, fps=829 images/s, loss=0.3796, top1-acc=87.02%, top5-acc=99.53%, remaining_time=0:00:20.475180, arrival_time=2021-04-15 01:34:44.841227, cost_time=0:00:40.329961 2021-04-15 01:34:27,465 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.97ms, fps=826 images/s, loss=0.3805, top1-acc=86.98%, top5-acc=99.52%, remaining_time=0:00:17.371816, arrival_time=2021-04-15 01:34:44.837586, cost_time=0:00:43.429529 2021-04-15 01:34:30,552 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.84ms, fps=830 images/s, loss=0.3792, top1-acc=87.04%, top5-acc=99.52%, remaining_time=0:00:14.264922, arrival_time=2021-04-15 01:34:44.817138, cost_time=0:00:46.516089 2021-04-15 01:34:33,652 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.3802, top1-acc=87.01%, top5-acc=99.52%, remaining_time=0:00:11.163564, arrival_time=2021-04-15 01:34:44.815589, cost_time=0:00:49.615898 2021-04-15 01:34:36,740 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3801, top1-acc=86.96%, top5-acc=99.52%, remaining_time=0:00:08.060572, arrival_time=2021-04-15 01:34:44.800537, cost_time=0:00:52.703765 2021-04-15 01:34:39,831 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.86ms, fps=828 images/s, loss=0.3809, top1-acc=86.94%, top5-acc=99.50%, remaining_time=0:00:04.959568, arrival_time=2021-04-15 01:34:44.790926, cost_time=0:00:55.795132 2021-04-15 01:34:42,917 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.3815, top1-acc=86.87%, top5-acc=99.51%, remaining_time=0:00:01.859412, arrival_time=2021-04-15 01:34:44.776989, cost_time=0:00:58.881340 2021-04-15 01:34:44,561 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3814, top1-acc=86.87%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:44.561459, cost_time=0:01:00.525345 2021-04-15 01:34:45,650 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.38ms, fps=2357 images/s, loss=0.5649, top1-acc=80.47%, top5-acc=98.95%, remaining_time=0:00:03.258570, arrival_time=2021-04-15 01:34:48.909286, cost_time=0:00:01.086186 2021-04-15 01:34:46,589 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.58ms, fps=2728 images/s, loss=0.5813, top1-acc=80.00%, top5-acc=98.96%, remaining_time=0:00:02.024860, arrival_time=2021-04-15 01:34:48.614247, cost_time=0:00:02.024860 2021-04-15 01:34:47,530 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.58ms, fps=2722 images/s, loss=0.5877, top1-acc=80.12%, top5-acc=98.88%, remaining_time=0:00:00.988580, arrival_time=2021-04-15 01:34:48.518905, cost_time=0:00:02.965731 2021-04-15 01:34:48,385 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.09ms, fps=2714 images/s, loss=0.5841, top1-acc=80.18%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:48.385661, cost_time=0:00:03.821147 2021-04-15 01:34:48,615 INFO : Epoch=0019 complete, best val top1-acc=81.89%, top5-acc=99.08% (epoch=15), remaining_time=3:15:21.567059, arrival_time=2021-04-15 04:50:10.182622, cost_time=0:20:30.440746 2021-04-15 01:34:48,616 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 01:34:51,889 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.59ms, fps=782 images/s, loss=0.3578, top1-acc=87.19%, top5-acc=99.49%, remaining_time=0:01:00.860688, arrival_time=2021-04-15 01:35:52.749994, cost_time=0:00:03.272078 2021-04-15 01:34:54,984 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.81ms, fps=827 images/s, loss=0.3632, top1-acc=87.36%, top5-acc=99.53%, remaining_time=0:00:56.029072, arrival_time=2021-04-15 01:35:51.013085, cost_time=0:00:06.366935 2021-04-15 01:34:58,077 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3589, top1-acc=87.51%, top5-acc=99.53%, remaining_time=0:00:52.344448, arrival_time=2021-04-15 01:35:50.421367, cost_time=0:00:09.459839 2021-04-15 01:35:01,179 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.3589, top1-acc=87.32%, top5-acc=99.55%, remaining_time=0:00:48.991800, arrival_time=2021-04-15 01:35:50.170892, cost_time=0:00:12.561998 2021-04-15 01:35:04,273 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.3534, top1-acc=87.48%, top5-acc=99.59%, remaining_time=0:00:45.715812, arrival_time=2021-04-15 01:35:49.989005, cost_time=0:00:15.656115 2021-04-15 01:35:07,361 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3604, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:42.486808, arrival_time=2021-04-15 01:35:49.848072, cost_time=0:00:18.744179 2021-04-15 01:35:10,448 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.08ms, fps=829 images/s, loss=0.3631, top1-acc=87.25%, top5-acc=99.61%, remaining_time=0:00:39.295746, arrival_time=2021-04-15 01:35:49.743793, cost_time=0:00:21.830967 2021-04-15 01:35:13,529 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.3666, top1-acc=87.20%, top5-acc=99.59%, remaining_time=0:00:36.123328, arrival_time=2021-04-15 01:35:49.652955, cost_time=0:00:24.912612 2021-04-15 01:35:16,622 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.08ms, fps=828 images/s, loss=0.3689, top1-acc=87.21%, top5-acc=99.59%, remaining_time=0:00:32.983914, arrival_time=2021-04-15 01:35:49.606197, cost_time=0:00:28.005202 2021-04-15 01:35:19,707 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.3690, top1-acc=87.20%, top5-acc=99.58%, remaining_time=0:00:29.846400, arrival_time=2021-04-15 01:35:49.553521, cost_time=0:00:31.089965 2021-04-15 01:35:22,795 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3730, top1-acc=87.04%, top5-acc=99.58%, remaining_time=0:00:26.721404, arrival_time=2021-04-15 01:35:49.516958, cost_time=0:00:34.178543 2021-04-15 01:35:25,887 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3769, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:23.604764, arrival_time=2021-04-15 01:35:49.492581, cost_time=0:00:37.270660 2021-04-15 01:35:28,975 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3781, top1-acc=86.94%, top5-acc=99.55%, remaining_time=0:00:20.489634, arrival_time=2021-04-15 01:35:49.465010, cost_time=0:00:40.358319 2021-04-15 01:35:32,056 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.3799, top1-acc=86.92%, top5-acc=99.54%, remaining_time=0:00:17.375904, arrival_time=2021-04-15 01:35:49.432659, cost_time=0:00:43.439748 2021-04-15 01:35:35,147 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.3786, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:14.269430, arrival_time=2021-04-15 01:35:49.417238, cost_time=0:00:46.530723 2021-04-15 01:35:38,233 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.3775, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:11.163672, arrival_time=2021-04-15 01:35:49.396961, cost_time=0:00:49.616288 2021-04-15 01:35:41,320 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3776, top1-acc=87.05%, top5-acc=99.57%, remaining_time=0:00:08.060520, arrival_time=2021-04-15 01:35:49.380968, cost_time=0:00:52.703442 2021-04-15 01:35:44,401 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.3781, top1-acc=87.04%, top5-acc=99.57%, remaining_time=0:00:04.958608, arrival_time=2021-04-15 01:35:49.359953, cost_time=0:00:55.784263 2021-04-15 01:35:47,496 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.67ms, fps=827 images/s, loss=0.3781, top1-acc=87.05%, top5-acc=99.57%, remaining_time=0:00:01.859364, arrival_time=2021-04-15 01:35:49.356303, cost_time=0:00:58.879931 2021-04-15 01:35:49,139 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3790, top1-acc=87.01%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:49.139038, cost_time=0:01:00.522033 2021-04-15 01:35:50,197 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.44ms, fps=2423 images/s, loss=0.5288, top1-acc=81.60%, top5-acc=98.79%, remaining_time=0:00:03.170100, arrival_time=2021-04-15 01:35:53.367801, cost_time=0:00:01.056704 2021-04-15 01:35:51,138 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.31ms, fps=2721 images/s, loss=0.5379, top1-acc=81.17%, top5-acc=98.93%, remaining_time=0:00:01.997820, arrival_time=2021-04-15 01:35:53.136672, cost_time=0:00:01.997814 2021-04-15 01:35:52,080 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=2.15ms, fps=2722 images/s, loss=0.5234, top1-acc=82.10%, top5-acc=99.08%, remaining_time=0:00:00.979650, arrival_time=2021-04-15 01:35:53.059657, cost_time=0:00:02.938944 2021-04-15 01:35:52,935 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=2712 images/s, loss=0.5192, top1-acc=82.09%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:52.935786, cost_time=0:00:03.794825 2021-04-15 01:35:53,535 INFO : Epoch=0020 complete, best val top1-acc=82.09%, top5-acc=99.10% (epoch=20), remaining_time=3:14:18.246480, arrival_time=2021-04-15 04:50:11.782021, cost_time=0:21:35.360721 2021-04-15 01:35:53,537 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 01:35:56,808 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.38ms, fps=783 images/s, loss=0.3922, top1-acc=86.41%, top5-acc=99.45%, remaining_time=0:01:00.842088, arrival_time=2021-04-15 01:36:57.650994, cost_time=0:00:03.271081 2021-04-15 01:35:59,905 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.3760, top1-acc=87.21%, top5-acc=99.55%, remaining_time=0:00:56.036816, arrival_time=2021-04-15 01:36:55.942440, cost_time=0:00:06.367829 2021-04-15 01:36:03,001 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.84ms, fps=827 images/s, loss=0.3815, top1-acc=87.11%, top5-acc=99.49%, remaining_time=0:00:52.362874, arrival_time=2021-04-15 01:36:55.363859, cost_time=0:00:09.463169 2021-04-15 01:36:06,097 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3796, top1-acc=87.21%, top5-acc=99.50%, remaining_time=0:00:48.981504, arrival_time=2021-04-15 01:36:55.078748, cost_time=0:00:12.559373 2021-04-15 01:36:09,184 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3766, top1-acc=87.19%, top5-acc=99.53%, remaining_time=0:00:45.688218, arrival_time=2021-04-15 01:36:54.872695, cost_time=0:00:15.646660 2021-04-15 01:36:12,270 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.3762, top1-acc=87.25%, top5-acc=99.52%, remaining_time=0:00:42.460560, arrival_time=2021-04-15 01:36:54.730993, cost_time=0:00:18.732627 2021-04-15 01:36:15,360 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.3807, top1-acc=87.10%, top5-acc=99.53%, remaining_time=0:00:39.280248, arrival_time=2021-04-15 01:36:54.640403, cost_time=0:00:21.822358 2021-04-15 01:36:18,452 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3794, top1-acc=87.18%, top5-acc=99.52%, remaining_time=0:00:36.125648, arrival_time=2021-04-15 01:36:54.577694, cost_time=0:00:24.914244 2021-04-15 01:36:21,537 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.3792, top1-acc=87.15%, top5-acc=99.51%, remaining_time=0:00:32.977024, arrival_time=2021-04-15 01:36:54.514219, cost_time=0:00:27.999322 2021-04-15 01:36:24,633 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.3761, top1-acc=87.29%, top5-acc=99.50%, remaining_time=0:00:29.852064, arrival_time=2021-04-15 01:36:54.485784, cost_time=0:00:31.095904 2021-04-15 01:36:27,722 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.3752, top1-acc=87.33%, top5-acc=99.50%, remaining_time=0:00:26.726478, arrival_time=2021-04-15 01:36:54.449357, cost_time=0:00:34.185072 2021-04-15 01:36:30,823 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=2.11ms, fps=826 images/s, loss=0.3732, top1-acc=87.42%, top5-acc=99.50%, remaining_time=0:00:23.614036, arrival_time=2021-04-15 01:36:54.437140, cost_time=0:00:37.285299 2021-04-15 01:36:33,912 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3728, top1-acc=87.44%, top5-acc=99.49%, remaining_time=0:00:20.497950, arrival_time=2021-04-15 01:36:54.410552, cost_time=0:00:40.374787 2021-04-15 01:36:37,001 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3725, top1-acc=87.38%, top5-acc=99.50%, remaining_time=0:00:17.385312, arrival_time=2021-04-15 01:36:54.386454, cost_time=0:00:43.463330 2021-04-15 01:36:40,099 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.3740, top1-acc=87.34%, top5-acc=99.49%, remaining_time=0:00:14.278860, arrival_time=2021-04-15 01:36:54.378263, cost_time=0:00:46.561533 2021-04-15 01:36:43,199 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3743, top1-acc=87.29%, top5-acc=99.50%, remaining_time=0:00:11.173752, arrival_time=2021-04-15 01:36:54.372719, cost_time=0:00:49.661120 2021-04-15 01:36:46,287 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3755, top1-acc=87.25%, top5-acc=99.49%, remaining_time=0:00:08.067618, arrival_time=2021-04-15 01:36:54.355160, cost_time=0:00:52.749743 2021-04-15 01:36:49,378 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.31ms, fps=828 images/s, loss=0.3750, top1-acc=87.28%, top5-acc=99.49%, remaining_time=0:00:04.963600, arrival_time=2021-04-15 01:36:54.341952, cost_time=0:00:55.840555 2021-04-15 01:36:52,470 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.22ms, fps=828 images/s, loss=0.3750, top1-acc=87.27%, top5-acc=99.49%, remaining_time=0:00:01.861032, arrival_time=2021-04-15 01:36:54.331532, cost_time=0:00:58.932695 2021-04-15 01:36:54,119 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.22ms, fps=825 images/s, loss=0.3740, top1-acc=87.29%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:54.119035, cost_time=0:01:00.581232 2021-04-15 01:36:55,207 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.23ms, fps=2356 images/s, loss=0.6216, top1-acc=79.10%, top5-acc=99.10%, remaining_time=0:00:03.260370, arrival_time=2021-04-15 01:36:58.468080, cost_time=0:00:01.086792 2021-04-15 01:36:56,147 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.48ms, fps=2725 images/s, loss=0.6689, top1-acc=77.68%, top5-acc=98.95%, remaining_time=0:00:02.026520, arrival_time=2021-04-15 01:36:58.173977, cost_time=0:00:02.026520 2021-04-15 01:36:57,088 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.68ms, fps=2721 images/s, loss=0.6711, top1-acc=77.73%, top5-acc=98.95%, remaining_time=0:00:00.989320, arrival_time=2021-04-15 01:36:58.078186, cost_time=0:00:02.967962 2021-04-15 01:36:57,942 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=2719 images/s, loss=0.6649, top1-acc=78.00%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:57.942583, cost_time=0:00:03.821699 2021-04-15 01:36:58,218 INFO : Epoch=0021 complete, best val top1-acc=82.09%, top5-acc=99.10% (epoch=20), remaining_time=3:13:12.749377, arrival_time=2021-04-15 04:50:10.967412, cost_time=0:22:40.043233 2021-04-15 01:36:58,219 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 01:37:01,487 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.53ms, fps=783 images/s, loss=0.4116, top1-acc=85.94%, top5-acc=99.45%, remaining_time=0:01:00.777918, arrival_time=2021-04-15 01:38:02.265010, cost_time=0:00:03.267629 2021-04-15 01:37:04,585 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.3961, top1-acc=86.45%, top5-acc=99.55%, remaining_time=0:00:56.021856, arrival_time=2021-04-15 01:38:00.607441, cost_time=0:00:06.366120 2021-04-15 01:37:07,675 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.3871, top1-acc=86.60%, top5-acc=99.61%, remaining_time=0:00:52.320378, arrival_time=2021-04-15 01:37:59.995345, cost_time=0:00:09.455503 2021-04-15 01:37:10,777 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.34ms, fps=825 images/s, loss=0.3777, top1-acc=86.77%, top5-acc=99.59%, remaining_time=0:00:48.977292, arrival_time=2021-04-15 01:37:59.755026, cost_time=0:00:12.558272 2021-04-15 01:37:13,869 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.3805, top1-acc=86.72%, top5-acc=99.57%, remaining_time=0:00:45.697416, arrival_time=2021-04-15 01:37:59.566673, cost_time=0:00:15.649801 2021-04-15 01:37:16,961 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.81ms, fps=828 images/s, loss=0.3820, top1-acc=86.72%, top5-acc=99.58%, remaining_time=0:00:42.480960, arrival_time=2021-04-15 01:37:59.442027, cost_time=0:00:18.741611 2021-04-15 01:37:20,054 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3820, top1-acc=86.68%, top5-acc=99.58%, remaining_time=0:00:39.303432, arrival_time=2021-04-15 01:37:59.358199, cost_time=0:00:21.835230 2021-04-15 01:37:23,146 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.80ms, fps=828 images/s, loss=0.3800, top1-acc=86.85%, top5-acc=99.56%, remaining_time=0:00:36.143396, arrival_time=2021-04-15 01:37:59.289335, cost_time=0:00:24.926483 2021-04-15 01:37:26,239 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3793, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:33.001828, arrival_time=2021-04-15 01:37:59.241697, cost_time=0:00:28.020409 2021-04-15 01:37:29,328 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3760, top1-acc=87.13%, top5-acc=99.57%, remaining_time=0:00:29.864928, arrival_time=2021-04-15 01:37:59.193721, cost_time=0:00:31.109333 2021-04-15 01:37:32,415 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.08ms, fps=829 images/s, loss=0.3781, top1-acc=87.06%, top5-acc=99.58%, remaining_time=0:00:26.735250, arrival_time=2021-04-15 01:37:59.150972, cost_time=0:00:34.196269 2021-04-15 01:37:35,504 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.3767, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:23.613808, arrival_time=2021-04-15 01:37:59.118175, cost_time=0:00:37.284967 2021-04-15 01:37:38,599 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.3761, top1-acc=87.12%, top5-acc=99.56%, remaining_time=0:00:20.500788, arrival_time=2021-04-15 01:37:59.100612, cost_time=0:00:40.380323 2021-04-15 01:37:41,691 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3784, top1-acc=87.09%, top5-acc=99.56%, remaining_time=0:00:17.388784, arrival_time=2021-04-15 01:37:59.080102, cost_time=0:00:43.471936 2021-04-15 01:37:44,785 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.3772, top1-acc=87.15%, top5-acc=99.58%, remaining_time=0:00:14.280332, arrival_time=2021-04-15 01:37:59.066114, cost_time=0:00:46.566284 2021-04-15 01:37:47,869 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3767, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:11.171340, arrival_time=2021-04-15 01:37:59.041106, cost_time=0:00:49.650384 2021-04-15 01:37:50,957 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3759, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:08.065824, arrival_time=2021-04-15 01:37:59.023545, cost_time=0:00:52.738160 2021-04-15 01:37:54,048 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3765, top1-acc=87.13%, top5-acc=99.57%, remaining_time=0:00:04.962576, arrival_time=2021-04-15 01:37:59.010961, cost_time=0:00:55.828989 2021-04-15 01:37:57,142 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.27ms, fps=828 images/s, loss=0.3757, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:01.860726, arrival_time=2021-04-15 01:37:59.003159, cost_time=0:00:58.923046 2021-04-15 01:37:58,791 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.3760, top1-acc=87.18%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:58.791792, cost_time=0:01:00.572405 2021-04-15 01:37:59,858 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.48ms, fps=2404 images/s, loss=0.5931, top1-acc=79.73%, top5-acc=98.75%, remaining_time=0:00:03.195300, arrival_time=2021-04-15 01:38:03.054179, cost_time=0:00:01.065104 2021-04-15 01:38:00,799 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.36ms, fps=2724 images/s, loss=0.5758, top1-acc=80.94%, top5-acc=98.65%, remaining_time=0:00:02.005400, arrival_time=2021-04-15 01:38:02.804500, cost_time=0:00:02.005394 2021-04-15 01:38:01,737 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.44ms, fps=2730 images/s, loss=0.5812, top1-acc=80.70%, top5-acc=98.63%, remaining_time=0:00:00.981170, arrival_time=2021-04-15 01:38:02.718409, cost_time=0:00:02.943517 2021-04-15 01:38:02,592 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=2715 images/s, loss=0.5862, top1-acc=80.77%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:02.591968, cost_time=0:00:03.798289 2021-04-15 01:38:02,874 INFO : Epoch=0022 complete, best val top1-acc=82.09%, top5-acc=99.10% (epoch=20), remaining_time=3:12:07.114638, arrival_time=2021-04-15 04:50:09.989040, cost_time=0:23:44.699567 2021-04-15 01:38:02,875 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 01:38:06,196 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.37ms, fps=771 images/s, loss=0.4020, top1-acc=86.05%, top5-acc=99.49%, remaining_time=0:01:01.756278, arrival_time=2021-04-15 01:39:07.952550, cost_time=0:00:03.320226 2021-04-15 01:38:09,286 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.71ms, fps=829 images/s, loss=0.3849, top1-acc=86.52%, top5-acc=99.53%, remaining_time=0:00:56.411872, arrival_time=2021-04-15 01:39:05.698369, cost_time=0:00:06.410434 2021-04-15 01:38:12,383 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.3682, top1-acc=87.03%, top5-acc=99.56%, remaining_time=0:00:52.606064, arrival_time=2021-04-15 01:39:04.989112, cost_time=0:00:09.507107 2021-04-15 01:38:15,474 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3648, top1-acc=87.29%, top5-acc=99.57%, remaining_time=0:00:49.134696, arrival_time=2021-04-15 01:39:04.609246, cost_time=0:00:12.598621 2021-04-15 01:38:18,564 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.3655, top1-acc=87.30%, top5-acc=99.57%, remaining_time=0:00:45.809398, arrival_time=2021-04-15 01:39:04.373504, cost_time=0:00:15.688164 2021-04-15 01:38:21,655 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3626, top1-acc=87.44%, top5-acc=99.58%, remaining_time=0:00:42.566912, arrival_time=2021-04-15 01:39:04.222368, cost_time=0:00:18.779512 2021-04-15 01:38:24,757 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.87ms, fps=825 images/s, loss=0.3640, top1-acc=87.41%, top5-acc=99.58%, remaining_time=0:00:39.386214, arrival_time=2021-04-15 01:39:04.143410, cost_time=0:00:21.881251 2021-04-15 01:38:27,849 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.61ms, fps=828 images/s, loss=0.3666, top1-acc=87.26%, top5-acc=99.58%, remaining_time=0:00:36.212068, arrival_time=2021-04-15 01:39:04.061822, cost_time=0:00:24.973821 2021-04-15 01:38:30,941 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3690, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:33.055464, arrival_time=2021-04-15 01:39:03.997269, cost_time=0:00:28.065927 2021-04-15 01:38:34,034 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3703, top1-acc=87.11%, top5-acc=99.61%, remaining_time=0:00:29.911776, arrival_time=2021-04-15 01:39:03.945847, cost_time=0:00:31.158133 2021-04-15 01:38:37,127 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3713, top1-acc=87.10%, top5-acc=99.61%, remaining_time=0:00:26.778766, arrival_time=2021-04-15 01:39:03.906504, cost_time=0:00:34.251873 2021-04-15 01:38:40,223 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3713, top1-acc=87.12%, top5-acc=99.62%, remaining_time=0:00:23.653556, arrival_time=2021-04-15 01:39:03.877214, cost_time=0:00:37.347716 2021-04-15 01:38:43,311 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3705, top1-acc=87.19%, top5-acc=99.61%, remaining_time=0:00:20.528772, arrival_time=2021-04-15 01:39:03.840056, cost_time=0:00:40.435422 2021-04-15 01:38:46,402 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.3705, top1-acc=87.15%, top5-acc=99.61%, remaining_time=0:00:17.410344, arrival_time=2021-04-15 01:39:03.812286, cost_time=0:00:43.525907 2021-04-15 01:38:49,487 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3732, top1-acc=87.05%, top5-acc=99.59%, remaining_time=0:00:14.294224, arrival_time=2021-04-15 01:39:03.781754, cost_time=0:00:46.611662 2021-04-15 01:38:52,580 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.3741, top1-acc=87.03%, top5-acc=99.59%, remaining_time=0:00:11.183400, arrival_time=2021-04-15 01:39:03.763425, cost_time=0:00:49.703955 2021-04-15 01:38:55,668 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3752, top1-acc=87.02%, top5-acc=99.59%, remaining_time=0:00:08.074144, arrival_time=2021-04-15 01:39:03.742420, cost_time=0:00:52.792405 2021-04-15 01:38:58,753 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.3745, top1-acc=87.04%, top5-acc=99.59%, remaining_time=0:00:04.966848, arrival_time=2021-04-15 01:39:03.719839, cost_time=0:00:55.877129 2021-04-15 01:39:01,841 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3759, top1-acc=86.96%, top5-acc=99.58%, remaining_time=0:00:01.862076, arrival_time=2021-04-15 01:39:03.703709, cost_time=0:00:58.965770 2021-04-15 01:39:03,491 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.3753, top1-acc=86.96%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:03.491467, cost_time=0:01:00.615469 2021-04-15 01:39:04,558 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.50ms, fps=2407 images/s, loss=0.5693, top1-acc=81.72%, top5-acc=98.95%, remaining_time=0:00:03.190980, arrival_time=2021-04-15 01:39:07.749146, cost_time=0:00:01.063662 2021-04-15 01:39:05,495 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.32ms, fps=2731 images/s, loss=0.5194, top1-acc=82.85%, top5-acc=99.14%, remaining_time=0:00:02.001400, arrival_time=2021-04-15 01:39:07.497276, cost_time=0:00:02.001394 2021-04-15 01:39:06,433 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.46ms, fps=2731 images/s, loss=0.5170, top1-acc=82.76%, top5-acc=99.15%, remaining_time=0:00:00.979750, arrival_time=2021-04-15 01:39:07.413475, cost_time=0:00:02.939237 2021-04-15 01:39:07,291 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=2707 images/s, loss=0.5157, top1-acc=82.83%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:07.290969, cost_time=0:00:03.796512 2021-04-15 01:39:07,825 INFO : Epoch=0023 complete, best val top1-acc=82.83%, top5-acc=99.25% (epoch=23), remaining_time=3:11:03.832101, arrival_time=2021-04-15 04:50:11.657420, cost_time=0:24:49.650504 2021-04-15 01:39:07,826 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 01:39:11,099 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.36ms, fps=782 images/s, loss=0.3551, top1-acc=88.44%, top5-acc=99.37%, remaining_time=0:01:00.876684, arrival_time=2021-04-15 01:40:11.976488, cost_time=0:00:03.272941 2021-04-15 01:39:14,196 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.3785, top1-acc=87.46%, top5-acc=99.30%, remaining_time=0:00:56.054944, arrival_time=2021-04-15 01:40:10.251742, cost_time=0:00:06.369884 2021-04-15 01:39:17,286 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3786, top1-acc=87.29%, top5-acc=99.37%, remaining_time=0:00:52.342456, arrival_time=2021-04-15 01:40:09.628695, cost_time=0:00:09.459475 2021-04-15 01:39:20,376 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3662, top1-acc=87.72%, top5-acc=99.40%, remaining_time=0:00:48.942504, arrival_time=2021-04-15 01:40:09.318637, cost_time=0:00:12.549368 2021-04-15 01:39:23,469 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3602, top1-acc=87.83%, top5-acc=99.45%, remaining_time=0:00:45.677706, arrival_time=2021-04-15 01:40:09.147527, cost_time=0:00:15.643060 2021-04-15 01:39:26,573 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.3600, top1-acc=87.67%, top5-acc=99.51%, remaining_time=0:00:42.491840, arrival_time=2021-04-15 01:40:09.065036, cost_time=0:00:18.746426 2021-04-15 01:39:29,668 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3574, top1-acc=87.71%, top5-acc=99.53%, remaining_time=0:00:39.314142, arrival_time=2021-04-15 01:40:08.982072, cost_time=0:00:21.841162 2021-04-15 01:39:32,762 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3575, top1-acc=87.72%, top5-acc=99.55%, remaining_time=0:00:36.156040, arrival_time=2021-04-15 01:40:08.917985, cost_time=0:00:24.935175 2021-04-15 01:39:35,858 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3621, top1-acc=87.55%, top5-acc=99.55%, remaining_time=0:00:33.015714, arrival_time=2021-04-15 01:40:08.874579, cost_time=0:00:28.032171 2021-04-15 01:39:38,957 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.89ms, fps=826 images/s, loss=0.3640, top1-acc=87.48%, top5-acc=99.52%, remaining_time=0:00:29.885760, arrival_time=2021-04-15 01:40:08.843508, cost_time=0:00:31.130988 2021-04-15 01:39:42,051 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3655, top1-acc=87.43%, top5-acc=99.52%, remaining_time=0:00:26.757696, arrival_time=2021-04-15 01:40:08.809360, cost_time=0:00:34.224978 2021-04-15 01:39:45,147 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.80ms, fps=827 images/s, loss=0.3663, top1-acc=87.40%, top5-acc=99.52%, remaining_time=0:00:23.636304, arrival_time=2021-04-15 01:40:08.783541, cost_time=0:00:37.320474 2021-04-15 01:39:48,237 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.3676, top1-acc=87.37%, top5-acc=99.51%, remaining_time=0:00:20.516166, arrival_time=2021-04-15 01:40:08.753477, cost_time=0:00:40.410627 2021-04-15 01:39:51,331 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.95ms, fps=827 images/s, loss=0.3681, top1-acc=87.36%, top5-acc=99.51%, remaining_time=0:00:17.401944, arrival_time=2021-04-15 01:40:08.733518, cost_time=0:00:43.504811 2021-04-15 01:39:54,439 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.3681, top1-acc=87.38%, top5-acc=99.51%, remaining_time=0:00:14.294408, arrival_time=2021-04-15 01:40:08.733405, cost_time=0:00:46.612237 2021-04-15 01:39:57,540 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.3694, top1-acc=87.32%, top5-acc=99.50%, remaining_time=0:00:11.185704, arrival_time=2021-04-15 01:40:08.726602, cost_time=0:00:49.714215 2021-04-15 01:40:00,638 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.3690, top1-acc=87.34%, top5-acc=99.51%, remaining_time=0:00:08.077134, arrival_time=2021-04-15 01:40:08.715879, cost_time=0:00:52.811987 2021-04-15 01:40:03,727 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3704, top1-acc=87.29%, top5-acc=99.50%, remaining_time=0:00:04.968944, arrival_time=2021-04-15 01:40:08.696176, cost_time=0:00:55.900531 2021-04-15 01:40:06,811 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.3699, top1-acc=87.33%, top5-acc=99.52%, remaining_time=0:00:01.862676, arrival_time=2021-04-15 01:40:08.674091, cost_time=0:00:58.984726 2021-04-15 01:40:08,457 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.3701, top1-acc=87.31%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:08.457947, cost_time=0:01:00.631281 2021-04-15 01:40:09,511 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.23ms, fps=2434 images/s, loss=0.6615, top1-acc=78.83%, top5-acc=98.32%, remaining_time=0:00:03.155250, arrival_time=2021-04-15 01:40:12.666667, cost_time=0:00:01.051747 2021-04-15 01:40:10,456 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.41ms, fps=2710 images/s, loss=0.6712, top1-acc=78.73%, top5-acc=98.54%, remaining_time=0:00:01.996600, arrival_time=2021-04-15 01:40:12.452931, cost_time=0:00:01.996590 2021-04-15 01:40:11,397 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.40ms, fps=2722 images/s, loss=0.6742, top1-acc=78.70%, top5-acc=98.18%, remaining_time=0:00:00.979190, arrival_time=2021-04-15 01:40:12.376436, cost_time=0:00:02.937581 2021-04-15 01:40:12,255 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=0.6808, top1-acc=78.52%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:12.255485, cost_time=0:00:03.795847 2021-04-15 01:40:12,542 INFO : Epoch=0024 complete, best val top1-acc=82.83%, top5-acc=99.25% (epoch=23), remaining_time=3:09:58.695968, arrival_time=2021-04-15 04:50:11.238442, cost_time=0:25:54.367631 2021-04-15 01:40:12,543 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 01:40:15,852 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.34ms, fps=774 images/s, loss=0.3486, top1-acc=88.40%, top5-acc=99.37%, remaining_time=0:01:01.542936, arrival_time=2021-04-15 01:41:17.395654, cost_time=0:00:03.308760 2021-04-15 01:40:18,940 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3430, top1-acc=88.50%, top5-acc=99.51%, remaining_time=0:00:56.289024, arrival_time=2021-04-15 01:41:15.229440, cost_time=0:00:06.396470 2021-04-15 01:40:22,025 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.3428, top1-acc=88.23%, top5-acc=99.60%, remaining_time=0:00:52.462474, arrival_time=2021-04-15 01:41:14.487575, cost_time=0:00:09.481159 2021-04-15 01:40:25,117 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.68ms, fps=828 images/s, loss=0.3499, top1-acc=87.96%, top5-acc=99.60%, remaining_time=0:00:49.036572, arrival_time=2021-04-15 01:41:14.154041, cost_time=0:00:12.573498 2021-04-15 01:40:28,213 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3542, top1-acc=87.97%, top5-acc=99.59%, remaining_time=0:00:45.753334, arrival_time=2021-04-15 01:41:13.966311, cost_time=0:00:15.668950 2021-04-15 01:40:31,307 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3560, top1-acc=87.92%, top5-acc=99.54%, remaining_time=0:00:42.530600, arrival_time=2021-04-15 01:41:13.838078, cost_time=0:00:18.763509 2021-04-15 01:40:34,395 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3554, top1-acc=87.91%, top5-acc=99.55%, remaining_time=0:00:39.332790, arrival_time=2021-04-15 01:41:13.728321, cost_time=0:00:21.851524 2021-04-15 01:40:37,494 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3546, top1-acc=87.95%, top5-acc=99.55%, remaining_time=0:00:36.178776, arrival_time=2021-04-15 01:41:13.673638, cost_time=0:00:24.950855 2021-04-15 01:40:40,592 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.91ms, fps=827 images/s, loss=0.3544, top1-acc=87.93%, top5-acc=99.55%, remaining_time=0:00:33.035112, arrival_time=2021-04-15 01:41:13.627822, cost_time=0:00:28.048717 2021-04-15 01:40:43,690 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.3558, top1-acc=87.83%, top5-acc=99.55%, remaining_time=0:00:29.901024, arrival_time=2021-04-15 01:41:13.591936, cost_time=0:00:31.146884 2021-04-15 01:40:46,791 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.32ms, fps=826 images/s, loss=0.3602, top1-acc=87.68%, top5-acc=99.53%, remaining_time=0:00:26.775154, arrival_time=2021-04-15 01:41:13.566498, cost_time=0:00:34.247340 2021-04-15 01:40:49,887 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.69ms, fps=827 images/s, loss=0.3630, top1-acc=87.57%, top5-acc=99.54%, remaining_time=0:00:23.650592, arrival_time=2021-04-15 01:41:13.537640, cost_time=0:00:37.343087 2021-04-15 01:40:52,975 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.3664, top1-acc=87.51%, top5-acc=99.51%, remaining_time=0:00:20.526858, arrival_time=2021-04-15 01:41:13.502578, cost_time=0:00:40.431732 2021-04-15 01:40:56,061 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.3666, top1-acc=87.50%, top5-acc=99.53%, remaining_time=0:00:17.407040, arrival_time=2021-04-15 01:41:13.468642, cost_time=0:00:43.517647 2021-04-15 01:40:59,152 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3670, top1-acc=87.51%, top5-acc=99.52%, remaining_time=0:00:14.293120, arrival_time=2021-04-15 01:41:13.445240, cost_time=0:00:46.607985 2021-04-15 01:41:02,239 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.71ms, fps=829 images/s, loss=0.3663, top1-acc=87.49%, top5-acc=99.54%, remaining_time=0:00:11.181456, arrival_time=2021-04-15 01:41:13.420762, cost_time=0:00:49.695356 2021-04-15 01:41:05,331 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3671, top1-acc=87.47%, top5-acc=99.55%, remaining_time=0:00:08.073364, arrival_time=2021-04-15 01:41:13.404669, cost_time=0:00:52.787327 2021-04-15 01:41:08,421 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.3677, top1-acc=87.43%, top5-acc=99.54%, remaining_time=0:00:04.966880, arrival_time=2021-04-15 01:41:13.388244, cost_time=0:00:55.877401 2021-04-15 01:41:11,511 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=0.3688, top1-acc=87.36%, top5-acc=99.54%, remaining_time=0:00:01.862142, arrival_time=2021-04-15 01:41:13.373926, cost_time=0:00:58.967831 2021-04-15 01:41:13,169 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.55ms, fps=821 images/s, loss=0.3700, top1-acc=87.32%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:13.169071, cost_time=0:01:00.625120 2021-04-15 01:41:14,258 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.19ms, fps=2354 images/s, loss=0.5450, top1-acc=81.41%, top5-acc=99.34%, remaining_time=0:00:03.263160, arrival_time=2021-04-15 01:41:17.521773, cost_time=0:00:01.087719 2021-04-15 01:41:15,198 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.43ms, fps=2725 images/s, loss=0.5432, top1-acc=81.43%, top5-acc=99.36%, remaining_time=0:00:02.027620, arrival_time=2021-04-15 01:41:17.226125, cost_time=0:00:02.027623 2021-04-15 01:41:16,136 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.45ms, fps=2730 images/s, loss=0.5492, top1-acc=81.55%, top5-acc=99.14%, remaining_time=0:00:00.988570, arrival_time=2021-04-15 01:41:17.125173, cost_time=0:00:02.965723 2021-04-15 01:41:16,991 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=2716 images/s, loss=0.5478, top1-acc=81.59%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:16.991134, cost_time=0:00:03.820273 2021-04-15 01:41:17,260 INFO : Epoch=0025 complete, best val top1-acc=82.83%, top5-acc=99.25% (epoch=23), remaining_time=3:08:53.598325, arrival_time=2021-04-15 04:50:10.858604, cost_time=0:26:59.085469 2021-04-15 01:41:17,261 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 01:41:20,521 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.13ms, fps=785 images/s, loss=0.3368, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:01:00.627072, arrival_time=2021-04-15 01:42:21.148330, cost_time=0:00:03.259524 2021-04-15 01:41:23,634 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.86ms, fps=823 images/s, loss=0.3338, top1-acc=88.36%, top5-acc=99.57%, remaining_time=0:00:56.075536, arrival_time=2021-04-15 01:42:19.709465, cost_time=0:00:06.372224 2021-04-15 01:41:26,734 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.97ms, fps=826 images/s, loss=0.3321, top1-acc=88.58%, top5-acc=99.62%, remaining_time=0:00:52.416658, arrival_time=2021-04-15 01:42:19.151251, cost_time=0:00:09.472881 2021-04-15 01:41:29,824 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.3378, top1-acc=88.52%, top5-acc=99.60%, remaining_time=0:00:48.995232, arrival_time=2021-04-15 01:42:18.819941, cost_time=0:00:12.562882 2021-04-15 01:41:32,916 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3435, top1-acc=88.31%, top5-acc=99.56%, remaining_time=0:00:45.712892, arrival_time=2021-04-15 01:42:18.629770, cost_time=0:00:15.655116 2021-04-15 01:41:36,009 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3513, top1-acc=88.03%, top5-acc=99.55%, remaining_time=0:00:42.495104, arrival_time=2021-04-15 01:42:18.504678, cost_time=0:00:18.747829 2021-04-15 01:41:39,104 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.30ms, fps=827 images/s, loss=0.3545, top1-acc=87.88%, top5-acc=99.53%, remaining_time=0:00:39.317166, arrival_time=2021-04-15 01:42:18.421752, cost_time=0:00:21.842858 2021-04-15 01:41:42,201 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3560, top1-acc=87.82%, top5-acc=99.52%, remaining_time=0:00:36.162420, arrival_time=2021-04-15 01:42:18.363670, cost_time=0:00:24.939602 2021-04-15 01:41:45,296 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.3604, top1-acc=87.69%, top5-acc=99.51%, remaining_time=0:00:33.018258, arrival_time=2021-04-15 01:42:18.314303, cost_time=0:00:28.034326 2021-04-15 01:41:48,389 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3578, top1-acc=87.75%, top5-acc=99.54%, remaining_time=0:00:29.882592, arrival_time=2021-04-15 01:42:18.271999, cost_time=0:00:31.127696 2021-04-15 01:41:51,479 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.3576, top1-acc=87.78%, top5-acc=99.53%, remaining_time=0:00:26.751762, arrival_time=2021-04-15 01:42:18.230793, cost_time=0:00:34.217384 2021-04-15 01:41:54,580 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.3561, top1-acc=87.83%, top5-acc=99.55%, remaining_time=0:00:23.635164, arrival_time=2021-04-15 01:42:18.215587, cost_time=0:00:37.318714 2021-04-15 01:41:57,678 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3577, top1-acc=87.79%, top5-acc=99.55%, remaining_time=0:00:20.519334, arrival_time=2021-04-15 01:42:18.197794, cost_time=0:00:40.416826 2021-04-15 01:42:00,779 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.65ms, fps=826 images/s, loss=0.3591, top1-acc=87.76%, top5-acc=99.55%, remaining_time=0:00:17.407152, arrival_time=2021-04-15 01:42:18.186694, cost_time=0:00:43.517810 2021-04-15 01:42:03,875 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3600, top1-acc=87.74%, top5-acc=99.55%, remaining_time=0:00:14.294868, arrival_time=2021-04-15 01:42:18.170214, cost_time=0:00:46.613711 2021-04-15 01:42:06,964 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3615, top1-acc=87.71%, top5-acc=99.55%, remaining_time=0:00:11.183040, arrival_time=2021-04-15 01:42:18.147301, cost_time=0:00:49.702425 2021-04-15 01:42:10,054 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.3636, top1-acc=87.63%, top5-acc=99.55%, remaining_time=0:00:08.074170, arrival_time=2021-04-15 01:42:18.128494, cost_time=0:00:52.792638 2021-04-15 01:42:13,153 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.3646, top1-acc=87.58%, top5-acc=99.56%, remaining_time=0:00:04.968192, arrival_time=2021-04-15 01:42:18.121920, cost_time=0:00:55.892091 2021-04-15 01:42:16,243 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.75ms, fps=829 images/s, loss=0.3649, top1-acc=87.58%, top5-acc=99.55%, remaining_time=0:00:01.862592, arrival_time=2021-04-15 01:42:18.106312, cost_time=0:00:58.982016 2021-04-15 01:42:17,890 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.3655, top1-acc=87.61%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:17.890931, cost_time=0:01:00.629282 2021-04-15 01:42:18,972 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.47ms, fps=2372 images/s, loss=0.5888, top1-acc=80.43%, top5-acc=98.83%, remaining_time=0:00:03.237450, arrival_time=2021-04-15 01:42:22.209457, cost_time=0:00:01.079148 2021-04-15 01:42:19,912 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.55ms, fps=2723 images/s, loss=0.5829, top1-acc=80.51%, top5-acc=99.02%, remaining_time=0:00:02.019660, arrival_time=2021-04-15 01:42:21.932186, cost_time=0:00:02.019652 2021-04-15 01:42:20,852 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.29ms, fps=2726 images/s, loss=0.5904, top1-acc=80.52%, top5-acc=98.89%, remaining_time=0:00:00.986380, arrival_time=2021-04-15 01:42:21.838355, cost_time=0:00:02.959125 2021-04-15 01:42:21,706 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=2716 images/s, loss=0.5993, top1-acc=80.90%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:21.706330, cost_time=0:00:03.813518 2021-04-15 01:42:21,970 INFO : Epoch=0026 complete, best val top1-acc=82.83%, top5-acc=99.25% (epoch=23), remaining_time=3:07:48.481686, arrival_time=2021-04-15 04:50:10.452599, cost_time=0:28:03.796105 2021-04-15 01:42:21,972 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 01:42:25,254 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.49ms, fps=780 images/s, loss=0.3863, top1-acc=86.84%, top5-acc=99.41%, remaining_time=0:01:01.039062, arrival_time=2021-04-15 01:43:26.293225, cost_time=0:00:03.281667 2021-04-15 01:42:28,367 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.46ms, fps=823 images/s, loss=0.3691, top1-acc=87.15%, top5-acc=99.55%, remaining_time=0:00:56.273712, arrival_time=2021-04-15 01:43:24.640810, cost_time=0:00:06.394743 2021-04-15 01:42:31,460 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.3667, top1-acc=87.41%, top5-acc=99.54%, remaining_time=0:00:52.498330, arrival_time=2021-04-15 01:43:23.958338, cost_time=0:00:09.487642 2021-04-15 01:42:34,554 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3630, top1-acc=87.40%, top5-acc=99.57%, remaining_time=0:00:49.071672, arrival_time=2021-04-15 01:43:23.626507, cost_time=0:00:12.582467 2021-04-15 01:42:37,642 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.3648, top1-acc=87.46%, top5-acc=99.55%, remaining_time=0:00:45.755232, arrival_time=2021-04-15 01:43:23.397237, cost_time=0:00:15.669600 2021-04-15 01:42:40,732 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.3641, top1-acc=87.48%, top5-acc=99.57%, remaining_time=0:00:42.522168, arrival_time=2021-04-15 01:43:23.254320, cost_time=0:00:18.759797 2021-04-15 01:42:43,827 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3654, top1-acc=87.42%, top5-acc=99.56%, remaining_time=0:00:39.339342, arrival_time=2021-04-15 01:43:23.166925, cost_time=0:00:21.855224 2021-04-15 01:42:46,914 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3636, top1-acc=87.52%, top5-acc=99.58%, remaining_time=0:00:36.165668, arrival_time=2021-04-15 01:43:23.079968, cost_time=0:00:24.941847 2021-04-15 01:42:50,005 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3597, top1-acc=87.63%, top5-acc=99.61%, remaining_time=0:00:33.016350, arrival_time=2021-04-15 01:43:23.021368, cost_time=0:00:28.032718 2021-04-15 01:42:53,103 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.68ms, fps=826 images/s, loss=0.3581, top1-acc=87.75%, top5-acc=99.61%, remaining_time=0:00:29.885952, arrival_time=2021-04-15 01:43:22.989520, cost_time=0:00:31.131157 2021-04-15 01:42:56,195 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3584, top1-acc=87.64%, top5-acc=99.62%, remaining_time=0:00:26.756062, arrival_time=2021-04-15 01:43:22.951205, cost_time=0:00:34.222861 2021-04-15 01:42:59,289 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.3552, top1-acc=87.78%, top5-acc=99.62%, remaining_time=0:00:23.634404, arrival_time=2021-04-15 01:43:22.924253, cost_time=0:00:37.317483 2021-04-15 01:43:02,377 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.3557, top1-acc=87.77%, top5-acc=99.63%, remaining_time=0:00:20.513328, arrival_time=2021-04-15 01:43:22.890859, cost_time=0:00:40.405073 2021-04-15 01:43:05,477 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.96ms, fps=826 images/s, loss=0.3548, top1-acc=87.82%, top5-acc=99.62%, remaining_time=0:00:17.402168, arrival_time=2021-04-15 01:43:22.880002, cost_time=0:00:43.505469 2021-04-15 01:43:08,570 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=2.15ms, fps=828 images/s, loss=0.3565, top1-acc=87.78%, top5-acc=99.60%, remaining_time=0:00:14.290038, arrival_time=2021-04-15 01:43:22.860381, cost_time=0:00:46.597980 2021-04-15 01:43:11,669 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.3588, top1-acc=87.72%, top5-acc=99.60%, remaining_time=0:00:11.181780, arrival_time=2021-04-15 01:43:22.851032, cost_time=0:00:49.696848 2021-04-15 01:43:14,769 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.3602, top1-acc=87.69%, top5-acc=99.60%, remaining_time=0:00:08.074898, arrival_time=2021-04-15 01:43:22.844684, cost_time=0:00:52.797419 2021-04-15 01:43:17,868 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.3600, top1-acc=87.72%, top5-acc=99.58%, remaining_time=0:00:04.968496, arrival_time=2021-04-15 01:43:22.836516, cost_time=0:00:55.895533 2021-04-15 01:43:20,966 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.3614, top1-acc=87.66%, top5-acc=99.59%, remaining_time=0:00:01.862982, arrival_time=2021-04-15 01:43:22.829754, cost_time=0:00:58.994480 2021-04-15 01:43:22,614 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.71ms, fps=826 images/s, loss=0.3622, top1-acc=87.63%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:22.614410, cost_time=0:01:00.642056 2021-04-15 01:43:23,717 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.43ms, fps=2325 images/s, loss=0.5182, top1-acc=81.33%, top5-acc=99.57%, remaining_time=0:00:03.302370, arrival_time=2021-04-15 01:43:27.019768, cost_time=0:00:01.100793 2021-04-15 01:43:24,659 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.33ms, fps=2719 images/s, loss=0.5344, top1-acc=81.52%, top5-acc=99.36%, remaining_time=0:00:02.043200, arrival_time=2021-04-15 01:43:26.702808, cost_time=0:00:02.043210 2021-04-15 01:43:25,599 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.31ms, fps=2725 images/s, loss=0.5478, top1-acc=81.46%, top5-acc=99.23%, remaining_time=0:00:00.994390, arrival_time=2021-04-15 01:43:26.594046, cost_time=0:00:02.983173 2021-04-15 01:43:26,458 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=2704 images/s, loss=0.5453, top1-acc=81.40%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:26.458109, cost_time=0:00:03.841659 2021-04-15 01:43:26,739 INFO : Epoch=0027 complete, best val top1-acc=82.83%, top5-acc=99.25% (epoch=23), remaining_time=3:06:43.765450, arrival_time=2021-04-15 04:50:10.504819, cost_time=0:29:08.564552 2021-04-15 01:43:26,740 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 01:43:30,002 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.49ms, fps=785 images/s, loss=0.3591, top1-acc=87.07%, top5-acc=99.84%, remaining_time=0:01:00.673014, arrival_time=2021-04-15 01:44:30.675813, cost_time=0:00:03.261991 2021-04-15 01:43:33,105 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.3535, top1-acc=87.93%, top5-acc=99.77%, remaining_time=0:00:56.003904, arrival_time=2021-04-15 01:44:29.108958, cost_time=0:00:06.364071 2021-04-15 01:43:36,197 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3504, top1-acc=87.90%, top5-acc=99.71%, remaining_time=0:00:52.323532, arrival_time=2021-04-15 01:44:28.520470, cost_time=0:00:09.456053 2021-04-15 01:43:39,299 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.49ms, fps=825 images/s, loss=0.3507, top1-acc=87.92%, top5-acc=99.70%, remaining_time=0:00:48.976356, arrival_time=2021-04-15 01:44:28.275405, cost_time=0:00:12.558057 2021-04-15 01:43:42,396 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.3534, top1-acc=87.77%, top5-acc=99.69%, remaining_time=0:00:45.713038, arrival_time=2021-04-15 01:44:28.109095, cost_time=0:00:15.655173 2021-04-15 01:43:45,494 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.3582, top1-acc=87.60%, top5-acc=99.69%, remaining_time=0:00:42.507072, arrival_time=2021-04-15 01:44:28.001104, cost_time=0:00:18.753146 2021-04-15 01:43:48,589 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3581, top1-acc=87.66%, top5-acc=99.66%, remaining_time=0:00:39.328254, arrival_time=2021-04-15 01:44:27.918145, cost_time=0:00:21.849008 2021-04-15 01:43:51,693 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.3600, top1-acc=87.62%, top5-acc=99.63%, remaining_time=0:00:36.181560, arrival_time=2021-04-15 01:44:27.875286, cost_time=0:00:24.952817 2021-04-15 01:43:54,785 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3609, top1-acc=87.68%, top5-acc=99.63%, remaining_time=0:00:33.030660, arrival_time=2021-04-15 01:44:27.816357, cost_time=0:00:28.044897 2021-04-15 01:43:57,881 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.3607, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:29.894880, arrival_time=2021-04-15 01:44:27.776242, cost_time=0:00:31.140482 2021-04-15 01:44:00,972 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.96ms, fps=828 images/s, loss=0.3613, top1-acc=87.65%, top5-acc=99.62%, remaining_time=0:00:26.763114, arrival_time=2021-04-15 01:44:27.735895, cost_time=0:00:34.231909 2021-04-15 01:44:04,065 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3617, top1-acc=87.61%, top5-acc=99.62%, remaining_time=0:00:23.638660, arrival_time=2021-04-15 01:44:27.703679, cost_time=0:00:37.324199 2021-04-15 01:44:07,164 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.16ms, fps=826 images/s, loss=0.3621, top1-acc=87.57%, top5-acc=99.63%, remaining_time=0:00:20.522832, arrival_time=2021-04-15 01:44:27.687412, cost_time=0:00:40.423703 2021-04-15 01:44:10,257 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3620, top1-acc=87.54%, top5-acc=99.63%, remaining_time=0:00:17.406536, arrival_time=2021-04-15 01:44:27.663690, cost_time=0:00:43.516339 2021-04-15 01:44:13,348 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.3614, top1-acc=87.55%, top5-acc=99.63%, remaining_time=0:00:14.293028, arrival_time=2021-04-15 01:44:27.641574, cost_time=0:00:46.607731 2021-04-15 01:44:16,442 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3606, top1-acc=87.57%, top5-acc=99.63%, remaining_time=0:00:11.182824, arrival_time=2021-04-15 01:44:27.625134, cost_time=0:00:49.701439 2021-04-15 01:44:19,534 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3610, top1-acc=87.55%, top5-acc=99.64%, remaining_time=0:00:08.074274, arrival_time=2021-04-15 01:44:27.608390, cost_time=0:00:52.793309 2021-04-15 01:44:22,625 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3631, top1-acc=87.48%, top5-acc=99.63%, remaining_time=0:00:04.967520, arrival_time=2021-04-15 01:44:27.592946, cost_time=0:00:55.884624 2021-04-15 01:44:25,719 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.21ms, fps=828 images/s, loss=0.3614, top1-acc=87.51%, top5-acc=99.63%, remaining_time=0:00:01.862478, arrival_time=2021-04-15 01:44:27.581907, cost_time=0:00:58.978518 2021-04-15 01:44:27,369 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.22ms, fps=825 images/s, loss=0.3616, top1-acc=87.50%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:27.369297, cost_time=0:01:00.628503 2021-04-15 01:44:28,466 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.21ms, fps=2339 images/s, loss=0.4896, top1-acc=83.01%, top5-acc=99.18%, remaining_time=0:00:03.284040, arrival_time=2021-04-15 01:44:31.750877, cost_time=0:00:01.094681 2021-04-15 01:44:29,404 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.29ms, fps=2733 images/s, loss=0.5046, top1-acc=82.75%, top5-acc=99.28%, remaining_time=0:00:02.031880, arrival_time=2021-04-15 01:44:31.435948, cost_time=0:00:02.031874 2021-04-15 01:44:30,345 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.31ms, fps=2721 images/s, loss=0.4965, top1-acc=83.01%, top5-acc=99.30%, remaining_time=0:00:00.991040, arrival_time=2021-04-15 01:44:31.336298, cost_time=0:00:02.973109 2021-04-15 01:44:31,201 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=2710 images/s, loss=0.4982, top1-acc=83.02%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:31.201631, cost_time=0:00:03.829514 2021-04-15 01:44:31,645 INFO : Epoch=0028 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:05:39.890288, arrival_time=2021-04-15 04:50:11.535645, cost_time=0:30:13.470518 2021-04-15 01:44:31,647 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 01:44:34,924 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.41ms, fps=781 images/s, loss=0.3497, top1-acc=88.59%, top5-acc=99.45%, remaining_time=0:01:00.939180, arrival_time=2021-04-15 01:45:35.863207, cost_time=0:00:03.276302 2021-04-15 01:44:38,019 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3449, top1-acc=88.34%, top5-acc=99.51%, remaining_time=0:00:56.073424, arrival_time=2021-04-15 01:45:34.093132, cost_time=0:00:06.371985 2021-04-15 01:44:41,108 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.3569, top1-acc=87.59%, top5-acc=99.58%, remaining_time=0:00:52.348930, arrival_time=2021-04-15 01:45:33.457368, cost_time=0:00:09.460636 2021-04-15 01:44:44,209 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.3692, top1-acc=87.14%, top5-acc=99.57%, remaining_time=0:00:48.988836, arrival_time=2021-04-15 01:45:33.197801, cost_time=0:00:12.561243 2021-04-15 01:44:47,315 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.64ms, fps=824 images/s, loss=0.3621, top1-acc=87.38%, top5-acc=99.60%, remaining_time=0:00:45.749830, arrival_time=2021-04-15 01:45:33.065324, cost_time=0:00:15.667774 2021-04-15 01:44:50,405 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3622, top1-acc=87.28%, top5-acc=99.63%, remaining_time=0:00:42.516456, arrival_time=2021-04-15 01:45:32.921415, cost_time=0:00:18.757235 2021-04-15 01:44:53,493 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.3616, top1-acc=87.26%, top5-acc=99.61%, remaining_time=0:00:39.321450, arrival_time=2021-04-15 01:45:32.814439, cost_time=0:00:21.845269 2021-04-15 01:44:56,590 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.3597, top1-acc=87.39%, top5-acc=99.63%, remaining_time=0:00:36.167408, arrival_time=2021-04-15 01:45:32.758259, cost_time=0:00:24.943022 2021-04-15 01:44:59,681 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3600, top1-acc=87.43%, top5-acc=99.63%, remaining_time=0:00:33.017198, arrival_time=2021-04-15 01:45:32.698330, cost_time=0:00:28.033472 2021-04-15 01:45:02,772 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3635, top1-acc=87.36%, top5-acc=99.61%, remaining_time=0:00:29.879712, arrival_time=2021-04-15 01:45:32.652173, cost_time=0:00:31.124711 2021-04-15 01:45:05,872 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.3659, top1-acc=87.28%, top5-acc=99.62%, remaining_time=0:00:26.757524, arrival_time=2021-04-15 01:45:32.629934, cost_time=0:00:34.224756 2021-04-15 01:45:08,971 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.3667, top1-acc=87.28%, top5-acc=99.62%, remaining_time=0:00:23.638280, arrival_time=2021-04-15 01:45:32.609677, cost_time=0:00:37.323570 2021-04-15 01:45:12,075 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.23ms, fps=825 images/s, loss=0.3685, top1-acc=87.21%, top5-acc=99.60%, remaining_time=0:00:20.524812, arrival_time=2021-04-15 01:45:32.600180, cost_time=0:00:40.427611 2021-04-15 01:45:15,177 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.53ms, fps=825 images/s, loss=0.3668, top1-acc=87.30%, top5-acc=99.60%, remaining_time=0:00:17.411968, arrival_time=2021-04-15 01:45:32.589795, cost_time=0:00:43.529971 2021-04-15 01:45:18,289 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.97ms, fps=823 images/s, loss=0.3666, top1-acc=87.29%, top5-acc=99.60%, remaining_time=0:00:14.303424, arrival_time=2021-04-15 01:45:32.592807, cost_time=0:00:46.641650 2021-04-15 01:45:21,388 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.3662, top1-acc=87.29%, top5-acc=99.61%, remaining_time=0:00:11.191608, arrival_time=2021-04-15 01:45:32.579811, cost_time=0:00:49.740480 2021-04-15 01:45:24,481 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3665, top1-acc=87.27%, top5-acc=99.61%, remaining_time=0:00:08.080462, arrival_time=2021-04-15 01:45:32.561999, cost_time=0:00:52.833807 2021-04-15 01:45:27,572 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=2.19ms, fps=828 images/s, loss=0.3667, top1-acc=87.24%, top5-acc=99.61%, remaining_time=0:00:04.971088, arrival_time=2021-04-15 01:45:32.543698, cost_time=0:00:55.924815 2021-04-15 01:45:30,674 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.25ms, fps=825 images/s, loss=0.3661, top1-acc=87.27%, top5-acc=99.62%, remaining_time=0:00:01.864020, arrival_time=2021-04-15 01:45:32.538944, cost_time=0:00:59.027271 2021-04-15 01:45:32,324 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.33ms, fps=825 images/s, loss=0.3662, top1-acc=87.30%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:32.323961, cost_time=0:01:00.676235 2021-04-15 01:45:33,385 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.22ms, fps=2416 images/s, loss=0.4976, top1-acc=83.12%, top5-acc=98.91%, remaining_time=0:00:03.179190, arrival_time=2021-04-15 01:45:36.564988, cost_time=0:00:01.059731 2021-04-15 01:45:34,324 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.55ms, fps=2729 images/s, loss=0.5070, top1-acc=83.03%, top5-acc=98.98%, remaining_time=0:00:01.998120, arrival_time=2021-04-15 01:45:36.322298, cost_time=0:00:01.998124 2021-04-15 01:45:35,262 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.53ms, fps=2730 images/s, loss=0.5044, top1-acc=82.89%, top5-acc=99.01%, remaining_time=0:00:00.978740, arrival_time=2021-04-15 01:45:36.241028, cost_time=0:00:02.936231 2021-04-15 01:45:36,118 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=1.19ms, fps=2712 images/s, loss=0.5096, top1-acc=82.78%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:36.117960, cost_time=0:00:03.791936 2021-04-15 01:45:36,334 INFO : Epoch=0029 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:04:34.665033, arrival_time=2021-04-15 04:50:10.999424, cost_time=0:31:18.159578 2021-04-15 01:45:36,335 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 01:45:39,636 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=4.93ms, fps=776 images/s, loss=0.3602, top1-acc=87.62%, top5-acc=99.61%, remaining_time=0:01:01.396182, arrival_time=2021-04-15 01:46:41.032880, cost_time=0:00:03.300872 2021-04-15 01:45:42,732 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.99ms, fps=827 images/s, loss=0.3582, top1-acc=87.97%, top5-acc=99.57%, remaining_time=0:00:56.292544, arrival_time=2021-04-15 01:46:39.025273, cost_time=0:00:06.396889 2021-04-15 01:45:45,833 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.3640, top1-acc=87.75%, top5-acc=99.49%, remaining_time=0:00:52.553940, arrival_time=2021-04-15 01:46:38.387459, cost_time=0:00:09.497702 2021-04-15 01:45:48,926 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.3562, top1-acc=87.98%, top5-acc=99.54%, remaining_time=0:00:49.103496, arrival_time=2021-04-15 01:46:38.029954, cost_time=0:00:12.590647 2021-04-15 01:45:52,029 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.86ms, fps=825 images/s, loss=0.3542, top1-acc=88.03%, top5-acc=99.58%, remaining_time=0:00:45.826188, arrival_time=2021-04-15 01:46:37.855909, cost_time=0:00:15.693904 2021-04-15 01:45:55,120 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3569, top1-acc=87.75%, top5-acc=99.58%, remaining_time=0:00:42.578472, arrival_time=2021-04-15 01:46:37.698895, cost_time=0:00:18.784603 2021-04-15 01:45:58,214 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.3599, top1-acc=87.66%, top5-acc=99.59%, remaining_time=0:00:39.382056, arrival_time=2021-04-15 01:46:37.596841, cost_time=0:00:21.878888 2021-04-15 01:46:01,308 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3586, top1-acc=87.69%, top5-acc=99.56%, remaining_time=0:00:36.210676, arrival_time=2021-04-15 01:46:37.519427, cost_time=0:00:24.972893 2021-04-15 01:46:04,395 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.3566, top1-acc=87.75%, top5-acc=99.58%, remaining_time=0:00:33.047514, arrival_time=2021-04-15 01:46:37.442493, cost_time=0:00:28.059240 2021-04-15 01:46:07,488 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3571, top1-acc=87.71%, top5-acc=99.59%, remaining_time=0:00:29.906304, arrival_time=2021-04-15 01:46:37.394563, cost_time=0:00:31.152446 2021-04-15 01:46:10,578 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.3606, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:26.771628, arrival_time=2021-04-15 01:46:37.350230, cost_time=0:00:34.242823 2021-04-15 01:46:13,666 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3619, top1-acc=87.53%, top5-acc=99.57%, remaining_time=0:00:23.642992, arrival_time=2021-04-15 01:46:37.309793, cost_time=0:00:37.330985 2021-04-15 01:46:16,759 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3623, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:20.522964, arrival_time=2021-04-15 01:46:37.282790, cost_time=0:00:40.424078 2021-04-15 01:46:19,846 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3625, top1-acc=87.63%, top5-acc=99.58%, remaining_time=0:00:17.404016, arrival_time=2021-04-15 01:46:37.249994, cost_time=0:00:43.510041 2021-04-15 01:46:22,936 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3648, top1-acc=87.55%, top5-acc=99.58%, remaining_time=0:00:14.290866, arrival_time=2021-04-15 01:46:37.227274, cost_time=0:00:46.600622 2021-04-15 01:46:26,035 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.63ms, fps=826 images/s, loss=0.3647, top1-acc=87.53%, top5-acc=99.58%, remaining_time=0:00:11.182428, arrival_time=2021-04-15 01:46:37.217895, cost_time=0:00:49.699725 2021-04-15 01:46:29,126 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3633, top1-acc=87.58%, top5-acc=99.58%, remaining_time=0:00:08.073884, arrival_time=2021-04-15 01:46:37.200553, cost_time=0:00:52.790844 2021-04-15 01:46:32,219 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.76ms, fps=828 images/s, loss=0.3629, top1-acc=87.64%, top5-acc=99.58%, remaining_time=0:00:04.967424, arrival_time=2021-04-15 01:46:37.186716, cost_time=0:00:55.883541 2021-04-15 01:46:35,311 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3630, top1-acc=87.64%, top5-acc=99.58%, remaining_time=0:00:01.862400, arrival_time=2021-04-15 01:46:37.174218, cost_time=0:00:58.976083 2021-04-15 01:46:36,962 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.22ms, fps=824 images/s, loss=0.3636, top1-acc=87.61%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:36.962471, cost_time=0:01:00.626741 2021-04-15 01:46:38,019 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.49ms, fps=2425 images/s, loss=0.5136, top1-acc=82.77%, top5-acc=99.34%, remaining_time=0:00:03.166560, arrival_time=2021-04-15 01:46:41.186423, cost_time=0:00:01.055517 2021-04-15 01:46:38,961 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=2.20ms, fps=2721 images/s, loss=0.5180, top1-acc=82.66%, top5-acc=99.20%, remaining_time=0:00:01.996780, arrival_time=2021-04-15 01:46:40.957973, cost_time=0:00:01.996782 2021-04-15 01:46:39,901 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.40ms, fps=2725 images/s, loss=0.5090, top1-acc=82.60%, top5-acc=99.27%, remaining_time=0:00:00.978950, arrival_time=2021-04-15 01:46:40.880129, cost_time=0:00:02.936838 2021-04-15 01:46:40,759 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=2704 images/s, loss=0.5205, top1-acc=82.44%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:40.759603, cost_time=0:00:03.795260 2021-04-15 01:46:41,035 INFO : Epoch=0030 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:03:29.544420, arrival_time=2021-04-15 04:50:10.580003, cost_time=0:32:22.860770 2021-04-15 01:46:41,036 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 01:46:44,307 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=2.02ms, fps=783 images/s, loss=0.3468, top1-acc=88.44%, top5-acc=99.69%, remaining_time=0:01:00.826092, arrival_time=2021-04-15 01:47:45.133494, cost_time=0:00:03.270217 2021-04-15 01:46:47,403 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.21ms, fps=827 images/s, loss=0.3465, top1-acc=88.50%, top5-acc=99.69%, remaining_time=0:00:56.023440, arrival_time=2021-04-15 01:47:43.427010, cost_time=0:00:06.366299 2021-04-15 01:46:50,503 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.3523, top1-acc=87.94%, top5-acc=99.64%, remaining_time=0:00:52.382296, arrival_time=2021-04-15 01:47:42.886122, cost_time=0:00:09.466678 2021-04-15 01:46:53,601 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3596, top1-acc=87.69%, top5-acc=99.61%, remaining_time=0:00:49.000536, arrival_time=2021-04-15 01:47:42.601950, cost_time=0:00:12.564244 2021-04-15 01:46:56,693 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.3574, top1-acc=87.72%, top5-acc=99.61%, remaining_time=0:00:45.717272, arrival_time=2021-04-15 01:47:42.411023, cost_time=0:00:15.656596 2021-04-15 01:46:59,787 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.3603, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:42.501632, arrival_time=2021-04-15 01:47:42.289501, cost_time=0:00:18.750729 2021-04-15 01:47:02,878 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3589, top1-acc=87.71%, top5-acc=99.61%, remaining_time=0:00:39.313764, arrival_time=2021-04-15 01:47:42.191900, cost_time=0:00:21.840984 2021-04-15 01:47:05,987 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=2.07ms, fps=823 images/s, loss=0.3584, top1-acc=87.74%, top5-acc=99.59%, remaining_time=0:00:36.178080, arrival_time=2021-04-15 01:47:42.165617, cost_time=0:00:24.950380 2021-04-15 01:47:09,079 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.3586, top1-acc=87.70%, top5-acc=99.58%, remaining_time=0:00:33.028222, arrival_time=2021-04-15 01:47:42.108147, cost_time=0:00:28.042838 2021-04-15 01:47:12,171 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.29ms, fps=828 images/s, loss=0.3552, top1-acc=87.82%, top5-acc=99.59%, remaining_time=0:00:29.888832, arrival_time=2021-04-15 01:47:42.060228, cost_time=0:00:31.134249 2021-04-15 01:47:15,258 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.3534, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:00:26.754600, arrival_time=2021-04-15 01:47:42.012669, cost_time=0:00:34.220997 2021-04-15 01:47:18,356 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.3528, top1-acc=87.94%, top5-acc=99.61%, remaining_time=0:00:23.635468, arrival_time=2021-04-15 01:47:41.991714, cost_time=0:00:37.319108 2021-04-15 01:47:21,450 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.84ms, fps=827 images/s, loss=0.3524, top1-acc=87.99%, top5-acc=99.60%, remaining_time=0:00:20.517750, arrival_time=2021-04-15 01:47:41.968535, cost_time=0:00:40.413711 2021-04-15 01:47:24,541 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.17ms, fps=829 images/s, loss=0.3518, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:17.401496, arrival_time=2021-04-15 01:47:41.942436, cost_time=0:00:43.503794 2021-04-15 01:47:27,638 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3526, top1-acc=88.03%, top5-acc=99.59%, remaining_time=0:00:14.291188, arrival_time=2021-04-15 01:47:41.929934, cost_time=0:00:46.601667 2021-04-15 01:47:30,731 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3538, top1-acc=87.96%, top5-acc=99.59%, remaining_time=0:00:11.181348, arrival_time=2021-04-15 01:47:41.913255, cost_time=0:00:49.694835 2021-04-15 01:47:33,835 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.60ms, fps=825 images/s, loss=0.3553, top1-acc=87.93%, top5-acc=99.58%, remaining_time=0:00:08.075028, arrival_time=2021-04-15 01:47:41.910430, cost_time=0:00:52.798254 2021-04-15 01:47:36,932 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.3543, top1-acc=87.95%, top5-acc=99.58%, remaining_time=0:00:04.968448, arrival_time=2021-04-15 01:47:41.900645, cost_time=0:00:55.895113 2021-04-15 01:47:40,021 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.3549, top1-acc=87.96%, top5-acc=99.57%, remaining_time=0:00:01.862682, arrival_time=2021-04-15 01:47:41.884585, cost_time=0:00:58.984837 2021-04-15 01:47:41,668 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.29ms, fps=826 images/s, loss=0.3553, top1-acc=87.93%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:41.667986, cost_time=0:01:00.630911 2021-04-15 01:47:42,716 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.47ms, fps=2447 images/s, loss=0.5322, top1-acc=81.56%, top5-acc=99.34%, remaining_time=0:00:03.138450, arrival_time=2021-04-15 01:47:45.854519, cost_time=0:00:01.046148 2021-04-15 01:47:43,661 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.48ms, fps=2708 images/s, loss=0.5208, top1-acc=81.45%, top5-acc=99.28%, remaining_time=0:00:01.991720, arrival_time=2021-04-15 01:47:45.653429, cost_time=0:00:01.991713 2021-04-15 01:47:44,602 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.53ms, fps=2723 images/s, loss=0.5277, top1-acc=81.47%, top5-acc=99.24%, remaining_time=0:00:00.977460, arrival_time=2021-04-15 01:47:45.579770, cost_time=0:00:02.932384 2021-04-15 01:47:45,458 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.10ms, fps=2710 images/s, loss=0.5295, top1-acc=81.58%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:45.458816, cost_time=0:00:03.788916 2021-04-15 01:47:45,719 INFO : Epoch=0031 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:02:24.354655, arrival_time=2021-04-15 04:50:10.073821, cost_time=0:33:27.544335 2021-04-15 01:47:45,722 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 01:47:48,993 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.52ms, fps=783 images/s, loss=0.3376, top1-acc=88.87%, top5-acc=99.53%, remaining_time=0:01:00.843948, arrival_time=2021-04-15 01:48:49.837594, cost_time=0:00:03.271185 2021-04-15 01:47:52,086 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.09ms, fps=828 images/s, loss=0.3453, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:56.005136, arrival_time=2021-04-15 01:48:48.091760, cost_time=0:00:06.364216 2021-04-15 01:47:55,176 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.3457, top1-acc=88.07%, top5-acc=99.58%, remaining_time=0:00:52.313904, arrival_time=2021-04-15 01:48:47.490601, cost_time=0:00:09.454328 2021-04-15 01:47:58,283 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.35ms, fps=824 images/s, loss=0.3428, top1-acc=88.16%, top5-acc=99.58%, remaining_time=0:00:48.989616, arrival_time=2021-04-15 01:48:47.273457, cost_time=0:00:12.561460 2021-04-15 01:48:01,376 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.3379, top1-acc=88.31%, top5-acc=99.60%, remaining_time=0:00:45.708658, arrival_time=2021-04-15 01:48:47.084685, cost_time=0:00:15.653669 2021-04-15 01:48:04,471 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.63ms, fps=827 images/s, loss=0.3412, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:42.497688, arrival_time=2021-04-15 01:48:46.969002, cost_time=0:00:18.748958 2021-04-15 01:48:07,562 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=2.05ms, fps=828 images/s, loss=0.3462, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:39.311874, arrival_time=2021-04-15 01:48:46.874144, cost_time=0:00:21.839919 2021-04-15 01:48:10,647 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.66ms, fps=830 images/s, loss=0.3436, top1-acc=88.20%, top5-acc=99.63%, remaining_time=0:00:36.141192, arrival_time=2021-04-15 01:48:46.788474, cost_time=0:00:24.924923 2021-04-15 01:48:13,743 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3420, top1-acc=88.23%, top5-acc=99.62%, remaining_time=0:00:33.002570, arrival_time=2021-04-15 01:48:46.745944, cost_time=0:00:28.021019 2021-04-15 01:48:16,832 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3426, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:29.865888, arrival_time=2021-04-15 01:48:46.698432, cost_time=0:00:31.110254 2021-04-15 01:48:19,928 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3435, top1-acc=88.26%, top5-acc=99.63%, remaining_time=0:00:26.742904, arrival_time=2021-04-15 01:48:46.671343, cost_time=0:00:34.206072 2021-04-15 01:48:23,021 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3461, top1-acc=88.13%, top5-acc=99.62%, remaining_time=0:00:23.622928, arrival_time=2021-04-15 01:48:46.644512, cost_time=0:00:37.299305 2021-04-15 01:48:26,129 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.80ms, fps=824 images/s, loss=0.3466, top1-acc=88.11%, top5-acc=99.62%, remaining_time=0:00:20.514318, arrival_time=2021-04-15 01:48:46.643681, cost_time=0:00:40.407000 2021-04-15 01:48:29,218 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3488, top1-acc=88.01%, top5-acc=99.62%, remaining_time=0:00:17.398640, arrival_time=2021-04-15 01:48:46.617508, cost_time=0:00:43.496560 2021-04-15 01:48:32,309 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3520, top1-acc=87.89%, top5-acc=99.60%, remaining_time=0:00:14.286726, arrival_time=2021-04-15 01:48:46.596234, cost_time=0:00:46.587117 2021-04-15 01:48:35,398 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3532, top1-acc=87.86%, top5-acc=99.61%, remaining_time=0:00:11.177136, arrival_time=2021-04-15 01:48:46.575574, cost_time=0:00:49.676161 2021-04-15 01:48:38,487 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3556, top1-acc=87.73%, top5-acc=99.60%, remaining_time=0:00:08.069958, arrival_time=2021-04-15 01:48:46.557359, cost_time=0:00:52.765126 2021-04-15 01:48:41,579 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3559, top1-acc=87.73%, top5-acc=99.60%, remaining_time=0:00:04.965072, arrival_time=2021-04-15 01:48:46.544520, cost_time=0:00:55.857045 2021-04-15 01:48:44,671 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3566, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:01.861548, arrival_time=2021-04-15 01:48:46.532897, cost_time=0:00:58.949072 2021-04-15 01:48:46,314 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.24ms, fps=828 images/s, loss=0.3562, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:46.314815, cost_time=0:01:00.592545 2021-04-15 01:48:47,378 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.49ms, fps=2410 images/s, loss=0.5481, top1-acc=81.64%, top5-acc=99.02%, remaining_time=0:00:03.186180, arrival_time=2021-04-15 01:48:50.565018, cost_time=0:00:01.062065 2021-04-15 01:48:48,316 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.27ms, fps=2730 images/s, loss=0.5519, top1-acc=81.87%, top5-acc=98.96%, remaining_time=0:00:02, arrival_time=2021-04-15 01:48:50.316760, cost_time=0:00:01.999996 2021-04-15 01:48:49,256 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.46ms, fps=2725 images/s, loss=0.5463, top1-acc=81.86%, top5-acc=98.97%, remaining_time=0:00:00.979880, arrival_time=2021-04-15 01:48:50.236263, cost_time=0:00:02.939637 2021-04-15 01:48:50,112 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.17ms, fps=2711 images/s, loss=0.5409, top1-acc=82.07%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:50.112410, cost_time=0:00:03.795605 2021-04-15 01:48:50,382 INFO : Epoch=0032 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:01:19.087968, arrival_time=2021-04-15 04:50:09.470024, cost_time=0:34:32.207240 2021-04-15 01:48:50,383 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 01:48:53,669 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.62ms, fps=779 images/s, loss=0.3418, top1-acc=88.09%, top5-acc=99.57%, remaining_time=0:01:01.115136, arrival_time=2021-04-15 01:49:54.784609, cost_time=0:00:03.285761 2021-04-15 01:48:56,769 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.89ms, fps=826 images/s, loss=0.3361, top1-acc=88.18%, top5-acc=99.71%, remaining_time=0:00:56.192576, arrival_time=2021-04-15 01:49:52.961736, cost_time=0:00:06.385524 2021-04-15 01:48:59,865 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3489, top1-acc=87.98%, top5-acc=99.75%, remaining_time=0:00:52.468616, arrival_time=2021-04-15 01:49:52.334516, cost_time=0:00:09.482292 2021-04-15 01:49:02,962 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.80ms, fps=827 images/s, loss=0.3498, top1-acc=87.90%, top5-acc=99.72%, remaining_time=0:00:49.058412, arrival_time=2021-04-15 01:49:52.021152, cost_time=0:00:12.579090 2021-04-15 01:49:06,060 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.3555, top1-acc=87.77%, top5-acc=99.68%, remaining_time=0:00:45.775818, arrival_time=2021-04-15 01:49:51.836075, cost_time=0:00:15.676650 2021-04-15 01:49:09,196 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.62ms, fps=817 images/s, loss=0.3555, top1-acc=87.75%, top5-acc=99.66%, remaining_time=0:00:42.641304, arrival_time=2021-04-15 01:49:51.837238, cost_time=0:00:18.812323 2021-04-15 01:49:12,289 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=0.3573, top1-acc=87.75%, top5-acc=99.65%, remaining_time=0:00:39.430188, arrival_time=2021-04-15 01:49:51.719449, cost_time=0:00:21.905653 2021-04-15 01:49:15,385 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.69ms, fps=827 images/s, loss=0.3594, top1-acc=87.72%, top5-acc=99.65%, remaining_time=0:00:36.252552, arrival_time=2021-04-15 01:49:51.637933, cost_time=0:00:25.001768 2021-04-15 01:49:18,484 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.64ms, fps=826 images/s, loss=0.3630, top1-acc=87.55%, top5-acc=99.64%, remaining_time=0:00:33.096062, arrival_time=2021-04-15 01:49:51.580072, cost_time=0:00:28.100400 2021-04-15 01:49:21,582 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.49ms, fps=826 images/s, loss=0.3612, top1-acc=87.66%, top5-acc=99.64%, remaining_time=0:00:29.950560, arrival_time=2021-04-15 01:49:51.532667, cost_time=0:00:31.198493 2021-04-15 01:49:24,671 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3603, top1-acc=87.65%, top5-acc=99.64%, remaining_time=0:00:26.806372, arrival_time=2021-04-15 01:49:51.477291, cost_time=0:00:34.287261 2021-04-15 01:49:27,757 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.66ms, fps=830 images/s, loss=0.3592, top1-acc=87.68%, top5-acc=99.65%, remaining_time=0:00:23.670352, arrival_time=2021-04-15 01:49:51.428168, cost_time=0:00:37.374202 2021-04-15 01:49:30,844 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3569, top1-acc=87.81%, top5-acc=99.64%, remaining_time=0:00:20.541774, arrival_time=2021-04-15 01:49:51.386619, cost_time=0:00:40.461105 2021-04-15 01:49:33,934 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3578, top1-acc=87.77%, top5-acc=99.64%, remaining_time=0:00:17.420144, arrival_time=2021-04-15 01:49:51.354108, cost_time=0:00:43.550421 2021-04-15 01:49:37,025 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.3581, top1-acc=87.76%, top5-acc=99.64%, remaining_time=0:00:14.303608, arrival_time=2021-04-15 01:49:51.329363, cost_time=0:00:46.642140 2021-04-15 01:49:40,118 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.3583, top1-acc=87.77%, top5-acc=99.64%, remaining_time=0:00:11.190312, arrival_time=2021-04-15 01:49:51.308564, cost_time=0:00:49.734709 2021-04-15 01:49:43,211 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3586, top1-acc=87.77%, top5-acc=99.64%, remaining_time=0:00:08.079578, arrival_time=2021-04-15 01:49:51.291170, cost_time=0:00:52.827993 2021-04-15 01:49:46,303 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.01ms, fps=828 images/s, loss=0.3572, top1-acc=87.84%, top5-acc=99.64%, remaining_time=0:00:04.970672, arrival_time=2021-04-15 01:49:51.274359, cost_time=0:00:55.920139 2021-04-15 01:49:49,392 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.3573, top1-acc=87.84%, top5-acc=99.62%, remaining_time=0:00:01.863444, arrival_time=2021-04-15 01:49:51.256108, cost_time=0:00:59.009142 2021-04-15 01:49:51,038 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.25ms, fps=827 images/s, loss=0.3583, top1-acc=87.80%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:51.038373, cost_time=0:01:00.654733 2021-04-15 01:49:52,120 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.51ms, fps=2370 images/s, loss=0.6347, top1-acc=79.06%, top5-acc=98.91%, remaining_time=0:00:03.239970, arrival_time=2021-04-15 01:49:55.360712, cost_time=0:00:01.079991 2021-04-15 01:49:53,059 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.52ms, fps=2729 images/s, loss=0.6420, top1-acc=78.95%, top5-acc=98.96%, remaining_time=0:00:02.018300, arrival_time=2021-04-15 01:49:55.077338, cost_time=0:00:02.018291 2021-04-15 01:49:53,998 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.32ms, fps=2726 images/s, loss=0.6326, top1-acc=79.02%, top5-acc=98.98%, remaining_time=0:00:00.985870, arrival_time=2021-04-15 01:49:54.984233, cost_time=0:00:02.957617 2021-04-15 01:49:54,860 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.12ms, fps=2691 images/s, loss=0.6235, top1-acc=79.53%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:54.860895, cost_time=0:00:03.820183 2021-04-15 01:49:55,146 INFO : Epoch=0033 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=3:00:14.369568, arrival_time=2021-04-15 04:50:09.515613, cost_time=0:35:36.971231 2021-04-15 01:49:55,147 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 01:49:58,411 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.53ms, fps=784 images/s, loss=0.3799, top1-acc=86.87%, top5-acc=99.61%, remaining_time=0:01:00.717468, arrival_time=2021-04-15 01:50:59.129234, cost_time=0:00:03.264376 2021-04-15 01:50:01,512 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.3734, top1-acc=87.38%, top5-acc=99.65%, remaining_time=0:00:56.008832, arrival_time=2021-04-15 01:50:57.520921, cost_time=0:00:06.364640 2021-04-15 01:50:04,606 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3625, top1-acc=87.63%, top5-acc=99.64%, remaining_time=0:00:52.340464, arrival_time=2021-04-15 01:50:56.946998, cost_time=0:00:09.459134 2021-04-15 01:50:07,699 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3497, top1-acc=88.05%, top5-acc=99.67%, remaining_time=0:00:48.954360, arrival_time=2021-04-15 01:50:56.654155, cost_time=0:00:12.552411 2021-04-15 01:50:10,797 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.3579, top1-acc=87.70%, top5-acc=99.66%, remaining_time=0:00:45.698876, arrival_time=2021-04-15 01:50:56.496566, cost_time=0:00:15.650311 2021-04-15 01:50:13,884 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3635, top1-acc=87.56%, top5-acc=99.64%, remaining_time=0:00:42.470216, arrival_time=2021-04-15 01:50:56.354560, cost_time=0:00:18.736889 2021-04-15 01:50:16,975 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3660, top1-acc=87.43%, top5-acc=99.64%, remaining_time=0:00:39.291210, arrival_time=2021-04-15 01:50:56.267032, cost_time=0:00:21.828423 2021-04-15 01:50:20,073 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.87ms, fps=827 images/s, loss=0.3605, top1-acc=87.57%, top5-acc=99.66%, remaining_time=0:00:36.142816, arrival_time=2021-04-15 01:50:56.216393, cost_time=0:00:24.926090 2021-04-15 01:50:23,162 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3604, top1-acc=87.60%, top5-acc=99.66%, remaining_time=0:00:32.995574, arrival_time=2021-04-15 01:50:56.158131, cost_time=0:00:28.015098 2021-04-15 01:50:26,261 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.37ms, fps=826 images/s, loss=0.3584, top1-acc=87.64%, top5-acc=99.68%, remaining_time=0:00:29.868960, arrival_time=2021-04-15 01:50:56.129921, cost_time=0:00:31.113460 2021-04-15 01:50:29,348 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3583, top1-acc=87.63%, top5-acc=99.66%, remaining_time=0:00:26.738690, arrival_time=2021-04-15 01:50:56.086755, cost_time=0:00:34.200612 2021-04-15 01:50:32,435 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3553, top1-acc=87.71%, top5-acc=99.65%, remaining_time=0:00:23.615860, arrival_time=2021-04-15 01:50:56.051627, cost_time=0:00:37.288177 2021-04-15 01:50:35,525 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.3555, top1-acc=87.75%, top5-acc=99.65%, remaining_time=0:00:20.499468, arrival_time=2021-04-15 01:50:56.024584, cost_time=0:00:40.377721 2021-04-15 01:50:38,615 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.3580, top1-acc=87.66%, top5-acc=99.62%, remaining_time=0:00:17.387160, arrival_time=2021-04-15 01:50:56.002527, cost_time=0:00:43.467913 2021-04-15 01:50:41,725 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.3578, top1-acc=87.65%, top5-acc=99.61%, remaining_time=0:00:14.283736, arrival_time=2021-04-15 01:50:56.008672, cost_time=0:00:46.577469 2021-04-15 01:50:44,830 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.33ms, fps=824 images/s, loss=0.3565, top1-acc=87.69%, top5-acc=99.62%, remaining_time=0:00:11.178684, arrival_time=2021-04-15 01:50:56.009206, cost_time=0:00:49.683037 2021-04-15 01:50:47,925 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.3569, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:08.071856, arrival_time=2021-04-15 01:50:55.996830, cost_time=0:00:52.777520 2021-04-15 01:50:51,021 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.3571, top1-acc=87.69%, top5-acc=99.62%, remaining_time=0:00:04.966608, arrival_time=2021-04-15 01:50:55.988470, cost_time=0:00:55.874398 2021-04-15 01:50:54,112 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.24ms, fps=828 images/s, loss=0.3577, top1-acc=87.71%, top5-acc=99.62%, remaining_time=0:00:01.862064, arrival_time=2021-04-15 01:50:55.974946, cost_time=0:00:58.965420 2021-04-15 01:50:55,762 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.94ms, fps=825 images/s, loss=0.3571, top1-acc=87.72%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:55.762257, cost_time=0:01:00.614777 2021-04-15 01:50:56,820 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.39ms, fps=2424 images/s, loss=0.6233, top1-acc=80.00%, top5-acc=98.87%, remaining_time=0:00:03.168870, arrival_time=2021-04-15 01:50:59.989510, cost_time=0:00:01.056293 2021-04-15 01:50:57,761 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.40ms, fps=2723 images/s, loss=0.6331, top1-acc=79.57%, top5-acc=99.04%, remaining_time=0:00:01.997140, arrival_time=2021-04-15 01:50:59.758500, cost_time=0:00:01.997139 2021-04-15 01:50:58,698 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.52ms, fps=2732 images/s, loss=0.6289, top1-acc=79.71%, top5-acc=98.98%, remaining_time=0:00:00.978170, arrival_time=2021-04-15 01:50:59.676907, cost_time=0:00:02.934517 2021-04-15 01:50:59,552 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=2717 images/s, loss=0.6418, top1-acc=79.58%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:59.552906, cost_time=0:00:03.788705 2021-04-15 01:50:59,822 INFO : Epoch=0034 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=2:59:09.222764, arrival_time=2021-04-15 04:50:09.045629, cost_time=0:36:41.648050 2021-04-15 01:50:59,824 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 01:51:03,099 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.06ms, fps=782 images/s, loss=0.3430, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:01:00.913884, arrival_time=2021-04-15 01:52:04.013227, cost_time=0:00:03.274935 2021-04-15 01:51:06,196 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3275, top1-acc=88.79%, top5-acc=99.67%, remaining_time=0:00:56.071488, arrival_time=2021-04-15 01:52:02.267654, cost_time=0:00:06.371758 2021-04-15 01:51:09,286 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3367, top1-acc=88.40%, top5-acc=99.67%, remaining_time=0:00:52.356068, arrival_time=2021-04-15 01:52:01.642396, cost_time=0:00:09.461945 2021-04-15 01:51:12,377 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3413, top1-acc=88.30%, top5-acc=99.65%, remaining_time=0:00:48.955452, arrival_time=2021-04-15 01:52:01.332729, cost_time=0:00:12.552664 2021-04-15 01:51:15,472 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.3464, top1-acc=88.09%, top5-acc=99.70%, remaining_time=0:00:45.691284, arrival_time=2021-04-15 01:52:01.163308, cost_time=0:00:15.647721 2021-04-15 01:51:18,562 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3456, top1-acc=88.19%, top5-acc=99.69%, remaining_time=0:00:42.472120, arrival_time=2021-04-15 01:52:01.034165, cost_time=0:00:18.737673 2021-04-15 01:51:21,657 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.3455, top1-acc=88.07%, top5-acc=99.68%, remaining_time=0:00:39.298770, arrival_time=2021-04-15 01:52:00.955872, cost_time=0:00:21.832668 2021-04-15 01:51:24,749 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3462, top1-acc=88.04%, top5-acc=99.69%, remaining_time=0:00:36.140960, arrival_time=2021-04-15 01:52:00.890177, cost_time=0:00:24.924812 2021-04-15 01:51:27,840 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3506, top1-acc=87.86%, top5-acc=99.68%, remaining_time=0:00:32.996952, arrival_time=2021-04-15 01:52:00.837507, cost_time=0:00:28.016252 2021-04-15 01:51:30,933 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.3537, top1-acc=87.76%, top5-acc=99.67%, remaining_time=0:00:29.864544, arrival_time=2021-04-15 01:52:00.797771, cost_time=0:00:31.108853 2021-04-15 01:51:34,024 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3550, top1-acc=87.69%, top5-acc=99.66%, remaining_time=0:00:26.738690, arrival_time=2021-04-15 01:52:00.763604, cost_time=0:00:34.200622 2021-04-15 01:51:37,113 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3545, top1-acc=87.66%, top5-acc=99.67%, remaining_time=0:00:23.616316, arrival_time=2021-04-15 01:52:00.729595, cost_time=0:00:37.288888 2021-04-15 01:51:40,205 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3555, top1-acc=87.65%, top5-acc=99.67%, remaining_time=0:00:20.501052, arrival_time=2021-04-15 01:52:00.706220, cost_time=0:00:40.380882 2021-04-15 01:51:43,303 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.98ms, fps=827 images/s, loss=0.3557, top1-acc=87.64%, top5-acc=99.68%, remaining_time=0:00:17.391416, arrival_time=2021-04-15 01:52:00.694451, cost_time=0:00:43.478604 2021-04-15 01:51:46,395 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3562, top1-acc=87.65%, top5-acc=99.67%, remaining_time=0:00:14.281850, arrival_time=2021-04-15 01:52:00.677341, cost_time=0:00:46.571185 2021-04-15 01:51:49,491 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.3554, top1-acc=87.67%, top5-acc=99.67%, remaining_time=0:00:11.175192, arrival_time=2021-04-15 01:52:00.667033, cost_time=0:00:49.667545 2021-04-15 01:51:52,583 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3529, top1-acc=87.73%, top5-acc=99.68%, remaining_time=0:00:08.069048, arrival_time=2021-04-15 01:52:00.652603, cost_time=0:00:52.759192 2021-04-15 01:51:55,677 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.3540, top1-acc=87.69%, top5-acc=99.68%, remaining_time=0:00:04.964720, arrival_time=2021-04-15 01:52:00.642128, cost_time=0:00:55.853101 2021-04-15 01:51:58,764 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.24ms, fps=829 images/s, loss=0.3539, top1-acc=87.71%, top5-acc=99.66%, remaining_time=0:00:01.861272, arrival_time=2021-04-15 01:52:00.625799, cost_time=0:00:58.940213 2021-04-15 01:52:00,415 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.29ms, fps=824 images/s, loss=0.3543, top1-acc=87.72%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:00.415265, cost_time=0:01:00.590969 2021-04-15 01:52:01,526 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.22ms, fps=2307 images/s, loss=0.7658, top1-acc=75.98%, top5-acc=98.05%, remaining_time=0:00:03.328650, arrival_time=2021-04-15 01:52:04.855382, cost_time=0:00:01.109548 2021-04-15 01:52:02,471 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.39ms, fps=2712 images/s, loss=0.7668, top1-acc=75.51%, top5-acc=98.28%, remaining_time=0:00:02.053960, arrival_time=2021-04-15 01:52:04.525178, cost_time=0:00:02.053954 2021-04-15 01:52:03,411 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.32ms, fps=2723 images/s, loss=0.7660, top1-acc=75.20%, top5-acc=98.10%, remaining_time=0:00:00.998170, arrival_time=2021-04-15 01:52:04.409938, cost_time=0:00:02.994507 2021-04-15 01:52:04,268 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=2709 images/s, loss=0.7639, top1-acc=75.08%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:04.268833, cost_time=0:00:03.851600 2021-04-15 01:52:04,551 INFO : Epoch=0035 complete, best val top1-acc=83.02%, top5-acc=99.28% (epoch=28), remaining_time=2:58:04.346640, arrival_time=2021-04-15 04:50:08.898086, cost_time=0:37:46.376570 2021-04-15 01:52:04,552 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 01:52:07,833 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.36ms, fps=780 images/s, loss=0.3669, top1-acc=88.09%, top5-acc=99.37%, remaining_time=0:01:01.021020, arrival_time=2021-04-15 01:53:08.854794, cost_time=0:00:03.280697 2021-04-15 01:52:10,926 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3537, top1-acc=88.34%, top5-acc=99.57%, remaining_time=0:00:56.088032, arrival_time=2021-04-15 01:53:07.014717, cost_time=0:00:06.373632 2021-04-15 01:52:14,022 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.3462, top1-acc=88.20%, top5-acc=99.60%, remaining_time=0:00:52.386280, arrival_time=2021-04-15 01:53:06.406738, cost_time=0:00:09.467396 2021-04-15 01:52:17,111 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3436, top1-acc=88.22%, top5-acc=99.57%, remaining_time=0:00:48.976668, arrival_time=2021-04-15 01:53:06.087849, cost_time=0:00:12.558123 2021-04-15 01:52:20,197 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.3483, top1-acc=88.04%, top5-acc=99.56%, remaining_time=0:00:45.680772, arrival_time=2021-04-15 01:53:05.877904, cost_time=0:00:15.644082 2021-04-15 01:52:23,288 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3439, top1-acc=88.21%, top5-acc=99.58%, remaining_time=0:00:42.466680, arrival_time=2021-04-15 01:53:05.755058, cost_time=0:00:18.735305 2021-04-15 01:52:26,380 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3421, top1-acc=88.26%, top5-acc=99.58%, remaining_time=0:00:39.289824, arrival_time=2021-04-15 01:53:05.670628, cost_time=0:00:21.827698 2021-04-15 01:52:29,478 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.3462, top1-acc=88.19%, top5-acc=99.54%, remaining_time=0:00:36.141540, arrival_time=2021-04-15 01:53:05.619755, cost_time=0:00:24.925221 2021-04-15 01:52:32,572 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3463, top1-acc=88.18%, top5-acc=99.54%, remaining_time=0:00:33.000556, arrival_time=2021-04-15 01:53:05.572939, cost_time=0:00:28.019322 2021-04-15 01:52:35,670 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.3489, top1-acc=88.14%, top5-acc=99.53%, remaining_time=0:00:29.872608, arrival_time=2021-04-15 01:53:05.542862, cost_time=0:00:31.117279 2021-04-15 01:52:38,764 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3493, top1-acc=88.13%, top5-acc=99.53%, remaining_time=0:00:26.746688, arrival_time=2021-04-15 01:53:05.510680, cost_time=0:00:34.210927 2021-04-15 01:52:41,872 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.39ms, fps=824 images/s, loss=0.3473, top1-acc=88.19%, top5-acc=99.55%, remaining_time=0:00:23.635392, arrival_time=2021-04-15 01:53:05.507425, cost_time=0:00:37.319056 2021-04-15 01:52:44,963 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.3491, top1-acc=88.07%, top5-acc=99.56%, remaining_time=0:00:20.516166, arrival_time=2021-04-15 01:53:05.479877, cost_time=0:00:40.410652 2021-04-15 01:52:48,060 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.3500, top1-acc=88.07%, top5-acc=99.56%, remaining_time=0:00:17.402784, arrival_time=2021-04-15 01:53:05.462774, cost_time=0:00:43.507012 2021-04-15 01:52:51,147 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3496, top1-acc=88.09%, top5-acc=99.57%, remaining_time=0:00:14.288888, arrival_time=2021-04-15 01:53:05.436036, cost_time=0:00:46.594173 2021-04-15 01:52:54,237 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3484, top1-acc=88.13%, top5-acc=99.57%, remaining_time=0:00:11.178972, arrival_time=2021-04-15 01:53:05.416274, cost_time=0:00:49.684245 2021-04-15 01:52:57,339 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.43ms, fps=825 images/s, loss=0.3485, top1-acc=88.11%, top5-acc=99.57%, remaining_time=0:00:08.073234, arrival_time=2021-04-15 01:53:05.412689, cost_time=0:00:52.786458 2021-04-15 01:53:00,438 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3481, top1-acc=88.13%, top5-acc=99.58%, remaining_time=0:00:04.967584, arrival_time=2021-04-15 01:53:05.405852, cost_time=0:00:55.885294 2021-04-15 01:53:03,535 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=2.22ms, fps=827 images/s, loss=0.3497, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:01.862592, arrival_time=2021-04-15 01:53:05.397773, cost_time=0:00:58.982124 2021-04-15 01:53:05,189 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.42ms, fps=823 images/s, loss=0.3503, top1-acc=88.03%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:05.189149, cost_time=0:01:00.636173 2021-04-15 01:53:06,297 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=2.48ms, fps=2314 images/s, loss=0.4979, top1-acc=82.85%, top5-acc=99.14%, remaining_time=0:00:03.318210, arrival_time=2021-04-15 01:53:09.615405, cost_time=0:00:01.106071 2021-04-15 01:53:07,239 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.30ms, fps=2719 images/s, loss=0.4896, top1-acc=83.01%, top5-acc=99.30%, remaining_time=0:00:02.047960, arrival_time=2021-04-15 01:53:09.287023, cost_time=0:00:02.047957 2021-04-15 01:53:08,177 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.39ms, fps=2729 images/s, loss=0.4931, top1-acc=83.16%, top5-acc=99.13%, remaining_time=0:00:00.995410, arrival_time=2021-04-15 01:53:09.172820, cost_time=0:00:02.986225 2021-04-15 01:53:09,054 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=1.91ms, fps=2645 images/s, loss=0.4943, top1-acc=83.15%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:09.054897, cost_time=0:00:03.863721 2021-04-15 01:53:09,852 INFO : Epoch=0036 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:57:02.085004, arrival_time=2021-04-15 04:50:11.937028, cost_time=0:38:51.677193 2021-04-15 01:53:09,853 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 01:53:13,117 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.12ms, fps=784 images/s, loss=0.3782, top1-acc=87.34%, top5-acc=99.37%, remaining_time=0:01:00.700728, arrival_time=2021-04-15 01:54:13.818007, cost_time=0:00:03.263483 2021-04-15 01:53:16,209 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.94ms, fps=828 images/s, loss=0.3638, top1-acc=87.77%, top5-acc=99.49%, remaining_time=0:00:55.933680, arrival_time=2021-04-15 01:54:12.143466, cost_time=0:00:06.356101 2021-04-15 01:53:19,305 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3575, top1-acc=87.84%, top5-acc=99.53%, remaining_time=0:00:52.299628, arrival_time=2021-04-15 01:54:11.605023, cost_time=0:00:09.451733 2021-04-15 01:53:22,401 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3511, top1-acc=88.16%, top5-acc=99.55%, remaining_time=0:00:48.937044, arrival_time=2021-04-15 01:54:11.338786, cost_time=0:00:12.547948 2021-04-15 01:53:25,499 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3469, top1-acc=88.27%, top5-acc=99.55%, remaining_time=0:00:45.685298, arrival_time=2021-04-15 01:54:11.184578, cost_time=0:00:15.645671 2021-04-15 01:53:28,598 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.3404, top1-acc=88.42%, top5-acc=99.55%, remaining_time=0:00:42.487488, arrival_time=2021-04-15 01:54:11.085627, cost_time=0:00:18.744479 2021-04-15 01:53:31,689 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3356, top1-acc=88.58%, top5-acc=99.58%, remaining_time=0:00:39.303810, arrival_time=2021-04-15 01:54:10.992941, cost_time=0:00:21.835465 2021-04-15 01:53:34,781 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.75ms, fps=828 images/s, loss=0.3375, top1-acc=88.51%, top5-acc=99.58%, remaining_time=0:00:36.145484, arrival_time=2021-04-15 01:54:10.927087, cost_time=0:00:24.927934 2021-04-15 01:53:37,891 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.60ms, fps=823 images/s, loss=0.3415, top1-acc=88.31%, top5-acc=99.57%, remaining_time=0:00:33.022604, arrival_time=2021-04-15 01:54:10.914261, cost_time=0:00:28.038087 2021-04-15 01:53:40,986 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.61ms, fps=827 images/s, loss=0.3438, top1-acc=88.25%, top5-acc=99.57%, remaining_time=0:00:29.887584, arrival_time=2021-04-15 01:54:10.874165, cost_time=0:00:31.132919 2021-04-15 01:53:44,069 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.3445, top1-acc=88.23%, top5-acc=99.57%, remaining_time=0:00:26.750730, arrival_time=2021-04-15 01:54:10.820410, cost_time=0:00:34.216099 2021-04-15 01:53:47,163 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=2.22ms, fps=828 images/s, loss=0.3443, top1-acc=88.24%, top5-acc=99.58%, remaining_time=0:00:23.629388, arrival_time=2021-04-15 01:54:10.792662, cost_time=0:00:37.309605 2021-04-15 01:53:50,252 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.3442, top1-acc=88.21%, top5-acc=99.58%, remaining_time=0:00:20.510226, arrival_time=2021-04-15 01:54:10.762787, cost_time=0:00:40.398879 2021-04-15 01:53:53,340 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3451, top1-acc=88.16%, top5-acc=99.59%, remaining_time=0:00:17.394608, arrival_time=2021-04-15 01:54:10.734845, cost_time=0:00:43.486571 2021-04-15 01:53:56,425 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.3454, top1-acc=88.12%, top5-acc=99.60%, remaining_time=0:00:14.282126, arrival_time=2021-04-15 01:54:10.707914, cost_time=0:00:46.572201 2021-04-15 01:53:59,514 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.3474, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:11.173608, arrival_time=2021-04-15 01:54:10.687692, cost_time=0:00:49.660507 2021-04-15 01:54:02,609 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3459, top1-acc=88.11%, top5-acc=99.60%, remaining_time=0:00:08.068580, arrival_time=2021-04-15 01:54:10.678329, cost_time=0:00:52.756061 2021-04-15 01:54:05,698 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.3466, top1-acc=88.08%, top5-acc=99.60%, remaining_time=0:00:04.963952, arrival_time=2021-04-15 01:54:10.662071, cost_time=0:00:55.844521 2021-04-15 01:54:08,783 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.3471, top1-acc=88.08%, top5-acc=99.59%, remaining_time=0:00:01.860930, arrival_time=2021-04-15 01:54:10.643887, cost_time=0:00:58.929373 2021-04-15 01:54:10,427 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.22ms, fps=827 images/s, loss=0.3483, top1-acc=88.07%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:10.427851, cost_time=0:01:00.574229 2021-04-15 01:54:11,535 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.47ms, fps=2318 images/s, loss=0.5758, top1-acc=81.37%, top5-acc=98.79%, remaining_time=0:00:03.313560, arrival_time=2021-04-15 01:54:14.848917, cost_time=0:00:01.104520 2021-04-15 01:54:12,475 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.47ms, fps=2725 images/s, loss=0.5675, top1-acc=81.17%, top5-acc=98.96%, remaining_time=0:00:02.044400, arrival_time=2021-04-15 01:54:14.519711, cost_time=0:00:02.044398 2021-04-15 01:54:13,413 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.50ms, fps=2729 images/s, loss=0.5754, top1-acc=81.12%, top5-acc=99.13%, remaining_time=0:00:00.994330, arrival_time=2021-04-15 01:54:14.408173, cost_time=0:00:02.983003 2021-04-15 01:54:14,270 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=2710 images/s, loss=0.5919, top1-acc=80.66%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:14.270252, cost_time=0:00:03.839444 2021-04-15 01:54:14,537 INFO : Epoch=0037 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:55:56.948954, arrival_time=2021-04-15 04:50:11.486418, cost_time=0:39:56.362656 2021-04-15 01:54:14,538 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 01:54:17,815 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.53ms, fps=781 images/s, loss=0.3508, top1-acc=87.77%, top5-acc=99.77%, remaining_time=0:01:00.933228, arrival_time=2021-04-15 01:55:18.748281, cost_time=0:00:03.275976 2021-04-15 01:54:20,908 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.90ms, fps=828 images/s, loss=0.3605, top1-acc=87.44%, top5-acc=99.71%, remaining_time=0:00:56.048608, arrival_time=2021-04-15 01:55:16.956824, cost_time=0:00:06.369158 2021-04-15 01:54:24,006 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3550, top1-acc=87.79%, top5-acc=99.69%, remaining_time=0:00:52.386280, arrival_time=2021-04-15 01:55:16.392634, cost_time=0:00:09.467385 2021-04-15 01:54:27,114 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=2.83ms, fps=824 images/s, loss=0.3547, top1-acc=87.80%, top5-acc=99.66%, remaining_time=0:00:49.043904, arrival_time=2021-04-15 01:55:16.158289, cost_time=0:00:12.575377 2021-04-15 01:54:30,210 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.3569, top1-acc=87.62%, top5-acc=99.62%, remaining_time=0:00:45.758736, arrival_time=2021-04-15 01:55:15.968641, cost_time=0:00:15.670825 2021-04-15 01:54:33,307 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=7.98ms, fps=827 images/s, loss=0.3542, top1-acc=87.67%, top5-acc=99.62%, remaining_time=0:00:42.542160, arrival_time=2021-04-15 01:55:15.849846, cost_time=0:00:18.768579 2021-04-15 01:54:36,403 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.3524, top1-acc=87.81%, top5-acc=99.61%, remaining_time=0:00:39.355344, arrival_time=2021-04-15 01:55:15.758386, cost_time=0:00:21.864063 2021-04-15 01:54:39,497 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3529, top1-acc=87.73%, top5-acc=99.60%, remaining_time=0:00:36.190260, arrival_time=2021-04-15 01:55:15.688010, cost_time=0:00:24.958776 2021-04-15 01:54:42,609 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.54ms, fps=823 images/s, loss=0.3534, top1-acc=87.73%, top5-acc=99.58%, remaining_time=0:00:33.061294, arrival_time=2021-04-15 01:55:15.671148, cost_time=0:00:28.070874 2021-04-15 01:54:45,710 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3507, top1-acc=87.90%, top5-acc=99.61%, remaining_time=0:00:29.924832, arrival_time=2021-04-15 01:55:15.635490, cost_time=0:00:31.171685 2021-04-15 01:54:48,803 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.72ms, fps=828 images/s, loss=0.3530, top1-acc=87.84%, top5-acc=99.64%, remaining_time=0:00:26.788828, arrival_time=2021-04-15 01:55:15.592625, cost_time=0:00:34.264812 2021-04-15 01:54:51,895 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.88ms, fps=828 images/s, loss=0.3517, top1-acc=87.92%, top5-acc=99.65%, remaining_time=0:00:23.659256, arrival_time=2021-04-15 01:55:15.554931, cost_time=0:00:37.356709 2021-04-15 01:54:54,988 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3535, top1-acc=87.83%, top5-acc=99.64%, remaining_time=0:00:20.535900, arrival_time=2021-04-15 01:55:15.524517, cost_time=0:00:40.449528 2021-04-15 01:54:58,085 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.24ms, fps=827 images/s, loss=0.3558, top1-acc=87.71%, top5-acc=99.63%, remaining_time=0:00:17.418688, arrival_time=2021-04-15 01:55:15.504372, cost_time=0:00:43.546702 2021-04-15 01:55:01,177 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3538, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:14.302596, arrival_time=2021-04-15 01:55:15.480408, cost_time=0:00:46.638828 2021-04-15 01:55:04,284 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.19ms, fps=824 images/s, loss=0.3516, top1-acc=87.83%, top5-acc=99.64%, remaining_time=0:00:11.192652, arrival_time=2021-04-15 01:55:15.476825, cost_time=0:00:49.745157 2021-04-15 01:55:07,376 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.70ms, fps=828 images/s, loss=0.3515, top1-acc=87.83%, top5-acc=99.65%, remaining_time=0:00:08.081034, arrival_time=2021-04-15 01:55:15.457557, cost_time=0:00:52.837529 2021-04-15 01:55:10,470 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3508, top1-acc=87.85%, top5-acc=99.64%, remaining_time=0:00:04.971712, arrival_time=2021-04-15 01:55:15.442507, cost_time=0:00:55.931711 2021-04-15 01:55:13,569 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.3503, top1-acc=87.88%, top5-acc=99.65%, remaining_time=0:00:01.864116, arrival_time=2021-04-15 01:55:15.433465, cost_time=0:00:59.030282 2021-04-15 01:55:15,214 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3504, top1-acc=87.87%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:15.213949, cost_time=0:01:00.675044 2021-04-15 01:55:16,295 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.22ms, fps=2372 images/s, loss=0.6297, top1-acc=79.14%, top5-acc=99.10%, remaining_time=0:00:03.238410, arrival_time=2021-04-15 01:55:19.533764, cost_time=0:00:01.079474 2021-04-15 01:55:17,236 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.52ms, fps=2722 images/s, loss=0.6412, top1-acc=78.95%, top5-acc=98.95%, remaining_time=0:00:02.020180, arrival_time=2021-04-15 01:55:19.256225, cost_time=0:00:02.020175 2021-04-15 01:55:18,172 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.50ms, fps=2734 images/s, loss=0.6377, top1-acc=79.15%, top5-acc=98.87%, remaining_time=0:00:00.985670, arrival_time=2021-04-15 01:55:19.158538, cost_time=0:00:02.957000 2021-04-15 01:55:19,030 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.11ms, fps=2705 images/s, loss=0.6305, top1-acc=79.29%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:19.030847, cost_time=0:00:03.814928 2021-04-15 01:55:19,369 INFO : Epoch=0038 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:54:52.459416, arrival_time=2021-04-15 04:50:11.828405, cost_time=0:41:01.194171 2021-04-15 01:55:19,370 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 01:55:22,659 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.70ms, fps=778 images/s, loss=0.3338, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:01:01.170006, arrival_time=2021-04-15 01:56:23.829382, cost_time=0:00:03.288710 2021-04-15 01:55:25,760 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.76ms, fps=826 images/s, loss=0.3319, top1-acc=88.85%, top5-acc=99.67%, remaining_time=0:00:56.230064, arrival_time=2021-04-15 01:56:21.990376, cost_time=0:00:06.389786 2021-04-15 01:55:28,859 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.05ms, fps=826 images/s, loss=0.3324, top1-acc=88.65%, top5-acc=99.69%, remaining_time=0:00:52.505966, arrival_time=2021-04-15 01:56:21.365630, cost_time=0:00:09.489024 2021-04-15 01:55:31,955 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.3250, top1-acc=88.79%, top5-acc=99.68%, remaining_time=0:00:49.080408, arrival_time=2021-04-15 01:56:21.035625, cost_time=0:00:12.584700 2021-04-15 01:55:35,057 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.11ms, fps=825 images/s, loss=0.3240, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:45.805310, arrival_time=2021-04-15 01:56:20.862589, cost_time=0:00:15.686754 2021-04-15 01:55:38,153 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.61ms, fps=827 images/s, loss=0.3242, top1-acc=88.74%, top5-acc=99.72%, remaining_time=0:00:42.575480, arrival_time=2021-04-15 01:56:20.729296, cost_time=0:00:18.783290 2021-04-15 01:55:41,245 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.88ms, fps=828 images/s, loss=0.3284, top1-acc=88.69%, top5-acc=99.69%, remaining_time=0:00:39.373992, arrival_time=2021-04-15 01:56:20.618982, cost_time=0:00:21.874472 2021-04-15 01:55:44,331 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.3298, top1-acc=88.67%, top5-acc=99.67%, remaining_time=0:00:36.192580, arrival_time=2021-04-15 01:56:20.523502, cost_time=0:00:24.960395 2021-04-15 01:55:47,423 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=2.00ms, fps=828 images/s, loss=0.3318, top1-acc=88.62%, top5-acc=99.66%, remaining_time=0:00:33.040412, arrival_time=2021-04-15 01:56:20.464218, cost_time=0:00:28.053182 2021-04-15 01:55:50,519 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.3320, top1-acc=88.60%, top5-acc=99.64%, remaining_time=0:00:29.903328, arrival_time=2021-04-15 01:56:20.423030, cost_time=0:00:31.149263 2021-04-15 01:55:53,607 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.3322, top1-acc=88.53%, top5-acc=99.64%, remaining_time=0:00:26.766640, arrival_time=2021-04-15 01:56:20.373582, cost_time=0:00:34.236425 2021-04-15 01:55:56,698 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3335, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:23.640788, arrival_time=2021-04-15 01:56:20.338902, cost_time=0:00:37.327599 2021-04-15 01:55:59,787 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3362, top1-acc=88.43%, top5-acc=99.62%, remaining_time=0:00:20.519268, arrival_time=2021-04-15 01:56:20.306410, cost_time=0:00:40.416692 2021-04-15 01:56:02,881 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.40ms, fps=827 images/s, loss=0.3374, top1-acc=88.40%, top5-acc=99.61%, remaining_time=0:00:17.404520, arrival_time=2021-04-15 01:56:20.286312, cost_time=0:00:43.511273 2021-04-15 01:56:05,973 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.3372, top1-acc=88.41%, top5-acc=99.61%, remaining_time=0:00:14.291648, arrival_time=2021-04-15 01:56:20.265349, cost_time=0:00:46.603253 2021-04-15 01:56:09,073 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.3382, top1-acc=88.36%, top5-acc=99.61%, remaining_time=0:00:11.183220, arrival_time=2021-04-15 01:56:20.256915, cost_time=0:00:49.703257 2021-04-15 01:56:12,163 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.3375, top1-acc=88.41%, top5-acc=99.60%, remaining_time=0:00:08.074196, arrival_time=2021-04-15 01:56:20.237601, cost_time=0:00:52.792887 2021-04-15 01:56:15,258 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.32ms, fps=827 images/s, loss=0.3404, top1-acc=88.30%, top5-acc=99.60%, remaining_time=0:00:04.967792, arrival_time=2021-04-15 01:56:20.225933, cost_time=0:00:55.887692 2021-04-15 01:56:18,346 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.23ms, fps=829 images/s, loss=0.3416, top1-acc=88.26%, top5-acc=99.60%, remaining_time=0:00:01.862406, arrival_time=2021-04-15 01:56:20.209060, cost_time=0:00:58.976220 2021-04-15 01:56:19,992 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.3413, top1-acc=88.27%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:19.992514, cost_time=0:01:00.621995 2021-04-15 01:56:21,063 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.36ms, fps=2395 images/s, loss=0.4895, top1-acc=82.85%, top5-acc=99.26%, remaining_time=0:00:03.206040, arrival_time=2021-04-15 01:56:24.269244, cost_time=0:00:01.068676 2021-04-15 01:56:22,002 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.57ms, fps=2727 images/s, loss=0.5144, top1-acc=81.91%, top5-acc=99.22%, remaining_time=0:00:02.007740, arrival_time=2021-04-15 01:56:24.010003, cost_time=0:00:02.007736 2021-04-15 01:56:22,941 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.51ms, fps=2727 images/s, loss=0.5174, top1-acc=81.85%, top5-acc=99.23%, remaining_time=0:00:00.982250, arrival_time=2021-04-15 01:56:23.923531, cost_time=0:00:02.946754 2021-04-15 01:56:23,796 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.09ms, fps=2713 images/s, loss=0.5262, top1-acc=82.01%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:23.796699, cost_time=0:00:03.802209 2021-04-15 01:56:24,055 INFO : Epoch=0039 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:53:47.352243, arrival_time=2021-04-15 04:50:11.407391, cost_time=0:42:05.880340 2021-04-15 01:56:24,056 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 01:56:27,339 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.51ms, fps=780 images/s, loss=0.3529, top1-acc=87.23%, top5-acc=99.84%, remaining_time=0:01:01.058964, arrival_time=2021-04-15 01:57:28.398300, cost_time=0:00:03.282743 2021-04-15 01:56:30,432 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3461, top1-acc=87.79%, top5-acc=99.80%, remaining_time=0:00:56.110384, arrival_time=2021-04-15 01:57:26.543162, cost_time=0:00:06.376183 2021-04-15 01:56:33,524 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3381, top1-acc=88.35%, top5-acc=99.75%, remaining_time=0:00:52.389268, arrival_time=2021-04-15 01:57:25.913821, cost_time=0:00:09.467949 2021-04-15 01:56:36,612 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3323, top1-acc=88.61%, top5-acc=99.78%, remaining_time=0:00:48.968712, arrival_time=2021-04-15 01:57:25.581401, cost_time=0:00:12.556097 2021-04-15 01:56:39,700 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.3319, top1-acc=88.66%, top5-acc=99.72%, remaining_time=0:00:45.680626, arrival_time=2021-04-15 01:57:25.381268, cost_time=0:00:15.644037 2021-04-15 01:56:42,795 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3353, top1-acc=88.55%, top5-acc=99.75%, remaining_time=0:00:42.474840, arrival_time=2021-04-15 01:57:25.270362, cost_time=0:00:18.738925 2021-04-15 01:56:45,893 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.3364, top1-acc=88.53%, top5-acc=99.73%, remaining_time=0:00:39.306582, arrival_time=2021-04-15 01:57:25.200181, cost_time=0:00:21.837007 2021-04-15 01:56:48,980 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=2.01ms, fps=829 images/s, loss=0.3376, top1-acc=88.45%, top5-acc=99.71%, remaining_time=0:00:36.139916, arrival_time=2021-04-15 01:57:25.120565, cost_time=0:00:24.924055 2021-04-15 01:56:52,072 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3394, top1-acc=88.39%, top5-acc=99.68%, remaining_time=0:00:32.996528, arrival_time=2021-04-15 01:57:25.068958, cost_time=0:00:28.015909 2021-04-15 01:56:55,182 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.63ms, fps=823 images/s, loss=0.3388, top1-acc=88.38%, top5-acc=99.69%, remaining_time=0:00:29.880288, arrival_time=2021-04-15 01:57:25.062216, cost_time=0:00:31.125329 2021-04-15 01:56:58,270 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3381, top1-acc=88.45%, top5-acc=99.68%, remaining_time=0:00:26.748752, arrival_time=2021-04-15 01:57:25.018798, cost_time=0:00:34.213533 2021-04-15 01:57:01,365 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.62ms, fps=827 images/s, loss=0.3369, top1-acc=88.54%, top5-acc=99.69%, remaining_time=0:00:23.628932, arrival_time=2021-04-15 01:57:24.994385, cost_time=0:00:37.308855 2021-04-15 01:57:04,457 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3385, top1-acc=88.47%, top5-acc=99.68%, remaining_time=0:00:20.511216, arrival_time=2021-04-15 01:57:24.968628, cost_time=0:00:40.400895 2021-04-15 01:57:07,544 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.91ms, fps=830 images/s, loss=0.3382, top1-acc=88.45%, top5-acc=99.67%, remaining_time=0:00:17.394888, arrival_time=2021-04-15 01:57:24.938805, cost_time=0:00:43.487276 2021-04-15 01:57:10,632 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3389, top1-acc=88.44%, top5-acc=99.66%, remaining_time=0:00:14.283138, arrival_time=2021-04-15 01:57:24.915179, cost_time=0:00:46.575518 2021-04-15 01:57:13,725 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.3396, top1-acc=88.41%, top5-acc=99.66%, remaining_time=0:00:11.175552, arrival_time=2021-04-15 01:57:24.901238, cost_time=0:00:49.669174 2021-04-15 01:57:16,813 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3413, top1-acc=88.34%, top5-acc=99.66%, remaining_time=0:00:08.068736, arrival_time=2021-04-15 01:57:24.882413, cost_time=0:00:52.757083 2021-04-15 01:57:19,903 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.3415, top1-acc=88.32%, top5-acc=99.66%, remaining_time=0:00:04.964176, arrival_time=2021-04-15 01:57:24.867662, cost_time=0:00:55.846962 2021-04-15 01:57:22,993 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.27ms, fps=828 images/s, loss=0.3428, top1-acc=88.30%, top5-acc=99.66%, remaining_time=0:00:01.861182, arrival_time=2021-04-15 01:57:24.855058, cost_time=0:00:58.937365 2021-04-15 01:57:24,642 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.29ms, fps=825 images/s, loss=0.3439, top1-acc=88.32%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:24.642354, cost_time=0:01:00.585804 2021-04-15 01:57:25,725 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.48ms, fps=2369 images/s, loss=0.6340, top1-acc=79.57%, top5-acc=98.91%, remaining_time=0:00:03.242160, arrival_time=2021-04-15 01:57:28.968105, cost_time=0:00:01.080723 2021-04-15 01:57:26,665 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.54ms, fps=2728 images/s, loss=0.6576, top1-acc=78.95%, top5-acc=98.71%, remaining_time=0:00:02.019620, arrival_time=2021-04-15 01:57:28.684579, cost_time=0:00:02.019625 2021-04-15 01:57:27,605 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.31ms, fps=2723 images/s, loss=0.6549, top1-acc=79.05%, top5-acc=98.82%, remaining_time=0:00:00.986810, arrival_time=2021-04-15 01:57:28.592443, cost_time=0:00:02.960425 2021-04-15 01:57:28,463 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.09ms, fps=2705 images/s, loss=0.6529, top1-acc=79.06%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:28.463683, cost_time=0:00:03.818494 2021-04-15 01:57:28,908 INFO : Epoch=0040 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:52:42.932640, arrival_time=2021-04-15 04:50:11.840641, cost_time=0:43:10.733176 2021-04-15 01:57:28,909 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 01:57:32,186 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.56ms, fps=781 images/s, loss=0.3720, top1-acc=86.99%, top5-acc=99.65%, remaining_time=0:01:00.943830, arrival_time=2021-04-15 01:58:33.129927, cost_time=0:00:03.276548 2021-04-15 01:57:35,277 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3775, top1-acc=86.68%, top5-acc=99.61%, remaining_time=0:00:56.034352, arrival_time=2021-04-15 01:58:31.311453, cost_time=0:00:06.367547 2021-04-15 01:57:38,369 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.3701, top1-acc=86.91%, top5-acc=99.57%, remaining_time=0:00:52.344116, arrival_time=2021-04-15 01:58:30.713453, cost_time=0:00:09.459784 2021-04-15 01:57:41,458 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3650, top1-acc=87.10%, top5-acc=99.58%, remaining_time=0:00:48.940164, arrival_time=2021-04-15 01:58:30.398489, cost_time=0:00:12.548770 2021-04-15 01:57:44,559 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.3656, top1-acc=87.20%, top5-acc=99.59%, remaining_time=0:00:45.698730, arrival_time=2021-04-15 01:58:30.258525, cost_time=0:00:15.650239 2021-04-15 01:57:47,645 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.3600, top1-acc=87.49%, top5-acc=99.60%, remaining_time=0:00:42.468992, arrival_time=2021-04-15 01:58:30.114881, cost_time=0:00:18.736330 2021-04-15 01:57:50,737 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.3597, top1-acc=87.47%, top5-acc=99.63%, remaining_time=0:00:39.290580, arrival_time=2021-04-15 01:58:30.028196, cost_time=0:00:21.828066 2021-04-15 01:57:53,830 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.21ms, fps=828 images/s, loss=0.3557, top1-acc=87.68%, top5-acc=99.62%, remaining_time=0:00:36.135624, arrival_time=2021-04-15 01:58:29.966338, cost_time=0:00:24.921159 2021-04-15 01:57:56,922 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3525, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:32.992818, arrival_time=2021-04-15 01:58:29.915134, cost_time=0:00:28.012755 2021-04-15 01:58:00,028 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.77ms, fps=824 images/s, loss=0.3503, top1-acc=87.89%, top5-acc=99.63%, remaining_time=0:00:29.874528, arrival_time=2021-04-15 01:58:29.903385, cost_time=0:00:31.119278 2021-04-15 01:58:03,121 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3482, top1-acc=87.92%, top5-acc=99.65%, remaining_time=0:00:26.747806, arrival_time=2021-04-15 01:58:29.869542, cost_time=0:00:34.212257 2021-04-15 01:58:06,209 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=0.3481, top1-acc=87.93%, top5-acc=99.65%, remaining_time=0:00:23.623384, arrival_time=2021-04-15 01:58:29.832988, cost_time=0:00:37.300022 2021-04-15 01:58:09,295 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.3481, top1-acc=87.94%, top5-acc=99.64%, remaining_time=0:00:20.503626, arrival_time=2021-04-15 01:58:29.798988, cost_time=0:00:40.385890 2021-04-15 01:58:12,385 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.04ms, fps=828 images/s, loss=0.3482, top1-acc=87.95%, top5-acc=99.62%, remaining_time=0:00:17.390520, arrival_time=2021-04-15 01:58:29.776398, cost_time=0:00:43.476330 2021-04-15 01:58:15,466 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.59ms, fps=831 images/s, loss=0.3467, top1-acc=88.01%, top5-acc=99.63%, remaining_time=0:00:14.277572, arrival_time=2021-04-15 01:58:29.744310, cost_time=0:00:46.557244 2021-04-15 01:58:18,559 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3461, top1-acc=88.06%, top5-acc=99.62%, remaining_time=0:00:11.171304, arrival_time=2021-04-15 01:58:29.731046, cost_time=0:00:49.650261 2021-04-15 01:58:21,648 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.3480, top1-acc=88.01%, top5-acc=99.63%, remaining_time=0:00:08.065928, arrival_time=2021-04-15 01:58:29.714087, cost_time=0:00:52.738688 2021-04-15 01:58:24,744 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.3470, top1-acc=88.07%, top5-acc=99.64%, remaining_time=0:00:04.963072, arrival_time=2021-04-15 01:58:29.707281, cost_time=0:00:55.834641 2021-04-15 01:58:27,848 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.3470, top1-acc=88.10%, top5-acc=99.63%, remaining_time=0:00:01.861242, arrival_time=2021-04-15 01:58:29.710085, cost_time=0:00:58.939364 2021-04-15 01:58:29,497 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.3464, top1-acc=88.15%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:29.497792, cost_time=0:01:00.588329 2021-04-15 01:58:30,582 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.21ms, fps=2363 images/s, loss=0.5033, top1-acc=82.42%, top5-acc=99.45%, remaining_time=0:00:03.249450, arrival_time=2021-04-15 01:58:33.832230, cost_time=0:00:01.083150 2021-04-15 01:58:31,520 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.28ms, fps=2731 images/s, loss=0.5020, top1-acc=82.93%, top5-acc=99.36%, remaining_time=0:00:02.020940, arrival_time=2021-04-15 01:58:33.541511, cost_time=0:00:02.020933 2021-04-15 01:58:32,459 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.87ms, fps=2728 images/s, loss=0.5146, top1-acc=82.47%, top5-acc=99.34%, remaining_time=0:00:00.986590, arrival_time=2021-04-15 01:58:33.446155, cost_time=0:00:02.959779 2021-04-15 01:58:33,315 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=2711 images/s, loss=0.5134, top1-acc=82.25%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:33.315779, cost_time=0:00:03.816185 2021-04-15 01:58:33,586 INFO : Epoch=0041 complete, best val top1-acc=83.15%, top5-acc=99.05% (epoch=36), remaining_time=2:51:37.814829, arrival_time=2021-04-15 04:50:11.401029, cost_time=0:44:15.411388 2021-04-15 01:58:33,587 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 01:58:36,857 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.45ms, fps=783 images/s, loss=0.4042, top1-acc=86.05%, top5-acc=99.26%, remaining_time=0:01:00.809352, arrival_time=2021-04-15 01:59:37.666378, cost_time=0:00:03.269323 2021-04-15 01:58:39,956 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.3732, top1-acc=87.11%, top5-acc=99.51%, remaining_time=0:00:56.043504, arrival_time=2021-04-15 01:59:35.999788, cost_time=0:00:06.368573 2021-04-15 01:58:43,053 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3604, top1-acc=87.57%, top5-acc=99.47%, remaining_time=0:00:52.377482, arrival_time=2021-04-15 01:59:35.430994, cost_time=0:00:09.465808 2021-04-15 01:58:46,148 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3529, top1-acc=87.70%, top5-acc=99.53%, remaining_time=0:00:48.986964, arrival_time=2021-04-15 01:59:35.135442, cost_time=0:00:12.560768 2021-04-15 01:58:49,236 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.3488, top1-acc=87.88%, top5-acc=99.57%, remaining_time=0:00:45.695226, arrival_time=2021-04-15 01:59:34.931985, cost_time=0:00:15.649057 2021-04-15 01:58:52,328 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3492, top1-acc=87.90%, top5-acc=99.54%, remaining_time=0:00:42.479192, arrival_time=2021-04-15 01:59:34.807712, cost_time=0:00:18.740807 2021-04-15 01:58:55,416 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.3460, top1-acc=88.09%, top5-acc=99.58%, remaining_time=0:00:39.291210, arrival_time=2021-04-15 01:59:34.707398, cost_time=0:00:21.828482 2021-04-15 01:58:58,506 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.3474, top1-acc=88.05%, top5-acc=99.58%, remaining_time=0:00:36.132144, arrival_time=2021-04-15 01:59:34.638705, cost_time=0:00:24.918696 2021-04-15 01:59:01,595 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.3487, top1-acc=88.01%, top5-acc=99.59%, remaining_time=0:00:32.986776, arrival_time=2021-04-15 01:59:34.582083, cost_time=0:00:28.007684 2021-04-15 01:59:04,682 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.3461, top1-acc=88.04%, top5-acc=99.62%, remaining_time=0:00:29.851296, arrival_time=2021-04-15 01:59:34.534138, cost_time=0:00:31.095106 2021-04-15 01:59:07,780 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3436, top1-acc=88.08%, top5-acc=99.63%, remaining_time=0:00:26.732842, arrival_time=2021-04-15 01:59:34.513666, cost_time=0:00:34.193199 2021-04-15 01:59:10,884 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.52ms, fps=825 images/s, loss=0.3436, top1-acc=88.06%, top5-acc=99.64%, remaining_time=0:00:23.621180, arrival_time=2021-04-15 01:59:34.505469, cost_time=0:00:37.296586 2021-04-15 01:59:13,974 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3447, top1-acc=88.02%, top5-acc=99.63%, remaining_time=0:00:20.504286, arrival_time=2021-04-15 01:59:34.479191, cost_time=0:00:40.387268 2021-04-15 01:59:17,067 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3456, top1-acc=87.96%, top5-acc=99.62%, remaining_time=0:00:17.392032, arrival_time=2021-04-15 01:59:34.459709, cost_time=0:00:43.480053 2021-04-15 01:59:20,165 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.96ms, fps=827 images/s, loss=0.3439, top1-acc=87.99%, top5-acc=99.63%, remaining_time=0:00:14.283874, arrival_time=2021-04-15 01:59:34.449353, cost_time=0:00:46.577782 2021-04-15 01:59:23,271 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.55ms, fps=824 images/s, loss=0.3458, top1-acc=87.96%, top5-acc=99.63%, remaining_time=0:00:11.178828, arrival_time=2021-04-15 01:59:34.450113, cost_time=0:00:49.683659 2021-04-15 01:59:26,373 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.17ms, fps=825 images/s, loss=0.3471, top1-acc=87.93%, top5-acc=99.62%, remaining_time=0:00:08.073052, arrival_time=2021-04-15 01:59:34.446134, cost_time=0:00:52.785377 2021-04-15 01:59:29,465 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3464, top1-acc=87.96%, top5-acc=99.62%, remaining_time=0:00:04.966928, arrival_time=2021-04-15 01:59:34.432441, cost_time=0:00:55.877878 2021-04-15 01:59:32,554 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.24ms, fps=829 images/s, loss=0.3469, top1-acc=87.96%, top5-acc=99.63%, remaining_time=0:00:01.862106, arrival_time=2021-04-15 01:59:34.416422, cost_time=0:00:58.966697 2021-04-15 01:59:34,200 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.26ms, fps=826 images/s, loss=0.3463, top1-acc=87.99%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:34.200892, cost_time=0:01:00.613279 2021-04-15 01:59:35,252 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=2439 images/s, loss=0.5039, top1-acc=83.28%, top5-acc=99.30%, remaining_time=0:00:03.148830, arrival_time=2021-04-15 01:59:38.401139, cost_time=0:00:01.049609 2021-04-15 01:59:36,188 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.33ms, fps=2735 images/s, loss=0.4934, top1-acc=83.59%, top5-acc=99.32%, remaining_time=0:00:01.986120, arrival_time=2021-04-15 01:59:38.174925, cost_time=0:00:01.986115 2021-04-15 01:59:37,128 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.71ms, fps=2726 images/s, loss=0.4904, top1-acc=83.82%, top5-acc=99.24%, remaining_time=0:00:00.975160, arrival_time=2021-04-15 01:59:38.103403, cost_time=0:00:02.925471 2021-04-15 01:59:37,983 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.09ms, fps=2715 images/s, loss=0.5047, top1-acc=83.71%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:37.983194, cost_time=0:00:03.780527 2021-04-15 01:59:38,487 INFO : Epoch=0042 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:50:33.555720, arrival_time=2021-04-15 04:50:12.042837, cost_time=0:45:20.312293 2021-04-15 01:59:38,488 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 01:59:41,775 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.42ms, fps=779 images/s, loss=0.3123, top1-acc=88.71%, top5-acc=99.80%, remaining_time=0:01:01.132620, arrival_time=2021-04-15 02:00:42.908196, cost_time=0:00:03.286696 2021-04-15 01:59:44,863 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3315, top1-acc=87.85%, top5-acc=99.65%, remaining_time=0:00:56.095424, arrival_time=2021-04-15 02:00:40.958795, cost_time=0:00:06.374481 2021-04-15 01:59:47,958 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.3332, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:00:52.397236, arrival_time=2021-04-15 02:00:40.355377, cost_time=0:00:09.469387 2021-04-15 01:59:51,064 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.3309, top1-acc=88.16%, top5-acc=99.68%, remaining_time=0:00:49.044840, arrival_time=2021-04-15 02:00:40.109203, cost_time=0:00:12.575606 2021-04-15 01:59:54,158 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3246, top1-acc=88.46%, top5-acc=99.70%, remaining_time=0:00:45.756692, arrival_time=2021-04-15 02:00:39.915548, cost_time=0:00:15.670098 2021-04-15 01:59:57,258 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3266, top1-acc=88.50%, top5-acc=99.71%, remaining_time=0:00:42.544608, arrival_time=2021-04-15 02:00:39.803020, cost_time=0:00:18.769656 2021-04-15 02:00:00,352 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.3275, top1-acc=88.48%, top5-acc=99.68%, remaining_time=0:00:39.355218, arrival_time=2021-04-15 02:00:39.707995, cost_time=0:00:21.864009 2021-04-15 02:00:03,444 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.95ms, fps=828 images/s, loss=0.3250, top1-acc=88.65%, top5-acc=99.68%, remaining_time=0:00:36.186432, arrival_time=2021-04-15 02:00:39.631343, cost_time=0:00:24.956158 2021-04-15 02:00:06,532 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3253, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:33.029812, arrival_time=2021-04-15 02:00:39.562721, cost_time=0:00:28.044181 2021-04-15 02:00:09,632 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.68ms, fps=826 images/s, loss=0.3295, top1-acc=88.51%, top5-acc=99.67%, remaining_time=0:00:29.897376, arrival_time=2021-04-15 02:00:39.529310, cost_time=0:00:31.143127 2021-04-15 02:00:12,735 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.64ms, fps=825 images/s, loss=0.3322, top1-acc=88.44%, top5-acc=99.66%, remaining_time=0:00:26.774552, arrival_time=2021-04-15 02:00:39.509781, cost_time=0:00:34.246555 2021-04-15 02:00:15,824 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3328, top1-acc=88.42%, top5-acc=99.65%, remaining_time=0:00:23.645880, arrival_time=2021-04-15 02:00:39.470205, cost_time=0:00:37.335578 2021-04-15 02:00:18,917 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.73ms, fps=828 images/s, loss=0.3368, top1-acc=88.36%, top5-acc=99.62%, remaining_time=0:00:20.525340, arrival_time=2021-04-15 02:00:39.442678, cost_time=0:00:40.428651 2021-04-15 02:00:22,004 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.3381, top1-acc=88.33%, top5-acc=99.61%, remaining_time=0:00:17.406144, arrival_time=2021-04-15 02:00:39.410136, cost_time=0:00:43.515322 2021-04-15 02:00:25,097 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3392, top1-acc=88.31%, top5-acc=99.61%, remaining_time=0:00:14.293350, arrival_time=2021-04-15 02:00:39.390909, cost_time=0:00:46.608799 2021-04-15 02:00:28,180 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.3411, top1-acc=88.23%, top5-acc=99.59%, remaining_time=0:00:11.180628, arrival_time=2021-04-15 02:00:39.360980, cost_time=0:00:49.691679 2021-04-15 02:00:31,271 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3419, top1-acc=88.16%, top5-acc=99.60%, remaining_time=0:00:08.072714, arrival_time=2021-04-15 02:00:39.344528, cost_time=0:00:52.783142 2021-04-15 02:00:34,366 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.3423, top1-acc=88.14%, top5-acc=99.60%, remaining_time=0:00:04.966896, arrival_time=2021-04-15 02:00:39.333214, cost_time=0:00:55.877499 2021-04-15 02:00:37,461 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.28ms, fps=827 images/s, loss=0.3413, top1-acc=88.16%, top5-acc=99.60%, remaining_time=0:00:01.862298, arrival_time=2021-04-15 02:00:39.323720, cost_time=0:00:58.972735 2021-04-15 02:00:39,116 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.24ms, fps=822 images/s, loss=0.3410, top1-acc=88.18%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:39.116080, cost_time=0:01:00.627328 2021-04-15 02:00:40,182 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.22ms, fps=2406 images/s, loss=0.6225, top1-acc=79.49%, top5-acc=98.87%, remaining_time=0:00:03.191430, arrival_time=2021-04-15 02:00:43.373471, cost_time=0:00:01.063807 2021-04-15 02:00:41,119 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.41ms, fps=2734 images/s, loss=0.6301, top1-acc=79.18%, top5-acc=98.96%, remaining_time=0:00:02.000860, arrival_time=2021-04-15 02:00:43.119993, cost_time=0:00:02.000864 2021-04-15 02:00:42,057 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.50ms, fps=2730 images/s, loss=0.6110, top1-acc=80.08%, top5-acc=99.10%, remaining_time=0:00:00.979750, arrival_time=2021-04-15 02:00:43.037175, cost_time=0:00:02.939264 2021-04-15 02:00:42,915 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=0.6251, top1-acc=80.23%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:42.915702, cost_time=0:00:03.797498 2021-04-15 02:00:43,194 INFO : Epoch=0043 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:49:28.559986, arrival_time=2021-04-15 04:50:11.754404, cost_time=0:46:25.019601 2021-04-15 02:00:43,195 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 02:00:46,481 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=2.25ms, fps=779 images/s, loss=0.3618, top1-acc=87.34%, top5-acc=99.61%, remaining_time=0:01:01.112904, arrival_time=2021-04-15 02:01:47.594512, cost_time=0:00:03.285636 2021-04-15 02:00:49,584 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=2.18ms, fps=825 images/s, loss=0.3512, top1-acc=87.66%, top5-acc=99.67%, remaining_time=0:00:56.217216, arrival_time=2021-04-15 02:01:45.801611, cost_time=0:00:06.388315 2021-04-15 02:00:52,695 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.56ms, fps=823 images/s, loss=0.3449, top1-acc=88.02%, top5-acc=99.66%, remaining_time=0:00:52.562074, arrival_time=2021-04-15 02:01:45.257257, cost_time=0:00:09.499168 2021-04-15 02:00:55,790 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.3343, top1-acc=88.41%, top5-acc=99.71%, remaining_time=0:00:49.118784, arrival_time=2021-04-15 02:01:44.909290, cost_time=0:00:12.594558 2021-04-15 02:00:58,882 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3314, top1-acc=88.45%, top5-acc=99.71%, remaining_time=0:00:45.803996, arrival_time=2021-04-15 02:01:44.686238, cost_time=0:00:15.686299 2021-04-15 02:01:01,981 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.3317, top1-acc=88.54%, top5-acc=99.71%, remaining_time=0:00:42.580104, arrival_time=2021-04-15 02:01:44.561421, cost_time=0:00:18.785369 2021-04-15 02:01:05,075 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.3324, top1-acc=88.55%, top5-acc=99.69%, remaining_time=0:00:39.382434, arrival_time=2021-04-15 02:01:44.457503, cost_time=0:00:21.879124 2021-04-15 02:01:08,167 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3338, top1-acc=88.53%, top5-acc=99.70%, remaining_time=0:00:36.207892, arrival_time=2021-04-15 02:01:44.374875, cost_time=0:00:24.970994 2021-04-15 02:01:11,258 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3333, top1-acc=88.53%, top5-acc=99.70%, remaining_time=0:00:33.051860, arrival_time=2021-04-15 02:01:44.310596, cost_time=0:00:28.062874 2021-04-15 02:01:14,349 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3356, top1-acc=88.43%, top5-acc=99.70%, remaining_time=0:00:29.907744, arrival_time=2021-04-15 02:01:44.257563, cost_time=0:00:31.153875 2021-04-15 02:01:17,448 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.19ms, fps=826 images/s, loss=0.3398, top1-acc=88.32%, top5-acc=99.68%, remaining_time=0:00:26.779282, arrival_time=2021-04-15 02:01:44.227841, cost_time=0:00:34.252591 2021-04-15 02:01:20,553 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.3412, top1-acc=88.28%, top5-acc=99.68%, remaining_time=0:00:23.659560, arrival_time=2021-04-15 02:01:44.212834, cost_time=0:00:37.357223 2021-04-15 02:01:23,657 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.3422, top1-acc=88.25%, top5-acc=99.65%, remaining_time=0:00:20.542038, arrival_time=2021-04-15 02:01:44.199602, cost_time=0:00:40.461612 2021-04-15 02:01:26,750 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3418, top1-acc=88.22%, top5-acc=99.65%, remaining_time=0:00:17.421768, arrival_time=2021-04-15 02:01:44.172146, cost_time=0:00:43.554427 2021-04-15 02:01:29,844 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3430, top1-acc=88.21%, top5-acc=99.64%, remaining_time=0:00:14.305494, arrival_time=2021-04-15 02:01:44.149893, cost_time=0:00:46.648397 2021-04-15 02:01:32,941 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.3437, top1-acc=88.20%, top5-acc=99.63%, remaining_time=0:00:11.192760, arrival_time=2021-04-15 02:01:44.134321, cost_time=0:00:49.745604 2021-04-15 02:01:36,034 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.72ms, fps=828 images/s, loss=0.3430, top1-acc=88.28%, top5-acc=99.63%, remaining_time=0:00:08.081138, arrival_time=2021-04-15 02:01:44.115256, cost_time=0:00:52.838169 2021-04-15 02:01:39,129 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.18ms, fps=827 images/s, loss=0.3433, top1-acc=88.27%, top5-acc=99.62%, remaining_time=0:00:04.971840, arrival_time=2021-04-15 02:01:44.100982, cost_time=0:00:55.933207 2021-04-15 02:01:42,221 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.21ms, fps=828 images/s, loss=0.3435, top1-acc=88.24%, top5-acc=99.63%, remaining_time=0:00:01.863972, arrival_time=2021-04-15 02:01:44.085709, cost_time=0:00:59.025829 2021-04-15 02:01:43,867 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=2.03ms, fps=827 images/s, loss=0.3438, top1-acc=88.23%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:43.867104, cost_time=0:01:00.671168 2021-04-15 02:01:44,915 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.48ms, fps=2447 images/s, loss=0.5157, top1-acc=82.73%, top5-acc=98.91%, remaining_time=0:00:03.138240, arrival_time=2021-04-15 02:01:48.053465, cost_time=0:00:01.046078 2021-04-15 02:01:45,851 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.50ms, fps=2736 images/s, loss=0.5331, top1-acc=81.89%, top5-acc=99.06%, remaining_time=0:00:01.982280, arrival_time=2021-04-15 02:01:47.833708, cost_time=0:00:01.982287 2021-04-15 02:01:46,787 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.43ms, fps=2736 images/s, loss=0.5323, top1-acc=81.77%, top5-acc=99.09%, remaining_time=0:00:00.972740, arrival_time=2021-04-15 02:01:47.760084, cost_time=0:00:02.918206 2021-04-15 02:01:47,641 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=2718 images/s, loss=0.5357, top1-acc=81.52%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:47.641233, cost_time=0:00:03.772118 2021-04-15 02:01:47,901 INFO : Epoch=0044 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:48:23.576340, arrival_time=2021-04-15 04:50:11.477828, cost_time=0:47:29.726674 2021-04-15 02:01:47,902 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 02:01:51,173 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=2.14ms, fps=783 images/s, loss=0.3325, top1-acc=88.55%, top5-acc=99.53%, remaining_time=0:01:00.831300, arrival_time=2021-04-15 02:02:52.004776, cost_time=0:00:03.270498 2021-04-15 02:01:54,279 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=2.02ms, fps=825 images/s, loss=0.3345, top1-acc=88.40%, top5-acc=99.65%, remaining_time=0:00:56.108272, arrival_time=2021-04-15 02:02:50.387205, cost_time=0:00:06.375949 2021-04-15 02:01:57,373 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3341, top1-acc=88.36%, top5-acc=99.64%, remaining_time=0:00:52.402548, arrival_time=2021-04-15 02:02:49.775842, cost_time=0:00:09.470355 2021-04-15 02:02:00,459 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.3293, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:48.969336, arrival_time=2021-04-15 02:02:49.428523, cost_time=0:00:12.556256 2021-04-15 02:02:03,557 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.3275, top1-acc=88.78%, top5-acc=99.65%, remaining_time=0:00:45.710848, arrival_time=2021-04-15 02:02:49.268224, cost_time=0:00:15.654425 2021-04-15 02:02:06,647 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.59ms, fps=829 images/s, loss=0.3244, top1-acc=88.86%, top5-acc=99.67%, remaining_time=0:00:42.487080, arrival_time=2021-04-15 02:02:49.134307, cost_time=0:00:18.744290 2021-04-15 02:02:09,739 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.69ms, fps=828 images/s, loss=0.3293, top1-acc=88.71%, top5-acc=99.67%, remaining_time=0:00:39.304944, arrival_time=2021-04-15 02:02:49.043951, cost_time=0:00:21.836066 2021-04-15 02:02:12,829 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.3304, top1-acc=88.61%, top5-acc=99.68%, remaining_time=0:00:36.142700, arrival_time=2021-04-15 02:02:48.971625, cost_time=0:00:24.925981 2021-04-15 02:02:15,923 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.3306, top1-acc=88.52%, top5-acc=99.67%, remaining_time=0:00:33.002358, arrival_time=2021-04-15 02:02:48.926139, cost_time=0:00:28.020885 2021-04-15 02:02:19,023 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.52ms, fps=826 images/s, loss=0.3328, top1-acc=88.45%, top5-acc=99.67%, remaining_time=0:00:29.875200, arrival_time=2021-04-15 02:02:48.898198, cost_time=0:00:31.120049 2021-04-15 02:02:22,122 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3346, top1-acc=88.38%, top5-acc=99.67%, remaining_time=0:00:26.753482, arrival_time=2021-04-15 02:02:48.875955, cost_time=0:00:34.219596 2021-04-15 02:02:25,218 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3350, top1-acc=88.35%, top5-acc=99.66%, remaining_time=0:00:23.633416, arrival_time=2021-04-15 02:02:48.852311, cost_time=0:00:37.315916 2021-04-15 02:02:28,308 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3376, top1-acc=88.25%, top5-acc=99.67%, remaining_time=0:00:20.513592, arrival_time=2021-04-15 02:02:48.822329, cost_time=0:00:40.405596 2021-04-15 02:02:31,398 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3365, top1-acc=88.31%, top5-acc=99.68%, remaining_time=0:00:17.398304, arrival_time=2021-04-15 02:02:48.797090, cost_time=0:00:43.495732 2021-04-15 02:02:34,493 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.3366, top1-acc=88.33%, top5-acc=99.68%, remaining_time=0:00:14.287784, arrival_time=2021-04-15 02:02:48.781336, cost_time=0:00:46.590622 2021-04-15 02:02:37,582 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.3371, top1-acc=88.31%, top5-acc=99.68%, remaining_time=0:00:11.177964, arrival_time=2021-04-15 02:02:48.760738, cost_time=0:00:49.679840 2021-04-15 02:02:40,671 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3363, top1-acc=88.36%, top5-acc=99.68%, remaining_time=0:00:08.070426, arrival_time=2021-04-15 02:02:48.741587, cost_time=0:00:52.768223 2021-04-15 02:02:43,762 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.3374, top1-acc=88.30%, top5-acc=99.68%, remaining_time=0:00:04.965296, arrival_time=2021-04-15 02:02:48.727800, cost_time=0:00:55.859551 2021-04-15 02:02:46,857 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.3399, top1-acc=88.22%, top5-acc=99.65%, remaining_time=0:00:01.861710, arrival_time=2021-04-15 02:02:48.718822, cost_time=0:00:58.954172 2021-04-15 02:02:48,505 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.3397, top1-acc=88.21%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:48.505425, cost_time=0:01:00.602478 2021-04-15 02:02:49,619 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.24ms, fps=2303 images/s, loss=0.5325, top1-acc=81.95%, top5-acc=99.18%, remaining_time=0:00:03.335070, arrival_time=2021-04-15 02:02:52.954281, cost_time=0:00:01.111689 2021-04-15 02:02:50,559 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.56ms, fps=2724 images/s, loss=0.5454, top1-acc=81.25%, top5-acc=99.32%, remaining_time=0:00:02.051920, arrival_time=2021-04-15 02:02:52.611363, cost_time=0:00:02.051912 2021-04-15 02:02:51,504 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.34ms, fps=2711 images/s, loss=0.5466, top1-acc=81.28%, top5-acc=99.35%, remaining_time=0:00:00.998890, arrival_time=2021-04-15 02:02:52.503008, cost_time=0:00:02.996657 2021-04-15 02:02:52,360 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=2710 images/s, loss=0.5415, top1-acc=81.41%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:52.360605, cost_time=0:00:03.853171 2021-04-15 02:02:52,654 INFO : Epoch=0045 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:47:18.761775, arrival_time=2021-04-15 04:50:11.415823, cost_time=0:48:34.479204 2021-04-15 02:02:52,656 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 02:02:55,949 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.57ms, fps=777 images/s, loss=0.3131, top1-acc=89.41%, top5-acc=99.77%, remaining_time=0:01:01.245894, arrival_time=2021-04-15 02:03:57.194971, cost_time=0:00:03.292789 2021-04-15 02:02:59,041 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3089, top1-acc=89.39%, top5-acc=99.77%, remaining_time=0:00:56.185360, arrival_time=2021-04-15 02:03:55.226451, cost_time=0:00:06.384699 2021-04-15 02:03:02,133 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.11ms, fps=828 images/s, loss=0.3241, top1-acc=88.97%, top5-acc=99.75%, remaining_time=0:00:52.439068, arrival_time=2021-04-15 02:03:54.572271, cost_time=0:00:09.476927 2021-04-15 02:03:05,229 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3230, top1-acc=88.96%, top5-acc=99.73%, remaining_time=0:00:49.036260, arrival_time=2021-04-15 02:03:54.265862, cost_time=0:00:12.573385 2021-04-15 02:03:08,329 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.3266, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:45.765598, arrival_time=2021-04-15 02:03:54.095144, cost_time=0:00:15.673165 2021-04-15 02:03:11,455 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.49ms, fps=819 images/s, loss=0.3299, top1-acc=88.60%, top5-acc=99.67%, remaining_time=0:00:42.610568, arrival_time=2021-04-15 02:03:54.065649, cost_time=0:00:18.798797 2021-04-15 02:03:14,543 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.3266, top1-acc=88.78%, top5-acc=99.66%, remaining_time=0:00:39.397302, arrival_time=2021-04-15 02:03:53.940915, cost_time=0:00:21.887418 2021-04-15 02:03:17,632 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.3281, top1-acc=88.78%, top5-acc=99.65%, remaining_time=0:00:36.215896, arrival_time=2021-04-15 02:03:53.848699, cost_time=0:00:24.976519 2021-04-15 02:03:20,724 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.3261, top1-acc=88.78%, top5-acc=99.67%, remaining_time=0:00:33.058008, arrival_time=2021-04-15 02:03:53.782336, cost_time=0:00:28.068122 2021-04-15 02:03:23,816 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3259, top1-acc=88.80%, top5-acc=99.68%, remaining_time=0:00:29.913696, arrival_time=2021-04-15 02:03:53.730118, cost_time=0:00:31.160146 2021-04-15 02:03:26,909 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3273, top1-acc=88.74%, top5-acc=99.69%, remaining_time=0:00:26.779454, arrival_time=2021-04-15 02:03:53.688446, cost_time=0:00:34.252798 2021-04-15 02:03:29,999 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3303, top1-acc=88.65%, top5-acc=99.69%, remaining_time=0:00:23.650744, arrival_time=2021-04-15 02:03:53.650381, cost_time=0:00:37.343316 2021-04-15 02:03:33,097 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.74ms, fps=827 images/s, loss=0.3319, top1-acc=88.56%, top5-acc=99.68%, remaining_time=0:00:20.531544, arrival_time=2021-04-15 02:03:53.628727, cost_time=0:00:40.440983 2021-04-15 02:03:36,188 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.3337, top1-acc=88.48%, top5-acc=99.67%, remaining_time=0:00:17.413088, arrival_time=2021-04-15 02:03:53.601970, cost_time=0:00:43.532666 2021-04-15 02:03:39,289 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.3327, top1-acc=88.52%, top5-acc=99.68%, remaining_time=0:00:14.300986, arrival_time=2021-04-15 02:03:53.590883, cost_time=0:00:46.633596 2021-04-15 02:03:42,382 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.01ms, fps=828 images/s, loss=0.3323, top1-acc=88.51%, top5-acc=99.68%, remaining_time=0:00:11.188296, arrival_time=2021-04-15 02:03:53.570302, cost_time=0:00:49.725805 2021-04-15 02:03:45,466 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.3333, top1-acc=88.44%, top5-acc=99.66%, remaining_time=0:00:08.076874, arrival_time=2021-04-15 02:03:53.543335, cost_time=0:00:52.810261 2021-04-15 02:03:48,560 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.3340, top1-acc=88.42%, top5-acc=99.66%, remaining_time=0:00:04.969248, arrival_time=2021-04-15 02:03:53.529615, cost_time=0:00:55.904095 2021-04-15 02:03:51,657 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.3347, top1-acc=88.40%, top5-acc=99.66%, remaining_time=0:00:01.863198, arrival_time=2021-04-15 02:03:53.520611, cost_time=0:00:59.001202 2021-04-15 02:03:53,302 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.3360, top1-acc=88.34%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:53.302325, cost_time=0:01:00.646124 2021-04-15 02:03:54,350 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.33ms, fps=2446 images/s, loss=0.5277, top1-acc=82.15%, top5-acc=99.14%, remaining_time=0:00:03.139440, arrival_time=2021-04-15 02:03:57.490178, cost_time=0:00:01.046483 2021-04-15 02:03:55,288 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.30ms, fps=2732 images/s, loss=0.5085, top1-acc=83.01%, top5-acc=99.12%, remaining_time=0:00:01.983780, arrival_time=2021-04-15 02:03:57.271808, cost_time=0:00:01.983784 2021-04-15 02:03:56,228 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.46ms, fps=2723 images/s, loss=0.5137, top1-acc=82.89%, top5-acc=99.18%, remaining_time=0:00:00.974740, arrival_time=2021-04-15 02:03:57.203202, cost_time=0:00:02.924216 2021-04-15 02:03:57,082 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.08ms, fps=2718 images/s, loss=0.5146, top1-acc=82.86%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:57.082320, cost_time=0:00:03.778108 2021-04-15 02:03:57,354 INFO : Epoch=0046 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:46:13.775966, arrival_time=2021-04-15 04:50:11.130635, cost_time=0:49:39.179850 2021-04-15 02:03:57,355 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 02:04:00,734 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.48ms, fps=758 images/s, loss=0.3403, top1-acc=88.20%, top5-acc=99.61%, remaining_time=0:01:02.831730, arrival_time=2021-04-15 02:05:03.565930, cost_time=0:00:03.378046 2021-04-15 02:04:03,827 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3433, top1-acc=87.87%, top5-acc=99.63%, remaining_time=0:00:56.948320, arrival_time=2021-04-15 02:05:00.775874, cost_time=0:00:06.471406 2021-04-15 02:04:06,924 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.86ms, fps=827 images/s, loss=0.3362, top1-acc=88.33%, top5-acc=99.65%, remaining_time=0:00:52.946862, arrival_time=2021-04-15 02:04:59.871736, cost_time=0:00:09.568716 2021-04-15 02:04:10,023 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.3413, top1-acc=88.10%, top5-acc=99.62%, remaining_time=0:00:49.403640, arrival_time=2021-04-15 02:04:59.427378, cost_time=0:00:12.667591 2021-04-15 02:04:13,115 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.3400, top1-acc=88.17%, top5-acc=99.61%, remaining_time=0:00:46.016426, arrival_time=2021-04-15 02:04:59.131647, cost_time=0:00:15.759073 2021-04-15 02:04:16,206 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.62ms, fps=828 images/s, loss=0.3379, top1-acc=88.29%, top5-acc=99.64%, remaining_time=0:00:42.727936, arrival_time=2021-04-15 02:04:58.934618, cost_time=0:00:18.850536 2021-04-15 02:04:19,302 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3350, top1-acc=88.34%, top5-acc=99.66%, remaining_time=0:00:39.503268, arrival_time=2021-04-15 02:04:58.805727, cost_time=0:00:21.946257 2021-04-15 02:04:22,386 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.73ms, fps=830 images/s, loss=0.3294, top1-acc=88.51%, top5-acc=99.67%, remaining_time=0:00:36.293848, arrival_time=2021-04-15 02:04:58.680148, cost_time=0:00:25.030239 2021-04-15 02:04:25,478 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3266, top1-acc=88.61%, top5-acc=99.71%, remaining_time=0:00:33.122350, arrival_time=2021-04-15 02:04:58.601236, cost_time=0:00:28.122741 2021-04-15 02:04:28,565 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.3276, top1-acc=88.65%, top5-acc=99.69%, remaining_time=0:00:29.960448, arrival_time=2021-04-15 02:04:58.525392, cost_time=0:00:31.208801 2021-04-15 02:04:31,681 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=17.66ms, fps=822 images/s, loss=0.3263, top1-acc=88.70%, top5-acc=99.69%, remaining_time=0:00:26.835870, arrival_time=2021-04-15 02:04:58.516956, cost_time=0:00:34.324933 2021-04-15 02:04:34,773 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3263, top1-acc=88.72%, top5-acc=99.67%, remaining_time=0:00:23.697484, arrival_time=2021-04-15 02:04:58.470687, cost_time=0:00:37.417044 2021-04-15 02:04:37,866 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3270, top1-acc=88.72%, top5-acc=99.68%, remaining_time=0:00:20.566524, arrival_time=2021-04-15 02:04:58.432558, cost_time=0:00:40.509881 2021-04-15 02:04:40,951 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=2.05ms, fps=830 images/s, loss=0.3297, top1-acc=88.65%, top5-acc=99.68%, remaining_time=0:00:17.438064, arrival_time=2021-04-15 02:04:58.389321, cost_time=0:00:43.595121 2021-04-15 02:04:44,038 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.3336, top1-acc=88.53%, top5-acc=99.66%, remaining_time=0:00:14.315798, arrival_time=2021-04-15 02:04:58.353980, cost_time=0:00:46.682021 2021-04-15 02:04:47,130 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.3344, top1-acc=88.54%, top5-acc=99.66%, remaining_time=0:00:11.199132, arrival_time=2021-04-15 02:04:58.329281, cost_time=0:00:49.773971 2021-04-15 02:04:50,217 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.12ms, fps=829 images/s, loss=0.3360, top1-acc=88.50%, top5-acc=99.64%, remaining_time=0:00:08.084674, arrival_time=2021-04-15 02:04:58.302068, cost_time=0:00:52.861261 2021-04-15 02:04:53,301 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.3354, top1-acc=88.55%, top5-acc=99.65%, remaining_time=0:00:04.972896, arrival_time=2021-04-15 02:04:58.274097, cost_time=0:00:55.945119 2021-04-15 02:04:56,390 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.23ms, fps=829 images/s, loss=0.3370, top1-acc=88.47%, top5-acc=99.64%, remaining_time=0:00:01.864254, arrival_time=2021-04-15 02:04:58.255062, cost_time=0:00:59.034656 2021-04-15 02:04:58,037 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.26ms, fps=826 images/s, loss=0.3365, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:58.037826, cost_time=0:01:00.681766 2021-04-15 02:04:59,086 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.32ms, fps=2446 images/s, loss=0.5006, top1-acc=82.77%, top5-acc=99.22%, remaining_time=0:00:03.139590, arrival_time=2021-04-15 02:05:02.225808, cost_time=0:00:01.046531 2021-04-15 02:05:00,026 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.39ms, fps=2727 images/s, loss=0.4883, top1-acc=82.85%, top5-acc=99.26%, remaining_time=0:00:01.985600, arrival_time=2021-04-15 02:05:02.011320, cost_time=0:00:01.985600 2021-04-15 02:05:00,969 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.37ms, fps=2716 images/s, loss=0.4945, top1-acc=82.76%, top5-acc=99.26%, remaining_time=0:00:00.976660, arrival_time=2021-04-15 02:05:01.946334, cost_time=0:00:02.929981 2021-04-15 02:05:01,823 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=2718 images/s, loss=0.4929, top1-acc=82.51%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:01.823623, cost_time=0:00:03.783963 2021-04-15 02:05:02,096 INFO : Epoch=0047 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:45:08.936064, arrival_time=2021-04-15 04:50:11.032426, cost_time=0:50:43.921540 2021-04-15 02:05:02,097 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 02:05:05,373 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.35ms, fps=782 images/s, loss=0.3025, top1-acc=89.92%, top5-acc=99.84%, remaining_time=0:01:00.924114, arrival_time=2021-04-15 02:06:06.297480, cost_time=0:00:03.275489 2021-04-15 02:05:08,463 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=2.11ms, fps=829 images/s, loss=0.3158, top1-acc=89.28%, top5-acc=99.73%, remaining_time=0:00:56.018512, arrival_time=2021-04-15 02:06:04.482163, cost_time=0:00:06.365736 2021-04-15 02:05:11,552 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3181, top1-acc=89.22%, top5-acc=99.69%, remaining_time=0:00:52.315232, arrival_time=2021-04-15 02:06:03.867627, cost_time=0:00:09.454570 2021-04-15 02:05:14,645 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3202, top1-acc=89.19%, top5-acc=99.68%, remaining_time=0:00:48.936576, arrival_time=2021-04-15 02:06:03.582358, cost_time=0:00:12.547859 2021-04-15 02:05:17,734 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.3215, top1-acc=89.18%, top5-acc=99.65%, remaining_time=0:00:45.659310, arrival_time=2021-04-15 02:06:03.393914, cost_time=0:00:15.636765 2021-04-15 02:05:20,818 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.3239, top1-acc=89.00%, top5-acc=99.67%, remaining_time=0:00:42.433224, arrival_time=2021-04-15 02:06:03.251624, cost_time=0:00:18.720547 2021-04-15 02:05:23,924 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.95ms, fps=824 images/s, loss=0.3256, top1-acc=88.96%, top5-acc=99.69%, remaining_time=0:00:39.288060, arrival_time=2021-04-15 02:06:03.212733, cost_time=0:00:21.826717 2021-04-15 02:05:27,020 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.96ms, fps=827 images/s, loss=0.3251, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:36.136900, arrival_time=2021-04-15 02:06:03.156873, cost_time=0:00:24.922027 2021-04-15 02:05:30,110 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.3256, top1-acc=88.97%, top5-acc=99.68%, remaining_time=0:00:32.992182, arrival_time=2021-04-15 02:06:03.102295, cost_time=0:00:28.012203 2021-04-15 02:05:33,198 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.3291, top1-acc=88.80%, top5-acc=99.67%, remaining_time=0:00:29.856576, arrival_time=2021-04-15 02:06:03.055068, cost_time=0:00:31.100577 2021-04-15 02:05:36,287 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.3299, top1-acc=88.75%, top5-acc=99.67%, remaining_time=0:00:26.729832, arrival_time=2021-04-15 02:06:03.017085, cost_time=0:00:34.189348 2021-04-15 02:05:39,379 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.84ms, fps=828 images/s, loss=0.3329, top1-acc=88.61%, top5-acc=99.66%, remaining_time=0:00:23.611680, arrival_time=2021-04-15 02:06:02.991160, cost_time=0:00:37.281575 2021-04-15 02:05:42,474 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3310, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:20.498874, arrival_time=2021-04-15 02:06:02.973370, cost_time=0:00:40.376583 2021-04-15 02:05:45,564 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3316, top1-acc=88.66%, top5-acc=99.66%, remaining_time=0:00:17.386432, arrival_time=2021-04-15 02:06:02.950450, cost_time=0:00:43.466108 2021-04-15 02:05:48,656 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.07ms, fps=828 images/s, loss=0.3310, top1-acc=88.68%, top5-acc=99.65%, remaining_time=0:00:14.277986, arrival_time=2021-04-15 02:06:02.934620, cost_time=0:00:46.558689 2021-04-15 02:05:51,740 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.3297, top1-acc=88.70%, top5-acc=99.64%, remaining_time=0:00:11.169540, arrival_time=2021-04-15 02:06:02.909806, cost_time=0:00:49.642355 2021-04-15 02:05:54,836 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.3305, top1-acc=88.65%, top5-acc=99.64%, remaining_time=0:00:08.065876, arrival_time=2021-04-15 02:06:02.902198, cost_time=0:00:52.738403 2021-04-15 02:05:57,929 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3312, top1-acc=88.63%, top5-acc=99.64%, remaining_time=0:00:04.962832, arrival_time=2021-04-15 02:06:02.892560, cost_time=0:00:55.831813 2021-04-15 02:06:01,024 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.93ms, fps=827 images/s, loss=0.3326, top1-acc=88.57%, top5-acc=99.65%, remaining_time=0:00:01.860852, arrival_time=2021-04-15 02:06:02.885716, cost_time=0:00:58.926954 2021-04-15 02:06:02,669 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.25ms, fps=827 images/s, loss=0.3331, top1-acc=88.58%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:02.669584, cost_time=0:01:00.571730 2021-04-15 02:06:03,745 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.58ms, fps=2383 images/s, loss=0.6710, top1-acc=77.97%, top5-acc=98.32%, remaining_time=0:00:03.222180, arrival_time=2021-04-15 02:06:06.967863, cost_time=0:00:01.074063 2021-04-15 02:06:04,686 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.60ms, fps=2723 images/s, loss=0.6834, top1-acc=77.70%, top5-acc=98.32%, remaining_time=0:00:02.014400, arrival_time=2021-04-15 02:06:06.700505, cost_time=0:00:02.014409 2021-04-15 02:06:05,624 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.37ms, fps=2728 images/s, loss=0.6750, top1-acc=78.16%, top5-acc=98.32%, remaining_time=0:00:00.984420, arrival_time=2021-04-15 02:06:06.609297, cost_time=0:00:02.953273 2021-04-15 02:06:06,482 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=2707 images/s, loss=0.6547, top1-acc=78.47%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:06.482202, cost_time=0:00:03.810602 2021-04-15 02:06:06,749 INFO : Epoch=0048 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:44:03.820808, arrival_time=2021-04-15 04:50:10.570608, cost_time=0:51:48.574976 2021-04-15 02:06:06,751 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 02:06:09,988 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.52ms, fps=791 images/s, loss=0.3332, top1-acc=88.36%, top5-acc=99.77%, remaining_time=0:01:00.217686, arrival_time=2021-04-15 02:07:10.206541, cost_time=0:00:03.237506 2021-04-15 02:06:13,080 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.86ms, fps=828 images/s, loss=0.3149, top1-acc=88.87%, top5-acc=99.80%, remaining_time=0:00:55.695728, arrival_time=2021-04-15 02:07:08.776325, cost_time=0:00:06.329057 2021-04-15 02:06:16,180 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.3179, top1-acc=88.82%, top5-acc=99.77%, remaining_time=0:00:52.172970, arrival_time=2021-04-15 02:07:08.353185, cost_time=0:00:09.428863 2021-04-15 02:06:19,279 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.3191, top1-acc=88.83%, top5-acc=99.77%, remaining_time=0:00:48.860916, arrival_time=2021-04-15 02:07:08.140712, cost_time=0:00:12.528456 2021-04-15 02:06:22,381 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.57ms, fps=826 images/s, loss=0.3189, top1-acc=88.77%, top5-acc=99.80%, remaining_time=0:00:45.638724, arrival_time=2021-04-15 02:07:08.019740, cost_time=0:00:15.629676 2021-04-15 02:06:25,463 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.3212, top1-acc=88.83%, top5-acc=99.76%, remaining_time=0:00:42.414864, arrival_time=2021-04-15 02:07:07.878687, cost_time=0:00:18.712449 2021-04-15 02:06:28,555 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3210, top1-acc=88.90%, top5-acc=99.74%, remaining_time=0:00:39.246984, arrival_time=2021-04-15 02:07:07.802237, cost_time=0:00:21.803907 2021-04-15 02:06:31,646 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3207, top1-acc=88.93%, top5-acc=99.75%, remaining_time=0:00:36.097344, arrival_time=2021-04-15 02:07:07.743381, cost_time=0:00:24.894693 2021-04-15 02:06:34,735 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.63ms, fps=829 images/s, loss=0.3249, top1-acc=88.81%, top5-acc=99.73%, remaining_time=0:00:32.958474, arrival_time=2021-04-15 02:07:07.693445, cost_time=0:00:27.983583 2021-04-15 02:06:37,826 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3291, top1-acc=88.60%, top5-acc=99.74%, remaining_time=0:00:29.832384, arrival_time=2021-04-15 02:07:07.659184, cost_time=0:00:31.075368 2021-04-15 02:06:40,927 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=3.10ms, fps=826 images/s, loss=0.3329, top1-acc=88.54%, top5-acc=99.73%, remaining_time=0:00:26.719512, arrival_time=2021-04-15 02:07:07.646980, cost_time=0:00:34.176108 2021-04-15 02:06:44,021 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.74ms, fps=828 images/s, loss=0.3337, top1-acc=88.54%, top5-acc=99.73%, remaining_time=0:00:23.604308, arrival_time=2021-04-15 02:07:07.625572, cost_time=0:00:37.269920 2021-04-15 02:06:47,129 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.43ms, fps=824 images/s, loss=0.3374, top1-acc=88.39%, top5-acc=99.70%, remaining_time=0:00:20.499468, arrival_time=2021-04-15 02:07:07.628518, cost_time=0:00:40.377720 2021-04-15 02:06:50,229 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.39ms, fps=826 images/s, loss=0.3378, top1-acc=88.43%, top5-acc=99.70%, remaining_time=0:00:17.391192, arrival_time=2021-04-15 02:07:07.620586, cost_time=0:00:43.477987 2021-04-15 02:06:53,327 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.32ms, fps=827 images/s, loss=0.3387, top1-acc=88.41%, top5-acc=99.71%, remaining_time=0:00:14.283276, arrival_time=2021-04-15 02:07:07.610459, cost_time=0:00:46.575844 2021-04-15 02:06:56,421 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.3394, top1-acc=88.43%, top5-acc=99.71%, remaining_time=0:00:11.175696, arrival_time=2021-04-15 02:07:07.596830, cost_time=0:00:49.669803 2021-04-15 02:06:59,524 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.48ms, fps=825 images/s, loss=0.3404, top1-acc=88.41%, top5-acc=99.70%, remaining_time=0:00:08.071128, arrival_time=2021-04-15 02:07:07.595195, cost_time=0:00:52.772723 2021-04-15 02:07:02,622 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3395, top1-acc=88.44%, top5-acc=99.70%, remaining_time=0:00:04.966320, arrival_time=2021-04-15 02:07:07.588675, cost_time=0:00:55.871017 2021-04-15 02:07:05,717 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.3413, top1-acc=88.37%, top5-acc=99.69%, remaining_time=0:00:01.862094, arrival_time=2021-04-15 02:07:07.579722, cost_time=0:00:58.966287 2021-04-15 02:07:07,364 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.31ms, fps=826 images/s, loss=0.3409, top1-acc=88.40%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:07.364853, cost_time=0:01:00.613421 2021-04-15 02:07:08,461 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.41ms, fps=2341 images/s, loss=0.6198, top1-acc=79.57%, top5-acc=98.98%, remaining_time=0:00:03.280110, arrival_time=2021-04-15 02:07:11.741211, cost_time=0:00:01.093367 2021-04-15 02:07:09,399 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.46ms, fps=2731 images/s, loss=0.6039, top1-acc=79.57%, top5-acc=98.98%, remaining_time=0:00:02.031220, arrival_time=2021-04-15 02:07:11.430184, cost_time=0:00:02.031219 2021-04-15 02:07:10,338 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.28ms, fps=2726 images/s, loss=0.6006, top1-acc=79.75%, top5-acc=99.02%, remaining_time=0:00:00.990250, arrival_time=2021-04-15 02:07:11.328755, cost_time=0:00:02.970763 2021-04-15 02:07:11,197 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.09ms, fps=2702 images/s, loss=0.6072, top1-acc=79.73%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:11.197622, cost_time=0:00:03.829992 2021-04-15 02:07:11,473 INFO : Epoch=0049 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:42:58.939237, arrival_time=2021-04-15 04:50:10.412198, cost_time=0:52:53.298150 2021-04-15 02:07:11,474 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 02:07:14,721 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.59ms, fps=788 images/s, loss=0.3502, top1-acc=88.16%, top5-acc=99.57%, remaining_time=0:01:00.393828, arrival_time=2021-04-15 02:08:15.115389, cost_time=0:00:03.246983 2021-04-15 02:07:17,818 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.12ms, fps=827 images/s, loss=0.3428, top1-acc=88.26%, top5-acc=99.55%, remaining_time=0:00:55.821216, arrival_time=2021-04-15 02:08:13.639156, cost_time=0:00:06.343327 2021-04-15 02:07:20,906 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.3336, top1-acc=88.62%, top5-acc=99.64%, remaining_time=0:00:52.190068, arrival_time=2021-04-15 02:08:13.096603, cost_time=0:00:09.431944 2021-04-15 02:07:24,003 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3338, top1-acc=88.73%, top5-acc=99.63%, remaining_time=0:00:48.861696, arrival_time=2021-04-15 02:08:12.864984, cost_time=0:00:12.528630 2021-04-15 02:07:27,100 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.3330, top1-acc=88.77%, top5-acc=99.62%, remaining_time=0:00:45.627774, arrival_time=2021-04-15 02:08:12.728213, cost_time=0:00:15.625955 2021-04-15 02:07:30,198 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3350, top1-acc=88.72%, top5-acc=99.63%, remaining_time=0:00:42.440432, arrival_time=2021-04-15 02:08:12.638713, cost_time=0:00:18.723733 2021-04-15 02:07:33,290 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.3364, top1-acc=88.70%, top5-acc=99.60%, remaining_time=0:00:39.269160, arrival_time=2021-04-15 02:08:12.559816, cost_time=0:00:21.816170 2021-04-15 02:07:36,388 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.3347, top1-acc=88.79%, top5-acc=99.60%, remaining_time=0:00:36.124488, arrival_time=2021-04-15 02:08:12.512468, cost_time=0:00:24.913420 2021-04-15 02:07:39,484 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.3303, top1-acc=88.90%, top5-acc=99.63%, remaining_time=0:00:32.989532, arrival_time=2021-04-15 02:08:12.473949, cost_time=0:00:28.009938 2021-04-15 02:07:42,579 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.3277, top1-acc=89.00%, top5-acc=99.64%, remaining_time=0:00:29.860704, arrival_time=2021-04-15 02:08:12.440226, cost_time=0:00:31.104918 2021-04-15 02:07:45,669 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.3269, top1-acc=89.04%, top5-acc=99.64%, remaining_time=0:00:26.734648, arrival_time=2021-04-15 02:08:12.404565, cost_time=0:00:34.195431 2021-04-15 02:07:48,768 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.64ms, fps=826 images/s, loss=0.3267, top1-acc=89.05%, top5-acc=99.65%, remaining_time=0:00:23.619660, arrival_time=2021-04-15 02:08:12.388419, cost_time=0:00:37.294199 2021-04-15 02:07:51,853 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.3298, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:20.499798, arrival_time=2021-04-15 02:08:12.352789, cost_time=0:00:40.378405 2021-04-15 02:07:54,941 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.3316, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:17.386712, arrival_time=2021-04-15 02:08:12.327905, cost_time=0:00:43.466715 2021-04-15 02:07:58,036 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3335, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:14.278952, arrival_time=2021-04-15 02:08:12.315358, cost_time=0:00:46.561849 2021-04-15 02:08:01,127 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.89ms, fps=828 images/s, loss=0.3341, top1-acc=88.74%, top5-acc=99.63%, remaining_time=0:00:11.171916, arrival_time=2021-04-15 02:08:12.299286, cost_time=0:00:49.652885 2021-04-15 02:08:04,227 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.3345, top1-acc=88.66%, top5-acc=99.64%, remaining_time=0:00:08.068060, arrival_time=2021-04-15 02:08:12.295317, cost_time=0:00:52.752771 2021-04-15 02:08:07,325 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.3348, top1-acc=88.62%, top5-acc=99.64%, remaining_time=0:00:04.964480, arrival_time=2021-04-15 02:08:12.289446, cost_time=0:00:55.850413 2021-04-15 02:08:10,420 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.3356, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:01.861452, arrival_time=2021-04-15 02:08:12.282008, cost_time=0:00:58.946056 2021-04-15 02:08:12,068 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.3356, top1-acc=88.59%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:12.067972, cost_time=0:01:00.593457 2021-04-15 02:08:13,183 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.31ms, fps=2302 images/s, loss=0.7150, top1-acc=76.99%, top5-acc=97.93%, remaining_time=0:00:03.336450, arrival_time=2021-04-15 02:08:16.519610, cost_time=0:00:01.112151 2021-04-15 02:08:14,119 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.32ms, fps=2734 images/s, loss=0.6880, top1-acc=77.46%, top5-acc=98.26%, remaining_time=0:00:02.048940, arrival_time=2021-04-15 02:08:16.168889, cost_time=0:00:02.048941 2021-04-15 02:08:15,067 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.99ms, fps=2704 images/s, loss=0.6871, top1-acc=77.59%, top5-acc=98.05%, remaining_time=0:00:00.998690, arrival_time=2021-04-15 02:08:16.065811, cost_time=0:00:02.996075 2021-04-15 02:08:15,937 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.10ms, fps=2668 images/s, loss=0.6903, top1-acc=77.47%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:15.937032, cost_time=0:00:03.866012 2021-04-15 02:08:16,240 INFO : Epoch=0050 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:41:54.196500, arrival_time=2021-04-15 04:50:10.436809, cost_time=0:53:58.065487 2021-04-15 02:08:16,241 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 02:08:19,527 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.17ms, fps=779 images/s, loss=0.3467, top1-acc=88.09%, top5-acc=99.73%, remaining_time=0:01:01.100628, arrival_time=2021-04-15 02:09:20.627603, cost_time=0:00:03.284977 2021-04-15 02:08:22,619 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.3559, top1-acc=87.71%, top5-acc=99.69%, remaining_time=0:00:56.120416, arrival_time=2021-04-15 02:09:18.739734, cost_time=0:00:06.377313 2021-04-15 02:08:25,713 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3506, top1-acc=87.90%, top5-acc=99.69%, remaining_time=0:00:52.408358, arrival_time=2021-04-15 02:09:18.121725, cost_time=0:00:09.471384 2021-04-15 02:08:28,802 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.3410, top1-acc=88.15%, top5-acc=99.67%, remaining_time=0:00:48.985716, arrival_time=2021-04-15 02:09:17.788157, cost_time=0:00:12.560444 2021-04-15 02:08:31,892 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3415, top1-acc=88.10%, top5-acc=99.68%, remaining_time=0:00:45.699314, arrival_time=2021-04-15 02:09:17.591744, cost_time=0:00:15.650445 2021-04-15 02:08:34,986 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3385, top1-acc=88.26%, top5-acc=99.69%, remaining_time=0:00:42.487352, arrival_time=2021-04-15 02:09:17.473764, cost_time=0:00:18.744434 2021-04-15 02:08:38,073 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.3369, top1-acc=88.32%, top5-acc=99.70%, remaining_time=0:00:39.296124, arrival_time=2021-04-15 02:09:17.369269, cost_time=0:00:21.831169 2021-04-15 02:08:41,160 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3379, top1-acc=88.33%, top5-acc=99.67%, remaining_time=0:00:36.131216, arrival_time=2021-04-15 02:09:17.291332, cost_time=0:00:24.918096 2021-04-15 02:08:44,248 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3352, top1-acc=88.45%, top5-acc=99.68%, remaining_time=0:00:32.985398, arrival_time=2021-04-15 02:09:17.233772, cost_time=0:00:28.006479 2021-04-15 02:08:47,337 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3337, top1-acc=88.52%, top5-acc=99.68%, remaining_time=0:00:29.851680, arrival_time=2021-04-15 02:09:17.189197, cost_time=0:00:31.095530 2021-04-15 02:08:50,424 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3316, top1-acc=88.62%, top5-acc=99.68%, remaining_time=0:00:26.724242, arrival_time=2021-04-15 02:09:17.148300, cost_time=0:00:34.182173 2021-04-15 02:08:53,511 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3340, top1-acc=88.52%, top5-acc=99.69%, remaining_time=0:00:23.604232, arrival_time=2021-04-15 02:09:17.116054, cost_time=0:00:37.269834 2021-04-15 02:08:56,603 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3330, top1-acc=88.58%, top5-acc=99.68%, remaining_time=0:00:20.491152, arrival_time=2021-04-15 02:09:17.094435, cost_time=0:00:40.361383 2021-04-15 02:08:59,689 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.78ms, fps=830 images/s, loss=0.3307, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:17.379096, arrival_time=2021-04-15 02:09:17.068774, cost_time=0:00:43.447695 2021-04-15 02:09:02,778 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.3306, top1-acc=88.66%, top5-acc=99.68%, remaining_time=0:00:14.271270, arrival_time=2021-04-15 02:09:17.049937, cost_time=0:00:46.536759 2021-04-15 02:09:05,864 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3317, top1-acc=88.60%, top5-acc=99.69%, remaining_time=0:00:11.165004, arrival_time=2021-04-15 02:09:17.029217, cost_time=0:00:49.622318 2021-04-15 02:09:08,949 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.3317, top1-acc=88.56%, top5-acc=99.69%, remaining_time=0:00:08.061170, arrival_time=2021-04-15 02:09:17.010868, cost_time=0:00:52.707719 2021-04-15 02:09:12,036 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.3331, top1-acc=88.54%, top5-acc=99.69%, remaining_time=0:00:04.959488, arrival_time=2021-04-15 02:09:16.995642, cost_time=0:00:55.794240 2021-04-15 02:09:15,124 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3329, top1-acc=88.53%, top5-acc=99.69%, remaining_time=0:00:01.859466, arrival_time=2021-04-15 02:09:16.984379, cost_time=0:00:58.883012 2021-04-15 02:09:16,768 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.3323, top1-acc=88.56%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:16.768348, cost_time=0:01:00.526453 2021-04-15 02:09:17,848 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=4.09ms, fps=2375 images/s, loss=0.4998, top1-acc=83.24%, top5-acc=98.95%, remaining_time=0:00:03.233880, arrival_time=2021-04-15 02:09:21.082087, cost_time=0:00:01.077957 2021-04-15 02:09:18,795 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.41ms, fps=2704 images/s, loss=0.5075, top1-acc=83.42%, top5-acc=98.95%, remaining_time=0:00:02.025080, arrival_time=2021-04-15 02:09:20.820473, cost_time=0:00:02.025070 2021-04-15 02:09:19,736 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.37ms, fps=2721 images/s, loss=0.4952, top1-acc=83.45%, top5-acc=99.18%, remaining_time=0:00:00.988770, arrival_time=2021-04-15 02:09:20.725426, cost_time=0:00:02.966296 2021-04-15 02:09:20,595 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.10ms, fps=2702 images/s, loss=0.4947, top1-acc=83.48%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:20.595826, cost_time=0:00:03.825534 2021-04-15 02:09:20,872 INFO : Epoch=0051 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:40:49.058518, arrival_time=2021-04-15 04:50:09.931222, cost_time=0:55:02.697875 2021-04-15 02:09:20,874 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 02:09:24,165 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.39ms, fps=778 images/s, loss=0.3369, top1-acc=88.59%, top5-acc=99.49%, remaining_time=0:01:01.214274, arrival_time=2021-04-15 02:10:25.379683, cost_time=0:00:03.291093 2021-04-15 02:09:27,258 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.28ms, fps=828 images/s, loss=0.3206, top1-acc=88.96%, top5-acc=99.57%, remaining_time=0:00:56.181312, arrival_time=2021-04-15 02:10:23.439863, cost_time=0:00:06.384242 2021-04-15 02:09:30,343 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=0.3223, top1-acc=88.87%, top5-acc=99.60%, remaining_time=0:00:52.394912, arrival_time=2021-04-15 02:10:22.738175, cost_time=0:00:09.468954 2021-04-15 02:09:33,441 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.3274, top1-acc=88.73%, top5-acc=99.59%, remaining_time=0:00:49.010676, arrival_time=2021-04-15 02:10:22.451822, cost_time=0:00:12.566839 2021-04-15 02:09:36,530 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.3263, top1-acc=88.83%, top5-acc=99.60%, remaining_time=0:00:45.714644, arrival_time=2021-04-15 02:10:22.244663, cost_time=0:00:15.655708 2021-04-15 02:09:39,626 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.3250, top1-acc=88.82%, top5-acc=99.61%, remaining_time=0:00:42.504896, arrival_time=2021-04-15 02:10:22.131383, cost_time=0:00:18.752159 2021-04-15 02:09:42,710 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3244, top1-acc=88.83%, top5-acc=99.60%, remaining_time=0:00:39.304188, arrival_time=2021-04-15 02:10:22.014168, cost_time=0:00:21.835674 2021-04-15 02:09:45,795 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.3234, top1-acc=88.95%, top5-acc=99.61%, remaining_time=0:00:36.135856, arrival_time=2021-04-15 02:10:21.931485, cost_time=0:00:24.921296 2021-04-15 02:09:48,886 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3260, top1-acc=88.92%, top5-acc=99.60%, remaining_time=0:00:32.991864, arrival_time=2021-04-15 02:10:21.878073, cost_time=0:00:28.011982 2021-04-15 02:09:51,977 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3264, top1-acc=88.92%, top5-acc=99.60%, remaining_time=0:00:29.858400, arrival_time=2021-04-15 02:10:21.835362, cost_time=0:00:31.102545 2021-04-15 02:09:55,062 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.3245, top1-acc=88.97%, top5-acc=99.61%, remaining_time=0:00:26.729058, arrival_time=2021-04-15 02:10:21.791644, cost_time=0:00:34.188352 2021-04-15 02:09:58,152 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3272, top1-acc=88.86%, top5-acc=99.62%, remaining_time=0:00:23.609324, arrival_time=2021-04-15 02:10:21.761490, cost_time=0:00:37.277861 2021-04-15 02:10:01,243 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3271, top1-acc=88.85%, top5-acc=99.63%, remaining_time=0:00:20.494914, arrival_time=2021-04-15 02:10:21.737926, cost_time=0:00:40.368780 2021-04-15 02:10:04,350 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.47ms, fps=824 images/s, loss=0.3265, top1-acc=88.89%, top5-acc=99.62%, remaining_time=0:00:17.390464, arrival_time=2021-04-15 02:10:21.740989, cost_time=0:00:43.476214 2021-04-15 02:10:07,441 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3266, top1-acc=88.82%, top5-acc=99.63%, remaining_time=0:00:14.280470, arrival_time=2021-04-15 02:10:21.721446, cost_time=0:00:46.566728 2021-04-15 02:10:10,537 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.3291, top1-acc=88.74%, top5-acc=99.63%, remaining_time=0:00:11.174184, arrival_time=2021-04-15 02:10:21.711517, cost_time=0:00:49.663097 2021-04-15 02:10:13,625 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3292, top1-acc=88.72%, top5-acc=99.63%, remaining_time=0:00:08.067852, arrival_time=2021-04-15 02:10:21.693546, cost_time=0:00:52.751393 2021-04-15 02:10:16,724 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.3295, top1-acc=88.69%, top5-acc=99.64%, remaining_time=0:00:04.964416, arrival_time=2021-04-15 02:10:21.688391, cost_time=0:00:55.849711 2021-04-15 02:10:19,813 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.22ms, fps=829 images/s, loss=0.3297, top1-acc=88.68%, top5-acc=99.64%, remaining_time=0:00:01.861224, arrival_time=2021-04-15 02:10:21.674224, cost_time=0:00:58.938772 2021-04-15 02:10:21,457 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.3309, top1-acc=88.70%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:21.457902, cost_time=0:01:00.583682 2021-04-15 02:10:22,520 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.95ms, fps=2414 images/s, loss=0.4572, top1-acc=83.91%, top5-acc=99.49%, remaining_time=0:00:03.181260, arrival_time=2021-04-15 02:10:25.701528, cost_time=0:00:01.060418 2021-04-15 02:10:23,461 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.36ms, fps=2721 images/s, loss=0.4679, top1-acc=83.52%, top5-acc=99.37%, remaining_time=0:00:02.001620, arrival_time=2021-04-15 02:10:25.463208, cost_time=0:00:02.001611 2021-04-15 02:10:24,405 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=2.07ms, fps=2714 images/s, loss=0.4717, top1-acc=83.79%, top5-acc=99.44%, remaining_time=0:00:00.981920, arrival_time=2021-04-15 02:10:25.387516, cost_time=0:00:02.945752 2021-04-15 02:10:25,271 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.09ms, fps=2681 images/s, loss=0.4758, top1-acc=83.66%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:25.271366, cost_time=0:00:03.811539 2021-04-15 02:10:25,516 INFO : Epoch=0052 complete, best val top1-acc=83.71%, top5-acc=99.21% (epoch=42), remaining_time=2:39:43.971620, arrival_time=2021-04-15 04:50:09.487922, cost_time=0:56:07.341397 2021-04-15 02:10:25,518 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 02:10:28,767 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.72ms, fps=788 images/s, loss=0.3441, top1-acc=87.97%, top5-acc=99.73%, remaining_time=0:01:00.416334, arrival_time=2021-04-15 02:11:29.183265, cost_time=0:00:03.248187 2021-04-15 02:10:31,875 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.3420, top1-acc=88.26%, top5-acc=99.65%, remaining_time=0:00:55.933680, arrival_time=2021-04-15 02:11:27.808606, cost_time=0:00:06.356097 2021-04-15 02:10:34,973 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3390, top1-acc=88.48%, top5-acc=99.67%, remaining_time=0:00:52.312742, arrival_time=2021-04-15 02:11:27.285683, cost_time=0:00:09.454118 2021-04-15 02:10:38,067 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3409, top1-acc=88.48%, top5-acc=99.68%, remaining_time=0:00:48.938760, arrival_time=2021-04-15 02:11:27.005857, cost_time=0:00:12.548408 2021-04-15 02:10:41,159 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3361, top1-acc=88.62%, top5-acc=99.64%, remaining_time=0:00:45.670698, arrival_time=2021-04-15 02:11:26.830082, cost_time=0:00:15.640647 2021-04-15 02:10:44,256 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3268, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:42.471304, arrival_time=2021-04-15 02:11:26.727359, cost_time=0:00:18.737369 2021-04-15 02:10:47,359 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.3274, top1-acc=88.92%, top5-acc=99.63%, remaining_time=0:00:39.313386, arrival_time=2021-04-15 02:11:26.672859, cost_time=0:00:21.840775 2021-04-15 02:10:50,447 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.3291, top1-acc=88.86%, top5-acc=99.64%, remaining_time=0:00:36.146296, arrival_time=2021-04-15 02:11:26.593460, cost_time=0:00:24.928482 2021-04-15 02:10:53,539 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.21ms, fps=828 images/s, loss=0.3275, top1-acc=88.83%, top5-acc=99.67%, remaining_time=0:00:33.001722, arrival_time=2021-04-15 02:11:26.540699, cost_time=0:00:28.020298 2021-04-15 02:10:56,639 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3277, top1-acc=88.80%, top5-acc=99.66%, remaining_time=0:00:29.875776, arrival_time=2021-04-15 02:11:26.514966, cost_time=0:00:31.120558 2021-04-15 02:10:59,737 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.59ms, fps=826 images/s, loss=0.3282, top1-acc=88.72%, top5-acc=99.66%, remaining_time=0:00:26.753052, arrival_time=2021-04-15 02:11:26.490754, cost_time=0:00:34.219003 2021-04-15 02:11:02,833 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.90ms, fps=827 images/s, loss=0.3276, top1-acc=88.73%, top5-acc=99.65%, remaining_time=0:00:23.633036, arrival_time=2021-04-15 02:11:26.466966, cost_time=0:00:37.315323 2021-04-15 02:11:05,927 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.64ms, fps=828 images/s, loss=0.3268, top1-acc=88.79%, top5-acc=99.63%, remaining_time=0:00:20.515044, arrival_time=2021-04-15 02:11:26.442214, cost_time=0:00:40.408479 2021-04-15 02:11:09,019 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=3.65ms, fps=828 images/s, loss=0.3271, top1-acc=88.80%, top5-acc=99.63%, remaining_time=0:00:17.400208, arrival_time=2021-04-15 02:11:26.419354, cost_time=0:00:43.500539 2021-04-15 02:11:12,123 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.92ms, fps=825 images/s, loss=0.3277, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:14.292016, arrival_time=2021-04-15 02:11:26.415294, cost_time=0:00:46.604444 2021-04-15 02:11:15,214 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3290, top1-acc=88.76%, top5-acc=99.63%, remaining_time=0:00:11.181492, arrival_time=2021-04-15 02:11:26.395843, cost_time=0:00:49.695525 2021-04-15 02:11:18,315 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3284, top1-acc=88.77%, top5-acc=99.63%, remaining_time=0:00:08.074716, arrival_time=2021-04-15 02:11:26.389759, cost_time=0:00:52.796225 2021-04-15 02:11:21,430 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.55ms, fps=822 images/s, loss=0.3298, top1-acc=88.76%, top5-acc=99.62%, remaining_time=0:00:04.969968, arrival_time=2021-04-15 02:11:26.400814, cost_time=0:00:55.912164 2021-04-15 02:11:24,525 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.23ms, fps=828 images/s, loss=0.3300, top1-acc=88.69%, top5-acc=99.63%, remaining_time=0:00:01.863360, arrival_time=2021-04-15 02:11:26.388505, cost_time=0:00:59.006349 2021-04-15 02:11:26,172 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=2.05ms, fps=826 images/s, loss=0.3317, top1-acc=88.62%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:26.172388, cost_time=0:01:00.653697 2021-04-15 02:11:27,290 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.42ms, fps=2294 images/s, loss=0.4731, top1-acc=84.45%, top5-acc=99.02%, remaining_time=0:00:03.347580, arrival_time=2021-04-15 02:11:30.638028, cost_time=0:00:01.115858 2021-04-15 02:11:28,227 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.91ms, fps=2733 images/s, loss=0.4709, top1-acc=84.55%, top5-acc=99.18%, remaining_time=0:00:02.053160, arrival_time=2021-04-15 02:11:30.280869, cost_time=0:00:02.053162 2021-04-15 02:11:29,167 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.46ms, fps=2726 images/s, loss=0.4735, top1-acc=84.18%, top5-acc=99.23%, remaining_time=0:00:00.997640, arrival_time=2021-04-15 02:11:30.165047, cost_time=0:00:02.992921 2021-04-15 02:11:30,023 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=2712 images/s, loss=0.4734, top1-acc=84.40%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:30.023186, cost_time=0:00:03.848744 2021-04-15 02:11:30,556 INFO : Epoch=0053 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:38:40.001211, arrival_time=2021-04-15 04:50:10.557408, cost_time=0:57:12.381377 2021-04-15 02:11:30,557 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 02:11:33,845 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.46ms, fps=779 images/s, loss=0.3532, top1-acc=87.46%, top5-acc=99.69%, remaining_time=0:01:01.151778, arrival_time=2021-04-15 02:12:34.997223, cost_time=0:00:03.287730 2021-04-15 02:11:36,945 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.3384, top1-acc=88.22%, top5-acc=99.71%, remaining_time=0:00:56.207536, arrival_time=2021-04-15 02:12:33.152485, cost_time=0:00:06.387226 2021-04-15 02:11:40,037 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.3257, top1-acc=88.66%, top5-acc=99.73%, remaining_time=0:00:52.456000, arrival_time=2021-04-15 02:12:32.493702, cost_time=0:00:09.479990 2021-04-15 02:11:43,120 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.3251, top1-acc=88.78%, top5-acc=99.71%, remaining_time=0:00:48.993672, arrival_time=2021-04-15 02:12:32.113871, cost_time=0:00:12.562487 2021-04-15 02:11:46,208 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3219, top1-acc=88.84%, top5-acc=99.69%, remaining_time=0:00:45.701504, arrival_time=2021-04-15 02:12:31.910390, cost_time=0:00:15.651183 2021-04-15 02:11:49,304 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.3190, top1-acc=88.93%, top5-acc=99.67%, remaining_time=0:00:42.492112, arrival_time=2021-04-15 02:12:31.796323, cost_time=0:00:18.746490 2021-04-15 02:11:52,398 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3199, top1-acc=88.86%, top5-acc=99.69%, remaining_time=0:00:39.313638, arrival_time=2021-04-15 02:12:31.712240, cost_time=0:00:21.840894 2021-04-15 02:11:55,497 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.34ms, fps=826 images/s, loss=0.3218, top1-acc=88.83%, top5-acc=99.69%, remaining_time=0:00:36.163000, arrival_time=2021-04-15 02:12:31.660743, cost_time=0:00:24.940031 2021-04-15 02:11:58,595 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.3214, top1-acc=88.87%, top5-acc=99.69%, remaining_time=0:00:33.022498, arrival_time=2021-04-15 02:12:31.618118, cost_time=0:00:28.037980 2021-04-15 02:12:01,690 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.3228, top1-acc=88.86%, top5-acc=99.68%, remaining_time=0:00:29.887488, arrival_time=2021-04-15 02:12:31.578016, cost_time=0:00:31.132819 2021-04-15 02:12:04,781 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3251, top1-acc=88.78%, top5-acc=99.68%, remaining_time=0:00:26.756922, arrival_time=2021-04-15 02:12:31.538469, cost_time=0:00:34.223918 2021-04-15 02:12:07,876 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.3280, top1-acc=88.68%, top5-acc=99.69%, remaining_time=0:00:23.634936, arrival_time=2021-04-15 02:12:31.510954, cost_time=0:00:37.318286 2021-04-15 02:12:10,967 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.3261, top1-acc=88.76%, top5-acc=99.70%, remaining_time=0:00:20.515902, arrival_time=2021-04-15 02:12:31.483581, cost_time=0:00:40.410053 2021-04-15 02:12:14,060 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.03ms, fps=828 images/s, loss=0.3248, top1-acc=88.79%, top5-acc=99.70%, remaining_time=0:00:17.401048, arrival_time=2021-04-15 02:12:31.461324, cost_time=0:00:43.502573 2021-04-15 02:12:17,155 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3241, top1-acc=88.80%, top5-acc=99.71%, remaining_time=0:00:14.289900, arrival_time=2021-04-15 02:12:31.445013, cost_time=0:00:46.597469 2021-04-15 02:12:20,240 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.3246, top1-acc=88.78%, top5-acc=99.72%, remaining_time=0:00:11.178648, arrival_time=2021-04-15 02:12:31.419190, cost_time=0:00:49.682899 2021-04-15 02:12:23,331 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=2.46ms, fps=828 images/s, loss=0.3246, top1-acc=88.79%, top5-acc=99.70%, remaining_time=0:00:08.071284, arrival_time=2021-04-15 02:12:31.402676, cost_time=0:00:52.773753 2021-04-15 02:12:26,424 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3241, top1-acc=88.80%, top5-acc=99.71%, remaining_time=0:00:04.965936, arrival_time=2021-04-15 02:12:31.390417, cost_time=0:00:55.866759 2021-04-15 02:12:29,509 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.25ms, fps=830 images/s, loss=0.3237, top1-acc=88.82%, top5-acc=99.70%, remaining_time=0:00:01.861626, arrival_time=2021-04-15 02:12:31.370711, cost_time=0:00:58.951454 2021-04-15 02:12:31,153 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.25ms, fps=827 images/s, loss=0.3242, top1-acc=88.79%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:31.153590, cost_time=0:01:00.595965 2021-04-15 02:12:32,208 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.21ms, fps=2431 images/s, loss=0.6502, top1-acc=79.57%, top5-acc=98.67%, remaining_time=0:00:03.158940, arrival_time=2021-04-15 02:12:35.367429, cost_time=0:00:01.052981 2021-04-15 02:12:33,145 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.31ms, fps=2732 images/s, loss=0.6437, top1-acc=79.71%, top5-acc=98.63%, remaining_time=0:00:01.990300, arrival_time=2021-04-15 02:12:35.136081, cost_time=0:00:01.990304 2021-04-15 02:12:34,083 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.43ms, fps=2730 images/s, loss=0.6310, top1-acc=79.83%, top5-acc=98.75%, remaining_time=0:00:00.976130, arrival_time=2021-04-15 02:12:35.059991, cost_time=0:00:02.928380 2021-04-15 02:12:34,939 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=2713 images/s, loss=0.6451, top1-acc=79.57%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:34.939239, cost_time=0:00:03.783714 2021-04-15 02:12:35,221 INFO : Epoch=0054 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:37:34.978688, arrival_time=2021-04-15 04:50:10.200423, cost_time=0:58:17.046918 2021-04-15 02:12:35,223 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 02:12:38,507 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.35ms, fps=780 images/s, loss=0.3299, top1-acc=88.24%, top5-acc=99.69%, remaining_time=0:01:01.079610, arrival_time=2021-04-15 02:13:39.586678, cost_time=0:00:03.283849 2021-04-15 02:12:41,593 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.3203, top1-acc=88.95%, top5-acc=99.75%, remaining_time=0:00:56.057408, arrival_time=2021-04-15 02:13:37.650775, cost_time=0:00:06.370160 2021-04-15 02:12:44,689 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.3153, top1-acc=89.28%, top5-acc=99.71%, remaining_time=0:00:52.377814, arrival_time=2021-04-15 02:13:37.066898, cost_time=0:00:09.465877 2021-04-15 02:12:47,781 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3223, top1-acc=88.96%, top5-acc=99.70%, remaining_time=0:00:48.975732, arrival_time=2021-04-15 02:13:36.756836, cost_time=0:00:12.557873 2021-04-15 02:12:50,874 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3177, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:45.702088, arrival_time=2021-04-15 02:13:36.576890, cost_time=0:00:15.651378 2021-04-15 02:12:53,966 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3204, top1-acc=88.98%, top5-acc=99.70%, remaining_time=0:00:42.484088, arrival_time=2021-04-15 02:13:36.450260, cost_time=0:00:18.742953 2021-04-15 02:12:57,054 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3231, top1-acc=88.93%, top5-acc=99.68%, remaining_time=0:00:39.295368, arrival_time=2021-04-15 02:13:36.349367, cost_time=0:00:21.830790 2021-04-15 02:13:00,142 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3239, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:36.132956, arrival_time=2021-04-15 02:13:36.275422, cost_time=0:00:24.919257 2021-04-15 02:13:03,241 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.93ms, fps=826 images/s, loss=0.3251, top1-acc=88.88%, top5-acc=99.67%, remaining_time=0:00:32.999602, arrival_time=2021-04-15 02:13:36.241295, cost_time=0:00:28.018488 2021-04-15 02:13:06,331 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.3243, top1-acc=88.87%, top5-acc=99.70%, remaining_time=0:00:29.864064, arrival_time=2021-04-15 02:13:36.195816, cost_time=0:00:31.108382 2021-04-15 02:13:09,418 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.81ms, fps=829 images/s, loss=0.3237, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:26.734734, arrival_time=2021-04-15 02:13:36.153573, cost_time=0:00:34.195550 2021-04-15 02:13:12,508 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.3225, top1-acc=88.97%, top5-acc=99.67%, remaining_time=0:00:23.613884, arrival_time=2021-04-15 02:13:36.122248, cost_time=0:00:37.285069 2021-04-15 02:13:15,606 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.53ms, fps=827 images/s, loss=0.3225, top1-acc=88.97%, top5-acc=99.68%, remaining_time=0:00:20.501910, arrival_time=2021-04-15 02:13:36.107848, cost_time=0:00:40.382514 2021-04-15 02:13:18,693 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3244, top1-acc=88.86%, top5-acc=99.67%, remaining_time=0:00:17.387944, arrival_time=2021-04-15 02:13:36.081057, cost_time=0:00:43.469849 2021-04-15 02:13:21,788 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.3229, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:14.280102, arrival_time=2021-04-15 02:13:36.068948, cost_time=0:00:46.565567 2021-04-15 02:13:24,879 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3233, top1-acc=88.90%, top5-acc=99.67%, remaining_time=0:00:11.172564, arrival_time=2021-04-15 02:13:36.051664, cost_time=0:00:49.655808 2021-04-15 02:13:27,993 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=7.07ms, fps=822 images/s, loss=0.3232, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:08.070686, arrival_time=2021-04-15 02:13:36.063904, cost_time=0:00:52.769858 2021-04-15 02:13:31,093 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.16ms, fps=826 images/s, loss=0.3230, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:04.966192, arrival_time=2021-04-15 02:13:36.059145, cost_time=0:00:55.869667 2021-04-15 02:13:34,193 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=2.05ms, fps=826 images/s, loss=0.3241, top1-acc=88.87%, top5-acc=99.68%, remaining_time=0:00:01.862214, arrival_time=2021-04-15 02:13:36.055617, cost_time=0:00:58.970119 2021-04-15 02:13:35,841 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.24ms, fps=826 images/s, loss=0.3247, top1-acc=88.87%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:35.840926, cost_time=0:01:00.617492 2021-04-15 02:13:36,924 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.21ms, fps=2368 images/s, loss=0.4972, top1-acc=83.20%, top5-acc=99.14%, remaining_time=0:00:03.242640, arrival_time=2021-04-15 02:13:40.167214, cost_time=0:00:01.080883 2021-04-15 02:13:37,864 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.46ms, fps=2725 images/s, loss=0.5018, top1-acc=83.20%, top5-acc=99.36%, remaining_time=0:00:02.020740, arrival_time=2021-04-15 02:13:39.885224, cost_time=0:00:02.020733 2021-04-15 02:13:38,805 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.52ms, fps=2723 images/s, loss=0.4954, top1-acc=83.31%, top5-acc=99.35%, remaining_time=0:00:00.987200, arrival_time=2021-04-15 02:13:39.792562, cost_time=0:00:02.961600 2021-04-15 02:13:39,668 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.10ms, fps=2690 images/s, loss=0.4943, top1-acc=83.17%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:39.668335, cost_time=0:00:03.824523 2021-04-15 02:13:39,922 INFO : Epoch=0055 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:36:30.062685, arrival_time=2021-04-15 04:50:09.985427, cost_time=0:59:21.747926 2021-04-15 02:13:39,924 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 02:13:43,196 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.35ms, fps=782 images/s, loss=0.3203, top1-acc=88.67%, top5-acc=99.77%, remaining_time=0:01:00.858270, arrival_time=2021-04-15 02:14:44.054625, cost_time=0:00:03.271952 2021-04-15 02:13:46,291 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3224, top1-acc=88.85%, top5-acc=99.75%, remaining_time=0:00:56.031712, arrival_time=2021-04-15 02:14:42.323345, cost_time=0:00:06.367246 2021-04-15 02:13:49,380 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.18ms, fps=829 images/s, loss=0.3210, top1-acc=89.05%, top5-acc=99.71%, remaining_time=0:00:52.322038, arrival_time=2021-04-15 02:14:41.702148, cost_time=0:00:09.455794 2021-04-15 02:13:52,468 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.3188, top1-acc=89.13%, top5-acc=99.74%, remaining_time=0:00:48.920664, arrival_time=2021-04-15 02:14:41.388681, cost_time=0:00:12.543748 2021-04-15 02:13:55,561 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3216, top1-acc=89.11%, top5-acc=99.72%, remaining_time=0:00:45.661208, arrival_time=2021-04-15 02:14:41.222892, cost_time=0:00:15.637380 2021-04-15 02:13:58,647 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3204, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:42.440024, arrival_time=2021-04-15 02:14:41.087839, cost_time=0:00:18.723536 2021-04-15 02:14:01,732 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.3215, top1-acc=89.09%, top5-acc=99.70%, remaining_time=0:00:39.254796, arrival_time=2021-04-15 02:14:40.987307, cost_time=0:00:21.808215 2021-04-15 02:14:04,819 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.72ms, fps=830 images/s, loss=0.3278, top1-acc=88.90%, top5-acc=99.67%, remaining_time=0:00:36.097344, arrival_time=2021-04-15 02:14:40.916346, cost_time=0:00:24.894728 2021-04-15 02:14:07,915 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.73ms, fps=827 images/s, loss=0.3287, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:32.966848, arrival_time=2021-04-15 02:14:40.881882, cost_time=0:00:27.990765 2021-04-15 02:14:11,010 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.63ms, fps=827 images/s, loss=0.3261, top1-acc=88.95%, top5-acc=99.68%, remaining_time=0:00:29.842464, arrival_time=2021-04-15 02:14:40.852608, cost_time=0:00:31.085865 2021-04-15 02:14:14,099 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.3227, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:26.718394, arrival_time=2021-04-15 02:14:40.817393, cost_time=0:00:34.174727 2021-04-15 02:14:17,188 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.3220, top1-acc=89.03%, top5-acc=99.69%, remaining_time=0:00:23.600736, arrival_time=2021-04-15 02:14:40.789277, cost_time=0:00:37.264266 2021-04-15 02:14:20,277 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.3240, top1-acc=88.93%, top5-acc=99.68%, remaining_time=0:00:20.487126, arrival_time=2021-04-15 02:14:40.764913, cost_time=0:00:40.353396 2021-04-15 02:14:23,372 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.62ms, fps=827 images/s, loss=0.3256, top1-acc=88.88%, top5-acc=99.68%, remaining_time=0:00:17.379264, arrival_time=2021-04-15 02:14:40.751879, cost_time=0:00:43.448152 2021-04-15 02:14:26,460 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.3266, top1-acc=88.82%, top5-acc=99.69%, remaining_time=0:00:14.271178, arrival_time=2021-04-15 02:14:40.731825, cost_time=0:00:46.536450 2021-04-15 02:14:29,548 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3272, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:11.165328, arrival_time=2021-04-15 02:14:40.713261, cost_time=0:00:49.623649 2021-04-15 02:14:32,646 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.3269, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:08.063380, arrival_time=2021-04-15 02:14:40.709949, cost_time=0:00:52.722160 2021-04-15 02:14:35,749 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.79ms, fps=825 images/s, loss=0.3253, top1-acc=88.85%, top5-acc=99.69%, remaining_time=0:00:04.962224, arrival_time=2021-04-15 02:14:40.711452, cost_time=0:00:55.824954 2021-04-15 02:14:38,851 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.3258, top1-acc=88.83%, top5-acc=99.68%, remaining_time=0:00:01.860852, arrival_time=2021-04-15 02:14:40.712203, cost_time=0:00:58.927072 2021-04-15 02:14:40,504 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.47ms, fps=823 images/s, loss=0.3259, top1-acc=88.81%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:40.504780, cost_time=0:01:00.580500 2021-04-15 02:14:41,592 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.20ms, fps=2359 images/s, loss=0.5422, top1-acc=82.89%, top5-acc=99.02%, remaining_time=0:00:03.255900, arrival_time=2021-04-15 02:14:44.848002, cost_time=0:00:01.085303 2021-04-15 02:14:42,531 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=2.06ms, fps=2726 images/s, loss=0.5551, top1-acc=82.03%, top5-acc=98.87%, remaining_time=0:00:02.024800, arrival_time=2021-04-15 02:14:44.556473, cost_time=0:00:02.024804 2021-04-15 02:14:43,472 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.30ms, fps=2723 images/s, loss=0.5558, top1-acc=81.69%, top5-acc=98.98%, remaining_time=0:00:00.988510, arrival_time=2021-04-15 02:14:44.460853, cost_time=0:00:02.965524 2021-04-15 02:14:44,330 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=2705 images/s, loss=0.5641, top1-acc=81.59%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:44.330381, cost_time=0:00:03.823613 2021-04-15 02:14:44,584 INFO : Epoch=0056 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:35:25.054080, arrival_time=2021-04-15 04:50:09.638830, cost_time=1:00:26.409932 2021-04-15 02:14:44,586 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 02:14:47,862 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.35ms, fps=782 images/s, loss=0.3010, top1-acc=89.96%, top5-acc=99.92%, remaining_time=0:01:00.927834, arrival_time=2021-04-15 02:15:48.789824, cost_time=0:00:03.275688 2021-04-15 02:14:50,950 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.3049, top1-acc=89.57%, top5-acc=99.79%, remaining_time=0:00:56.000736, arrival_time=2021-04-15 02:15:46.950757, cost_time=0:00:06.363713 2021-04-15 02:14:54,033 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.3062, top1-acc=89.45%, top5-acc=99.78%, remaining_time=0:00:52.273068, arrival_time=2021-04-15 02:15:46.306361, cost_time=0:00:09.446950 2021-04-15 02:14:57,126 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.73ms, fps=828 images/s, loss=0.3053, top1-acc=89.55%, top5-acc=99.79%, remaining_time=0:00:48.906000, arrival_time=2021-04-15 02:15:46.032232, cost_time=0:00:12.540014 2021-04-15 02:15:00,223 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.3057, top1-acc=89.51%, top5-acc=99.80%, remaining_time=0:00:45.660624, arrival_time=2021-04-15 02:15:45.884106, cost_time=0:00:15.637180 2021-04-15 02:15:03,309 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3067, top1-acc=89.50%, top5-acc=99.77%, remaining_time=0:00:42.439072, arrival_time=2021-04-15 02:15:45.748493, cost_time=0:00:18.723109 2021-04-15 02:15:06,401 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3071, top1-acc=89.40%, top5-acc=99.75%, remaining_time=0:00:39.266514, arrival_time=2021-04-15 02:15:45.667497, cost_time=0:00:21.814740 2021-04-15 02:15:09,485 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.3074, top1-acc=89.40%, top5-acc=99.75%, remaining_time=0:00:36.103144, arrival_time=2021-04-15 02:15:45.588166, cost_time=0:00:24.898720 2021-04-15 02:15:12,579 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3068, top1-acc=89.43%, top5-acc=99.73%, remaining_time=0:00:32.969604, arrival_time=2021-04-15 02:15:45.548865, cost_time=0:00:27.993027 2021-04-15 02:15:15,671 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=2.17ms, fps=828 images/s, loss=0.3066, top1-acc=89.46%, top5-acc=99.72%, remaining_time=0:00:29.842176, arrival_time=2021-04-15 02:15:45.514010, cost_time=0:00:31.085602 2021-04-15 02:15:18,767 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3052, top1-acc=89.51%, top5-acc=99.73%, remaining_time=0:00:26.723124, arrival_time=2021-04-15 02:15:45.490218, cost_time=0:00:34.180785 2021-04-15 02:15:21,852 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.3080, top1-acc=89.37%, top5-acc=99.73%, remaining_time=0:00:23.602180, arrival_time=2021-04-15 02:15:45.454946, cost_time=0:00:37.266544 2021-04-15 02:15:24,954 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.3102, top1-acc=89.33%, top5-acc=99.72%, remaining_time=0:00:20.494584, arrival_time=2021-04-15 02:15:45.449162, cost_time=0:00:40.368167 2021-04-15 02:15:28,044 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3112, top1-acc=89.29%, top5-acc=99.73%, remaining_time=0:00:17.383128, arrival_time=2021-04-15 02:15:45.427162, cost_time=0:00:43.457801 2021-04-15 02:15:31,132 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3131, top1-acc=89.22%, top5-acc=99.72%, remaining_time=0:00:14.274306, arrival_time=2021-04-15 02:15:45.407201, cost_time=0:00:46.546676 2021-04-15 02:15:34,221 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3172, top1-acc=89.07%, top5-acc=99.70%, remaining_time=0:00:11.168028, arrival_time=2021-04-15 02:15:45.389932, cost_time=0:00:49.635665 2021-04-15 02:15:37,310 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3207, top1-acc=88.93%, top5-acc=99.70%, remaining_time=0:00:08.063744, arrival_time=2021-04-15 02:15:45.374494, cost_time=0:00:52.724436 2021-04-15 02:15:40,398 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.3197, top1-acc=88.97%, top5-acc=99.70%, remaining_time=0:00:04.961088, arrival_time=2021-04-15 02:15:45.359540, cost_time=0:00:55.812214 2021-04-15 02:15:43,489 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.3200, top1-acc=88.98%, top5-acc=99.70%, remaining_time=0:00:01.860114, arrival_time=2021-04-15 02:15:45.349863, cost_time=0:00:58.903525 2021-04-15 02:15:45,133 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.3195, top1-acc=89.02%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:45.133664, cost_time=0:01:00.547444 2021-04-15 02:15:46,203 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=2.03ms, fps=2397 images/s, loss=0.5488, top1-acc=81.99%, top5-acc=99.34%, remaining_time=0:00:03.203820, arrival_time=2021-04-15 02:15:49.407304, cost_time=0:00:01.067944 2021-04-15 02:15:47,143 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.54ms, fps=2725 images/s, loss=0.5452, top1-acc=81.56%, top5-acc=99.43%, remaining_time=0:00:02.007620, arrival_time=2021-04-15 02:15:49.150817, cost_time=0:00:02.007620 2021-04-15 02:15:48,085 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.32ms, fps=2719 images/s, loss=0.5484, top1-acc=81.48%, top5-acc=99.36%, remaining_time=0:00:00.983240, arrival_time=2021-04-15 02:15:49.068562, cost_time=0:00:02.949717 2021-04-15 02:15:48,948 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.11ms, fps=2691 images/s, loss=0.5621, top1-acc=81.58%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:48.947982, cost_time=0:00:03.812482 2021-04-15 02:15:49,201 INFO : Epoch=0057 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:34:19.944694, arrival_time=2021-04-15 04:50:09.146401, cost_time=1:01:31.026893 2021-04-15 02:15:49,203 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 02:15:52,463 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.50ms, fps=785 images/s, loss=0.3101, top1-acc=89.14%, top5-acc=99.69%, remaining_time=0:01:00.641766, arrival_time=2021-04-15 02:16:53.105213, cost_time=0:00:03.260310 2021-04-15 02:15:55,553 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3237, top1-acc=88.87%, top5-acc=99.67%, remaining_time=0:00:55.887040, arrival_time=2021-04-15 02:16:51.440975, cost_time=0:00:06.350808 2021-04-15 02:15:58,638 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3237, top1-acc=88.72%, top5-acc=99.65%, remaining_time=0:00:52.209490, arrival_time=2021-04-15 02:16:50.848059, cost_time=0:00:09.435440 2021-04-15 02:16:01,733 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.3176, top1-acc=89.01%, top5-acc=99.67%, remaining_time=0:00:48.866376, arrival_time=2021-04-15 02:16:50.599332, cost_time=0:00:12.529829 2021-04-15 02:16:04,823 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.3149, top1-acc=89.14%, top5-acc=99.69%, remaining_time=0:00:45.611276, arrival_time=2021-04-15 02:16:50.434722, cost_time=0:00:15.620311 2021-04-15 02:16:07,911 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.68ms, fps=829 images/s, loss=0.3141, top1-acc=89.12%, top5-acc=99.71%, remaining_time=0:00:42.405752, arrival_time=2021-04-15 02:16:50.317322, cost_time=0:00:18.708421 2021-04-15 02:16:11,002 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3158, top1-acc=89.03%, top5-acc=99.72%, remaining_time=0:00:39.238164, arrival_time=2021-04-15 02:16:50.240334, cost_time=0:00:21.798970 2021-04-15 02:16:14,086 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.3163, top1-acc=89.05%, top5-acc=99.71%, remaining_time=0:00:36.080408, arrival_time=2021-04-15 02:16:50.166579, cost_time=0:00:24.883000 2021-04-15 02:16:17,179 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3157, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:32.949570, arrival_time=2021-04-15 02:16:50.128744, cost_time=0:00:27.976048 2021-04-15 02:16:20,265 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3172, top1-acc=89.11%, top5-acc=99.71%, remaining_time=0:00:29.819520, arrival_time=2021-04-15 02:16:50.084637, cost_time=0:00:31.061958 2021-04-15 02:16:23,348 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.92ms, fps=830 images/s, loss=0.3135, top1-acc=89.19%, top5-acc=99.72%, remaining_time=0:00:26.695174, arrival_time=2021-04-15 02:16:50.043248, cost_time=0:00:34.144951 2021-04-15 02:16:26,441 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.3138, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:23.584244, arrival_time=2021-04-15 02:16:50.025673, cost_time=0:00:37.238264 2021-04-15 02:16:29,531 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.60ms, fps=829 images/s, loss=0.3132, top1-acc=89.23%, top5-acc=99.71%, remaining_time=0:00:20.474454, arrival_time=2021-04-15 02:16:50.006088, cost_time=0:00:40.328430 2021-04-15 02:16:32,652 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.63ms, fps=821 images/s, loss=0.3147, top1-acc=89.19%, top5-acc=99.71%, remaining_time=0:00:17.379544, arrival_time=2021-04-15 02:16:50.031559, cost_time=0:00:43.448795 2021-04-15 02:16:35,741 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3151, top1-acc=89.17%, top5-acc=99.70%, remaining_time=0:00:14.271592, arrival_time=2021-04-15 02:16:50.012645, cost_time=0:00:46.537820 2021-04-15 02:16:38,831 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3166, top1-acc=89.12%, top5-acc=99.71%, remaining_time=0:00:11.166264, arrival_time=2021-04-15 02:16:49.997344, cost_time=0:00:49.627847 2021-04-15 02:16:41,919 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.3166, top1-acc=89.11%, top5-acc=99.71%, remaining_time=0:00:08.062470, arrival_time=2021-04-15 02:16:49.981756, cost_time=0:00:52.716077 2021-04-15 02:16:45,006 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3169, top1-acc=89.10%, top5-acc=99.71%, remaining_time=0:00:04.960320, arrival_time=2021-04-15 02:16:49.967192, cost_time=0:00:55.803662 2021-04-15 02:16:48,093 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.3196, top1-acc=89.03%, top5-acc=99.70%, remaining_time=0:00:01.859676, arrival_time=2021-04-15 02:16:49.952638, cost_time=0:00:58.889766 2021-04-15 02:16:49,738 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.30ms, fps=827 images/s, loss=0.3193, top1-acc=89.04%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:49.738602, cost_time=0:01:00.535471 2021-04-15 02:16:50,798 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=2.56ms, fps=2421 images/s, loss=0.4417, top1-acc=84.65%, top5-acc=99.61%, remaining_time=0:00:03.172350, arrival_time=2021-04-15 02:16:53.970341, cost_time=0:00:01.057449 2021-04-15 02:16:51,736 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.46ms, fps=2729 images/s, loss=0.4448, top1-acc=84.51%, top5-acc=99.61%, remaining_time=0:00:01.995800, arrival_time=2021-04-15 02:16:53.732213, cost_time=0:00:01.995804 2021-04-15 02:16:52,682 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.71ms, fps=2709 images/s, loss=0.4585, top1-acc=84.27%, top5-acc=99.45%, remaining_time=0:00:00.980460, arrival_time=2021-04-15 02:16:53.662451, cost_time=0:00:02.941379 2021-04-15 02:16:53,556 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.20ms, fps=2655 images/s, loss=0.4555, top1-acc=84.34%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:53.556453, cost_time=0:00:03.815811 2021-04-15 02:16:53,843 INFO : Epoch=0058 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:33:14.913220, arrival_time=2021-04-15 04:50:08.756887, cost_time=1:02:35.668795 2021-04-15 02:16:53,845 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 02:16:57,118 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.84ms, fps=782 images/s, loss=0.3178, top1-acc=89.26%, top5-acc=99.69%, remaining_time=0:01:00.868686, arrival_time=2021-04-15 02:17:57.987106, cost_time=0:00:03.272513 2021-04-15 02:17:00,216 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.12ms, fps=827 images/s, loss=0.3079, top1-acc=89.51%, top5-acc=99.75%, remaining_time=0:00:56.056528, arrival_time=2021-04-15 02:17:56.272569, cost_time=0:00:06.370065 2021-04-15 02:17:03,310 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.71ms, fps=828 images/s, loss=0.2991, top1-acc=89.78%, top5-acc=99.78%, remaining_time=0:00:52.369680, arrival_time=2021-04-15 02:17:55.679985, cost_time=0:00:09.464404 2021-04-15 02:17:06,404 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.3009, top1-acc=89.74%, top5-acc=99.75%, remaining_time=0:00:48.977916, arrival_time=2021-04-15 02:17:55.382338, cost_time=0:00:12.558448 2021-04-15 02:17:09,501 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.3052, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:45.712308, arrival_time=2021-04-15 02:17:55.213199, cost_time=0:00:15.654878 2021-04-15 02:17:12,590 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3043, top1-acc=89.62%, top5-acc=99.75%, remaining_time=0:00:42.486264, arrival_time=2021-04-15 02:17:55.076213, cost_time=0:00:18.743935 2021-04-15 02:17:15,687 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3080, top1-acc=89.48%, top5-acc=99.73%, remaining_time=0:00:39.314520, arrival_time=2021-04-15 02:17:55.001804, cost_time=0:00:21.841376 2021-04-15 02:17:18,770 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.3074, top1-acc=89.49%, top5-acc=99.76%, remaining_time=0:00:36.139916, arrival_time=2021-04-15 02:17:54.909892, cost_time=0:00:24.924057 2021-04-15 02:17:21,883 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.47ms, fps=822 images/s, loss=0.3065, top1-acc=89.48%, top5-acc=99.75%, remaining_time=0:00:33.022074, arrival_time=2021-04-15 02:17:54.905735, cost_time=0:00:28.037614 2021-04-15 02:17:24,979 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.16ms, fps=827 images/s, loss=0.3053, top1-acc=89.47%, top5-acc=99.75%, remaining_time=0:00:29.888256, arrival_time=2021-04-15 02:17:54.867816, cost_time=0:00:31.133620 2021-04-15 02:17:28,068 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3043, top1-acc=89.44%, top5-acc=99.75%, remaining_time=0:00:26.755460, arrival_time=2021-04-15 02:17:54.823613, cost_time=0:00:34.222109 2021-04-15 02:17:31,167 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.3066, top1-acc=89.42%, top5-acc=99.75%, remaining_time=0:00:23.636912, arrival_time=2021-04-15 02:17:54.804349, cost_time=0:00:37.321470 2021-04-15 02:17:34,267 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.3081, top1-acc=89.37%, top5-acc=99.75%, remaining_time=0:00:20.521776, arrival_time=2021-04-15 02:17:54.789418, cost_time=0:00:40.421724 2021-04-15 02:17:37,361 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3088, top1-acc=89.36%, top5-acc=99.74%, remaining_time=0:00:17.406200, arrival_time=2021-04-15 02:17:54.767654, cost_time=0:00:43.515535 2021-04-15 02:17:40,445 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.3085, top1-acc=89.42%, top5-acc=99.74%, remaining_time=0:00:14.290590, arrival_time=2021-04-15 02:17:54.736236, cost_time=0:00:46.599698 2021-04-15 02:17:43,532 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.3122, top1-acc=89.27%, top5-acc=99.73%, remaining_time=0:00:11.179476, arrival_time=2021-04-15 02:17:54.711913, cost_time=0:00:49.686622 2021-04-15 02:17:46,621 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.3131, top1-acc=89.26%, top5-acc=99.72%, remaining_time=0:00:08.071492, arrival_time=2021-04-15 02:17:54.692502, cost_time=0:00:52.775090 2021-04-15 02:17:49,712 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.93ms, fps=828 images/s, loss=0.3125, top1-acc=89.28%, top5-acc=99.72%, remaining_time=0:00:04.965872, arrival_time=2021-04-15 02:17:54.677916, cost_time=0:00:55.866128 2021-04-15 02:17:52,802 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.3157, top1-acc=89.18%, top5-acc=99.71%, remaining_time=0:00:01.861788, arrival_time=2021-04-15 02:17:54.664316, cost_time=0:00:58.956687 2021-04-15 02:17:54,446 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.3163, top1-acc=89.20%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:54.446419, cost_time=0:01:00.600593 2021-04-15 02:17:55,541 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.41ms, fps=2342 images/s, loss=0.4820, top1-acc=84.96%, top5-acc=99.14%, remaining_time=0:00:03.279480, arrival_time=2021-04-15 02:17:58.821084, cost_time=0:00:01.093162 2021-04-15 02:17:56,478 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.31ms, fps=2733 images/s, loss=0.4905, top1-acc=84.24%, top5-acc=99.14%, remaining_time=0:00:02.030300, arrival_time=2021-04-15 02:17:58.508952, cost_time=0:00:02.030305 2021-04-15 02:17:57,419 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.48ms, fps=2722 images/s, loss=0.5001, top1-acc=83.79%, top5-acc=99.18%, remaining_time=0:00:00.990320, arrival_time=2021-04-15 02:17:58.409667, cost_time=0:00:02.970967 2021-04-15 02:17:58,276 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.09ms, fps=2709 images/s, loss=0.5015, top1-acc=83.53%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:58.276249, cost_time=0:00:03.827928 2021-04-15 02:17:58,523 INFO : Epoch=0059 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:32:09.984765, arrival_time=2021-04-15 04:50:08.507801, cost_time=1:03:40.348223 2021-04-15 02:17:58,524 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 02:18:01,770 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.92ms, fps=789 images/s, loss=0.3276, top1-acc=88.71%, top5-acc=99.84%, remaining_time=0:01:00.380622, arrival_time=2021-04-15 02:19:02.151333, cost_time=0:00:03.246267 2021-04-15 02:18:04,883 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.66ms, fps=823 images/s, loss=0.3236, top1-acc=88.93%, top5-acc=99.77%, remaining_time=0:00:55.955504, arrival_time=2021-04-15 02:19:00.838615, cost_time=0:00:06.358586 2021-04-15 02:18:07,979 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.3163, top1-acc=89.26%, top5-acc=99.79%, remaining_time=0:00:52.316062, arrival_time=2021-04-15 02:19:00.295320, cost_time=0:00:09.454704 2021-04-15 02:18:11,072 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3125, top1-acc=89.22%, top5-acc=99.76%, remaining_time=0:00:48.936888, arrival_time=2021-04-15 02:19:00.009404, cost_time=0:00:12.547905 2021-04-15 02:18:14,186 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.34ms, fps=822 images/s, loss=0.3116, top1-acc=89.26%, top5-acc=99.74%, remaining_time=0:00:45.732894, arrival_time=2021-04-15 02:18:59.919376, cost_time=0:00:15.661952 2021-04-15 02:18:17,279 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3094, top1-acc=89.24%, top5-acc=99.72%, remaining_time=0:00:42.509928, arrival_time=2021-04-15 02:18:59.788971, cost_time=0:00:18.754371 2021-04-15 02:18:20,379 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.3103, top1-acc=89.30%, top5-acc=99.73%, remaining_time=0:00:39.338334, arrival_time=2021-04-15 02:18:59.717506, cost_time=0:00:21.854645 2021-04-15 02:18:23,470 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.99ms, fps=828 images/s, loss=0.3137, top1-acc=89.29%, top5-acc=99.70%, remaining_time=0:00:36.171932, arrival_time=2021-04-15 02:18:59.642590, cost_time=0:00:24.946133 2021-04-15 02:18:26,561 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3203, top1-acc=88.97%, top5-acc=99.67%, remaining_time=0:00:33.021650, arrival_time=2021-04-15 02:18:59.583415, cost_time=0:00:28.037216 2021-04-15 02:18:29,651 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.3218, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:29.881920, arrival_time=2021-04-15 02:18:59.533490, cost_time=0:00:31.127045 2021-04-15 02:18:32,744 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.3218, top1-acc=88.98%, top5-acc=99.66%, remaining_time=0:00:26.753740, arrival_time=2021-04-15 02:18:59.498190, cost_time=0:00:34.219911 2021-04-15 02:18:35,843 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.3215, top1-acc=88.96%, top5-acc=99.66%, remaining_time=0:00:23.635240, arrival_time=2021-04-15 02:18:59.478480, cost_time=0:00:37.318795 2021-04-15 02:18:38,941 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.3230, top1-acc=88.89%, top5-acc=99.67%, remaining_time=0:00:20.519598, arrival_time=2021-04-15 02:18:59.461453, cost_time=0:00:40.417331 2021-04-15 02:18:42,024 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.3200, top1-acc=88.94%, top5-acc=99.67%, remaining_time=0:00:17.399928, arrival_time=2021-04-15 02:18:59.424320, cost_time=0:00:43.499832 2021-04-15 02:18:45,115 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3191, top1-acc=88.98%, top5-acc=99.67%, remaining_time=0:00:14.287830, arrival_time=2021-04-15 02:18:59.403104, cost_time=0:00:46.590822 2021-04-15 02:18:48,216 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.97ms, fps=826 images/s, loss=0.3184, top1-acc=89.02%, top5-acc=99.68%, remaining_time=0:00:11.180592, arrival_time=2021-04-15 02:18:59.396689, cost_time=0:00:49.691560 2021-04-15 02:18:51,316 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.3185, top1-acc=89.01%, top5-acc=99.68%, remaining_time=0:00:08.074066, arrival_time=2021-04-15 02:18:59.390490, cost_time=0:00:52.791976 2021-04-15 02:18:54,405 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.3196, top1-acc=88.95%, top5-acc=99.68%, remaining_time=0:00:04.967216, arrival_time=2021-04-15 02:18:59.372901, cost_time=0:00:55.881154 2021-04-15 02:18:57,495 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3215, top1-acc=88.89%, top5-acc=99.67%, remaining_time=0:00:01.862256, arrival_time=2021-04-15 02:18:59.358102, cost_time=0:00:58.971399 2021-04-15 02:18:59,140 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.3221, top1-acc=88.86%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:59.140070, cost_time=0:01:00.615639 2021-04-15 02:19:00,254 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.22ms, fps=2302 images/s, loss=0.6985, top1-acc=77.07%, top5-acc=98.36%, remaining_time=0:00:03.336810, arrival_time=2021-04-15 02:19:03.591038, cost_time=0:00:01.112266 2021-04-15 02:19:01,191 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.39ms, fps=2731 images/s, loss=0.6730, top1-acc=78.01%, top5-acc=98.54%, remaining_time=0:00:02.049860, arrival_time=2021-04-15 02:19:03.241664, cost_time=0:00:02.049852 2021-04-15 02:19:02,132 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.31ms, fps=2723 images/s, loss=0.6698, top1-acc=78.09%, top5-acc=98.41%, remaining_time=0:00:00.996780, arrival_time=2021-04-15 02:19:03.129148, cost_time=0:00:02.990336 2021-04-15 02:19:02,988 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.12ms, fps=2713 images/s, loss=0.6717, top1-acc=77.94%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:02.988039, cost_time=0:00:03.846108 2021-04-15 02:19:03,248 INFO : Epoch=0060 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:31:05.171640, arrival_time=2021-04-15 04:50:08.420041, cost_time=1:04:45.073578 2021-04-15 02:19:03,249 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 02:19:06,532 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.18ms, fps=780 images/s, loss=0.3177, top1-acc=88.83%, top5-acc=99.53%, remaining_time=0:01:01.055802, arrival_time=2021-04-15 02:20:07.588370, cost_time=0:00:03.282573 2021-04-15 02:19:09,622 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.3151, top1-acc=88.95%, top5-acc=99.67%, remaining_time=0:00:56.073424, arrival_time=2021-04-15 02:20:05.695338, cost_time=0:00:06.371971 2021-04-15 02:19:12,704 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.3100, top1-acc=89.17%, top5-acc=99.66%, remaining_time=0:00:52.314236, arrival_time=2021-04-15 02:20:05.018683, cost_time=0:00:09.454394 2021-04-15 02:19:15,802 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.79ms, fps=827 images/s, loss=0.3049, top1-acc=89.32%, top5-acc=99.68%, remaining_time=0:00:48.953580, arrival_time=2021-04-15 02:20:04.755743, cost_time=0:00:12.552199 2021-04-15 02:19:18,891 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3090, top1-acc=89.09%, top5-acc=99.71%, remaining_time=0:00:45.673618, arrival_time=2021-04-15 02:20:04.565221, cost_time=0:00:15.641650 2021-04-15 02:19:21,977 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.3076, top1-acc=89.16%, top5-acc=99.72%, remaining_time=0:00:42.448728, arrival_time=2021-04-15 02:20:04.426082, cost_time=0:00:18.727397 2021-04-15 02:19:25,068 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3101, top1-acc=89.05%, top5-acc=99.70%, remaining_time=0:00:39.274074, arrival_time=2021-04-15 02:20:04.342940, cost_time=0:00:21.818914 2021-04-15 02:19:28,155 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3138, top1-acc=88.92%, top5-acc=99.72%, remaining_time=0:00:36.113236, arrival_time=2021-04-15 02:20:04.268786, cost_time=0:00:24.905667 2021-04-15 02:19:31,248 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3158, top1-acc=88.90%, top5-acc=99.70%, remaining_time=0:00:32.975752, arrival_time=2021-04-15 02:20:04.224014, cost_time=0:00:27.998307 2021-04-15 02:19:34,333 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.37ms, fps=830 images/s, loss=0.3150, top1-acc=88.96%, top5-acc=99.70%, remaining_time=0:00:29.840352, arrival_time=2021-04-15 02:20:04.174048, cost_time=0:00:31.083748 2021-04-15 02:19:37,424 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=2.03ms, fps=828 images/s, loss=0.3160, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:26.718050, arrival_time=2021-04-15 02:20:04.142166, cost_time=0:00:34.174228 2021-04-15 02:19:40,521 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=2.15ms, fps=827 images/s, loss=0.3162, top1-acc=89.00%, top5-acc=99.70%, remaining_time=0:00:23.605220, arrival_time=2021-04-15 02:20:04.126620, cost_time=0:00:37.271430 2021-04-15 02:19:43,614 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.3149, top1-acc=89.05%, top5-acc=99.71%, remaining_time=0:00:20.492802, arrival_time=2021-04-15 02:20:04.107303, cost_time=0:00:40.364608 2021-04-15 02:19:46,698 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3162, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:17.379600, arrival_time=2021-04-15 02:20:04.078510, cost_time=0:00:43.449044 2021-04-15 02:19:49,782 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3157, top1-acc=89.07%, top5-acc=99.69%, remaining_time=0:00:14.269982, arrival_time=2021-04-15 02:20:04.052447, cost_time=0:00:46.532510 2021-04-15 02:19:52,868 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.3159, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:11.164140, arrival_time=2021-04-15 02:20:04.032420, cost_time=0:00:49.618411 2021-04-15 02:19:55,957 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3166, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:08.061092, arrival_time=2021-04-15 02:20:04.018106, cost_time=0:00:52.707142 2021-04-15 02:19:59,047 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3162, top1-acc=89.09%, top5-acc=99.68%, remaining_time=0:00:04.959760, arrival_time=2021-04-15 02:20:04.006984, cost_time=0:00:55.797264 2021-04-15 02:20:02,133 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.3178, top1-acc=89.06%, top5-acc=99.66%, remaining_time=0:00:01.859472, arrival_time=2021-04-15 02:20:03.992595, cost_time=0:00:58.883248 2021-04-15 02:20:03,780 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.3175, top1-acc=89.07%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:03.780131, cost_time=0:01:00.530267 2021-04-15 02:20:04,836 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.21ms, fps=2428 images/s, loss=0.5026, top1-acc=83.24%, top5-acc=99.02%, remaining_time=0:00:03.162660, arrival_time=2021-04-15 02:20:07.998907, cost_time=0:00:01.054215 2021-04-15 02:20:05,774 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.32ms, fps=2728 images/s, loss=0.4867, top1-acc=83.54%, top5-acc=99.18%, remaining_time=0:00:01.992880, arrival_time=2021-04-15 02:20:07.767750, cost_time=0:00:01.992870 2021-04-15 02:20:06,719 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.75ms, fps=2712 images/s, loss=0.4777, top1-acc=83.98%, top5-acc=99.21%, remaining_time=0:00:00.979000, arrival_time=2021-04-15 02:20:07.698106, cost_time=0:00:02.937013 2021-04-15 02:20:07,578 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.12ms, fps=2703 images/s, loss=0.4750, top1-acc=83.98%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:07.577989, cost_time=0:00:03.795963 2021-04-15 02:20:07,825 INFO : Epoch=0061 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:30:00.023986, arrival_time=2021-04-15 04:50:07.849615, cost_time=1:05:49.650814 2021-04-15 02:20:07,826 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 02:20:11,083 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.35ms, fps=786 images/s, loss=0.3175, top1-acc=89.30%, top5-acc=99.61%, remaining_time=0:01:00.562344, arrival_time=2021-04-15 02:21:11.645631, cost_time=0:00:03.256038 2021-04-15 02:20:14,169 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.3118, top1-acc=89.53%, top5-acc=99.63%, remaining_time=0:00:55.809600, arrival_time=2021-04-15 02:21:09.978858, cost_time=0:00:06.342010 2021-04-15 02:20:17,267 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.3039, top1-acc=89.79%, top5-acc=99.66%, remaining_time=0:00:52.238042, arrival_time=2021-04-15 02:21:09.505854, cost_time=0:00:09.440624 2021-04-15 02:20:20,359 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3097, top1-acc=89.43%, top5-acc=99.67%, remaining_time=0:00:48.876360, arrival_time=2021-04-15 02:21:09.235945, cost_time=0:00:12.532411 2021-04-15 02:20:23,450 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.3093, top1-acc=89.33%, top5-acc=99.68%, remaining_time=0:00:45.619744, arrival_time=2021-04-15 02:21:09.070043, cost_time=0:00:15.623178 2021-04-15 02:20:26,547 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.61ms, fps=827 images/s, loss=0.3096, top1-acc=89.37%, top5-acc=99.67%, remaining_time=0:00:42.432136, arrival_time=2021-04-15 02:21:08.979299, cost_time=0:00:18.720042 2021-04-15 02:20:29,638 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.3079, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:39.259710, arrival_time=2021-04-15 02:21:08.897752, cost_time=0:00:21.810920 2021-04-15 02:20:32,758 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.92ms, fps=821 images/s, loss=0.3075, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:36.150588, arrival_time=2021-04-15 02:21:08.909142, cost_time=0:00:24.931407 2021-04-15 02:20:35,853 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.3079, top1-acc=89.46%, top5-acc=99.71%, remaining_time=0:00:33.009354, arrival_time=2021-04-15 02:21:08.863263, cost_time=0:00:28.026767 2021-04-15 02:20:38,940 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3108, top1-acc=89.33%, top5-acc=99.69%, remaining_time=0:00:29.869152, arrival_time=2021-04-15 02:21:08.809988, cost_time=0:00:31.113721 2021-04-15 02:20:42,032 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.14ms, fps=828 images/s, loss=0.3125, top1-acc=89.29%, top5-acc=99.69%, remaining_time=0:00:26.741958, arrival_time=2021-04-15 02:21:08.773935, cost_time=0:00:34.204864 2021-04-15 02:20:45,132 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.3129, top1-acc=89.30%, top5-acc=99.69%, remaining_time=0:00:23.626728, arrival_time=2021-04-15 02:21:08.759236, cost_time=0:00:37.305347 2021-04-15 02:20:48,226 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.3124, top1-acc=89.34%, top5-acc=99.70%, remaining_time=0:00:20.510160, arrival_time=2021-04-15 02:21:08.736069, cost_time=0:00:40.398752 2021-04-15 02:20:51,311 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3115, top1-acc=89.37%, top5-acc=99.69%, remaining_time=0:00:17.393600, arrival_time=2021-04-15 02:21:08.704900, cost_time=0:00:43.484061 2021-04-15 02:20:54,405 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3096, top1-acc=89.43%, top5-acc=99.70%, remaining_time=0:00:14.283966, arrival_time=2021-04-15 02:21:08.689123, cost_time=0:00:46.578116 2021-04-15 02:20:57,492 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3116, top1-acc=89.37%, top5-acc=99.70%, remaining_time=0:00:11.174616, arrival_time=2021-04-15 02:21:08.666640, cost_time=0:00:49.664919 2021-04-15 02:21:00,585 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.3127, top1-acc=89.32%, top5-acc=99.71%, remaining_time=0:00:08.068944, arrival_time=2021-04-15 02:21:08.654398, cost_time=0:00:52.758415 2021-04-15 02:21:03,670 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.3148, top1-acc=89.24%, top5-acc=99.71%, remaining_time=0:00:04.963856, arrival_time=2021-04-15 02:21:08.634363, cost_time=0:00:55.843387 2021-04-15 02:21:06,753 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.22ms, fps=830 images/s, loss=0.3136, top1-acc=89.31%, top5-acc=99.71%, remaining_time=0:00:01.860840, arrival_time=2021-04-15 02:21:08.614512, cost_time=0:00:58.926633 2021-04-15 02:21:08,405 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.55ms, fps=823 images/s, loss=0.3138, top1-acc=89.31%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:08.405902, cost_time=0:01:00.578777 2021-04-15 02:21:09,493 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.21ms, fps=2359 images/s, loss=0.5969, top1-acc=80.08%, top5-acc=99.30%, remaining_time=0:00:03.255810, arrival_time=2021-04-15 02:21:12.749082, cost_time=0:00:01.085267 2021-04-15 02:21:10,441 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.61ms, fps=2701 images/s, loss=0.5721, top1-acc=80.92%, top5-acc=99.22%, remaining_time=0:00:02.033580, arrival_time=2021-04-15 02:21:12.475230, cost_time=0:00:02.033573 2021-04-15 02:21:11,387 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.55ms, fps=2708 images/s, loss=0.5689, top1-acc=80.85%, top5-acc=99.17%, remaining_time=0:00:00.993180, arrival_time=2021-04-15 02:21:12.380804, cost_time=0:00:02.979540 2021-04-15 02:21:12,243 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=1.19ms, fps=2713 images/s, loss=0.5989, top1-acc=80.39%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:12.243367, cost_time=0:00:03.835324 2021-04-15 02:21:12,512 INFO : Epoch=0062 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:28:55.138992, arrival_time=2021-04-15 04:50:07.651651, cost_time=1:06:54.337835 2021-04-15 02:21:12,514 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 02:21:15,788 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.43ms, fps=782 images/s, loss=0.3191, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:01:00.894912, arrival_time=2021-04-15 02:22:16.683105, cost_time=0:00:03.273915 2021-04-15 02:21:18,876 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.94ms, fps=829 images/s, loss=0.3016, top1-acc=90.12%, top5-acc=99.82%, remaining_time=0:00:55.987888, arrival_time=2021-04-15 02:22:14.864472, cost_time=0:00:06.362267 2021-04-15 02:21:21,974 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.3048, top1-acc=89.92%, top5-acc=99.82%, remaining_time=0:00:52.348266, arrival_time=2021-04-15 02:22:14.323057, cost_time=0:00:09.460516 2021-04-15 02:21:25,070 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.3029, top1-acc=89.74%, top5-acc=99.81%, remaining_time=0:00:48.967152, arrival_time=2021-04-15 02:22:14.037114, cost_time=0:00:12.555681 2021-04-15 02:21:28,159 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3044, top1-acc=89.72%, top5-acc=99.79%, remaining_time=0:00:45.684276, arrival_time=2021-04-15 02:22:13.843886, cost_time=0:00:15.645297 2021-04-15 02:21:31,260 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.69ms, fps=826 images/s, loss=0.2996, top1-acc=89.82%, top5-acc=99.81%, remaining_time=0:00:42.490208, arrival_time=2021-04-15 02:22:13.750251, cost_time=0:00:18.745665 2021-04-15 02:21:34,351 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.2986, top1-acc=89.79%, top5-acc=99.80%, remaining_time=0:00:39.306582, arrival_time=2021-04-15 02:22:13.658075, cost_time=0:00:21.836965 2021-04-15 02:21:37,441 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.3036, top1-acc=89.57%, top5-acc=99.81%, remaining_time=0:00:36.144904, arrival_time=2021-04-15 02:22:13.586712, cost_time=0:00:24.927535 2021-04-15 02:21:40,528 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.99ms, fps=829 images/s, loss=0.3042, top1-acc=89.54%, top5-acc=99.79%, remaining_time=0:00:32.994938, arrival_time=2021-04-15 02:22:13.523755, cost_time=0:00:28.014530 2021-04-15 02:21:43,614 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.3054, top1-acc=89.45%, top5-acc=99.80%, remaining_time=0:00:29.856192, arrival_time=2021-04-15 02:22:13.470703, cost_time=0:00:31.100197 2021-04-15 02:21:46,701 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.3071, top1-acc=89.40%, top5-acc=99.78%, remaining_time=0:00:26.727682, arrival_time=2021-04-15 02:22:13.428617, cost_time=0:00:34.186624 2021-04-15 02:21:49,791 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.92ms, fps=828 images/s, loss=0.3068, top1-acc=89.43%, top5-acc=99.77%, remaining_time=0:00:23.608944, arrival_time=2021-04-15 02:22:13.400603, cost_time=0:00:37.277280 2021-04-15 02:21:52,879 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.3085, top1-acc=89.34%, top5-acc=99.76%, remaining_time=0:00:20.493066, arrival_time=2021-04-15 02:22:13.372383, cost_time=0:00:40.365101 2021-04-15 02:21:55,973 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.3098, top1-acc=89.26%, top5-acc=99.76%, remaining_time=0:00:17.383520, arrival_time=2021-04-15 02:22:13.356644, cost_time=0:00:43.458847 2021-04-15 02:21:59,064 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.3116, top1-acc=89.14%, top5-acc=99.76%, remaining_time=0:00:14.275502, arrival_time=2021-04-15 02:22:13.340218, cost_time=0:00:46.550496 2021-04-15 02:22:02,158 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.3117, top1-acc=89.16%, top5-acc=99.77%, remaining_time=0:00:11.170008, arrival_time=2021-04-15 02:22:13.328722, cost_time=0:00:49.644434 2021-04-15 02:22:05,248 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.59ms, fps=829 images/s, loss=0.3133, top1-acc=89.10%, top5-acc=99.75%, remaining_time=0:00:08.065252, arrival_time=2021-04-15 02:22:13.313784, cost_time=0:00:52.734313 2021-04-15 02:22:08,354 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.56ms, fps=824 images/s, loss=0.3147, top1-acc=89.06%, top5-acc=99.74%, remaining_time=0:00:04.963600, arrival_time=2021-04-15 02:22:13.318400, cost_time=0:00:55.840499 2021-04-15 02:22:11,453 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.3148, top1-acc=89.07%, top5-acc=99.72%, remaining_time=0:00:01.861248, arrival_time=2021-04-15 02:22:13.314870, cost_time=0:00:58.939425 2021-04-15 02:22:13,099 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.3154, top1-acc=89.05%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:13.099313, cost_time=0:01:00.585040 2021-04-15 02:22:14,177 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.34ms, fps=2379 images/s, loss=0.4872, top1-acc=84.10%, top5-acc=98.91%, remaining_time=0:00:03.227670, arrival_time=2021-04-15 02:22:17.404945, cost_time=0:00:01.075891 2021-04-15 02:22:15,117 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.73ms, fps=2723 images/s, loss=0.5078, top1-acc=83.50%, top5-acc=99.04%, remaining_time=0:00:02.016460, arrival_time=2021-04-15 02:22:17.134323, cost_time=0:00:02.016461 2021-04-15 02:22:16,062 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.49ms, fps=2710 images/s, loss=0.5102, top1-acc=83.48%, top5-acc=99.04%, remaining_time=0:00:00.987180, arrival_time=2021-04-15 02:22:17.050092, cost_time=0:00:02.961545 2021-04-15 02:22:16,920 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.09ms, fps=2707 images/s, loss=0.5402, top1-acc=83.05%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:16.920251, cost_time=0:00:03.818919 2021-04-15 02:22:17,246 INFO : Epoch=0063 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:27:50.362427, arrival_time=2021-04-15 04:50:07.609014, cost_time=1:07:59.071768 2021-04-15 02:22:17,247 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 02:22:20,563 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.81ms, fps=772 images/s, loss=0.3229, top1-acc=89.41%, top5-acc=99.53%, remaining_time=0:01:01.665882, arrival_time=2021-04-15 02:23:22.229273, cost_time=0:00:03.315366 2021-04-15 02:22:23,661 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.3154, top1-acc=89.45%, top5-acc=99.63%, remaining_time=0:00:56.438624, arrival_time=2021-04-15 02:23:20.100168, cost_time=0:00:06.413482 2021-04-15 02:22:26,751 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.3031, top1-acc=90.03%, top5-acc=99.64%, remaining_time=0:00:52.585148, arrival_time=2021-04-15 02:23:19.336512, cost_time=0:00:09.503337 2021-04-15 02:22:29,839 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3045, top1-acc=89.86%, top5-acc=99.68%, remaining_time=0:00:49.105836, arrival_time=2021-04-15 02:23:18.945105, cost_time=0:00:12.591239 2021-04-15 02:22:32,932 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.3068, top1-acc=89.72%, top5-acc=99.68%, remaining_time=0:00:45.797572, arrival_time=2021-04-15 02:23:18.729693, cost_time=0:00:15.684086 2021-04-15 02:22:36,024 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.3039, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:42.559160, arrival_time=2021-04-15 02:23:18.583311, cost_time=0:00:18.776127 2021-04-15 02:22:39,111 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.02ms, fps=829 images/s, loss=0.3087, top1-acc=89.65%, top5-acc=99.72%, remaining_time=0:00:39.353454, arrival_time=2021-04-15 02:23:18.464534, cost_time=0:00:21.863019 2021-04-15 02:22:42,202 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.3089, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:36.184460, arrival_time=2021-04-15 02:23:18.387261, cost_time=0:00:24.954780 2021-04-15 02:22:45,303 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.53ms, fps=826 images/s, loss=0.3073, top1-acc=89.75%, top5-acc=99.73%, remaining_time=0:00:33.042532, arrival_time=2021-04-15 02:23:18.345533, cost_time=0:00:28.054978 2021-04-15 02:22:48,396 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3074, top1-acc=89.67%, top5-acc=99.73%, remaining_time=0:00:29.901888, arrival_time=2021-04-15 02:23:18.297900, cost_time=0:00:31.147790 2021-04-15 02:22:51,481 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.3080, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:26.764146, arrival_time=2021-04-15 02:23:18.245353, cost_time=0:00:34.233161 2021-04-15 02:22:54,573 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.3075, top1-acc=89.63%, top5-acc=99.74%, remaining_time=0:00:23.639648, arrival_time=2021-04-15 02:23:18.213317, cost_time=0:00:37.325725 2021-04-15 02:22:57,670 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.3096, top1-acc=89.57%, top5-acc=99.74%, remaining_time=0:00:20.522172, arrival_time=2021-04-15 02:23:18.192647, cost_time=0:00:40.422442 2021-04-15 02:23:00,762 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.68ms, fps=828 images/s, loss=0.3095, top1-acc=89.53%, top5-acc=99.74%, remaining_time=0:00:17.405584, arrival_time=2021-04-15 02:23:18.167540, cost_time=0:00:43.513927 2021-04-15 02:23:03,852 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.3098, top1-acc=89.52%, top5-acc=99.74%, remaining_time=0:00:14.292154, arrival_time=2021-04-15 02:23:18.144933, cost_time=0:00:46.604827 2021-04-15 02:23:06,938 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.3095, top1-acc=89.49%, top5-acc=99.74%, remaining_time=0:00:11.180412, arrival_time=2021-04-15 02:23:18.119160, cost_time=0:00:49.690728 2021-04-15 02:23:10,020 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.3102, top1-acc=89.46%, top5-acc=99.74%, remaining_time=0:00:08.070998, arrival_time=2021-04-15 02:23:18.090983, cost_time=0:00:52.771979 2021-04-15 02:23:13,107 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3107, top1-acc=89.41%, top5-acc=99.74%, remaining_time=0:00:04.965280, arrival_time=2021-04-15 02:23:18.072602, cost_time=0:00:55.859376 2021-04-15 02:23:16,195 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3107, top1-acc=89.37%, top5-acc=99.74%, remaining_time=0:00:01.861494, arrival_time=2021-04-15 02:23:18.056859, cost_time=0:00:58.947344 2021-04-15 02:23:17,840 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.18ms, fps=827 images/s, loss=0.3116, top1-acc=89.36%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:17.840520, cost_time=0:01:00.592554 2021-04-15 02:23:18,899 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.30ms, fps=2422 images/s, loss=0.5000, top1-acc=83.55%, top5-acc=99.06%, remaining_time=0:00:03.170760, arrival_time=2021-04-15 02:23:22.070220, cost_time=0:00:01.056919 2021-04-15 02:23:19,841 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.44ms, fps=2718 images/s, loss=0.4936, top1-acc=83.40%, top5-acc=99.04%, remaining_time=0:00:01.999400, arrival_time=2021-04-15 02:23:21.841300, cost_time=0:00:01.999403 2021-04-15 02:23:20,781 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.50ms, fps=2727 images/s, loss=0.4994, top1-acc=82.92%, top5-acc=99.13%, remaining_time=0:00:00.979530, arrival_time=2021-04-15 02:23:21.760615, cost_time=0:00:02.938593 2021-04-15 02:23:21,638 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.10ms, fps=2706 images/s, loss=0.5067, top1-acc=82.75%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:21.638667, cost_time=0:00:03.796204 2021-04-15 02:23:21,912 INFO : Epoch=0064 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:26:45.443216, arrival_time=2021-04-15 04:50:07.356045, cost_time=1:09:03.738015 2021-04-15 02:23:21,914 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 02:23:25,218 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.78ms, fps=775 images/s, loss=0.2972, top1-acc=89.88%, top5-acc=99.53%, remaining_time=0:01:01.449750, arrival_time=2021-04-15 02:24:26.667827, cost_time=0:00:03.303753 2021-04-15 02:23:28,310 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.67ms, fps=828 images/s, loss=0.3007, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:56.282688, arrival_time=2021-04-15 02:24:24.592714, cost_time=0:00:06.395754 2021-04-15 02:23:31,407 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.92ms, fps=827 images/s, loss=0.2884, top1-acc=90.17%, top5-acc=99.78%, remaining_time=0:00:52.525720, arrival_time=2021-04-15 02:24:23.932640, cost_time=0:00:09.492607 2021-04-15 02:23:34,515 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.53ms, fps=824 images/s, loss=0.2961, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:49.145772, arrival_time=2021-04-15 02:24:23.661442, cost_time=0:00:12.601480 2021-04-15 02:23:37,608 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.2962, top1-acc=89.88%, top5-acc=99.74%, remaining_time=0:00:45.826772, arrival_time=2021-04-15 02:24:23.435222, cost_time=0:00:15.694084 2021-04-15 02:23:40,705 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.2959, top1-acc=89.82%, top5-acc=99.74%, remaining_time=0:00:42.593160, arrival_time=2021-04-15 02:24:23.298562, cost_time=0:00:18.791086 2021-04-15 02:23:43,791 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.2975, top1-acc=89.77%, top5-acc=99.74%, remaining_time=0:00:39.379410, arrival_time=2021-04-15 02:24:23.171150, cost_time=0:00:21.877445 2021-04-15 02:23:46,878 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2993, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:36.197452, arrival_time=2021-04-15 02:24:23.075596, cost_time=0:00:24.963785 2021-04-15 02:23:49,961 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.3011, top1-acc=89.61%, top5-acc=99.72%, remaining_time=0:00:33.033840, arrival_time=2021-04-15 02:24:22.995606, cost_time=0:00:28.047565 2021-04-15 02:23:53,058 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3013, top1-acc=89.61%, top5-acc=99.71%, remaining_time=0:00:29.898624, arrival_time=2021-04-15 02:24:22.957243, cost_time=0:00:31.144364 2021-04-15 02:23:56,142 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.3032, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:26.760190, arrival_time=2021-04-15 02:24:22.902700, cost_time=0:00:34.228116 2021-04-15 02:23:59,235 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=2.12ms, fps=828 images/s, loss=0.3080, top1-acc=89.37%, top5-acc=99.73%, remaining_time=0:00:23.636760, arrival_time=2021-04-15 02:24:22.872275, cost_time=0:00:37.321201 2021-04-15 02:24:02,326 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.3081, top1-acc=89.31%, top5-acc=99.74%, remaining_time=0:00:20.517156, arrival_time=2021-04-15 02:24:22.844014, cost_time=0:00:40.412592 2021-04-15 02:24:05,423 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3064, top1-acc=89.40%, top5-acc=99.74%, remaining_time=0:00:17.403400, arrival_time=2021-04-15 02:24:22.826309, cost_time=0:00:43.508545 2021-04-15 02:24:08,515 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.3073, top1-acc=89.34%, top5-acc=99.74%, remaining_time=0:00:14.291142, arrival_time=2021-04-15 02:24:22.806984, cost_time=0:00:46.601583 2021-04-15 02:24:11,606 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.3089, top1-acc=89.27%, top5-acc=99.73%, remaining_time=0:00:11.180772, arrival_time=2021-04-15 02:24:22.787397, cost_time=0:00:49.692357 2021-04-15 02:24:14,700 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.77ms, fps=828 images/s, loss=0.3105, top1-acc=89.21%, top5-acc=99.73%, remaining_time=0:00:08.073182, arrival_time=2021-04-15 02:24:22.773624, cost_time=0:00:52.786181 2021-04-15 02:24:17,791 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.21ms, fps=828 images/s, loss=0.3109, top1-acc=89.22%, top5-acc=99.72%, remaining_time=0:00:04.966864, arrival_time=2021-04-15 02:24:22.758420, cost_time=0:00:55.877293 2021-04-15 02:24:20,875 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.3130, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:01.861938, arrival_time=2021-04-15 02:24:22.737586, cost_time=0:00:58.961456 2021-04-15 02:24:22,524 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.28ms, fps=825 images/s, loss=0.3138, top1-acc=89.15%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:22.524726, cost_time=0:01:00.610474 2021-04-15 02:24:23,581 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.22ms, fps=2427 images/s, loss=0.6169, top1-acc=80.16%, top5-acc=98.44%, remaining_time=0:00:03.164850, arrival_time=2021-04-15 02:24:26.746480, cost_time=0:00:01.054947 2021-04-15 02:24:24,521 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.36ms, fps=2726 images/s, loss=0.6375, top1-acc=79.12%, top5-acc=98.69%, remaining_time=0:00:01.994300, arrival_time=2021-04-15 02:24:26.515265, cost_time=0:00:01.994307 2021-04-15 02:24:25,460 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.81ms, fps=2725 images/s, loss=0.6273, top1-acc=79.30%, top5-acc=98.78%, remaining_time=0:00:00.977980, arrival_time=2021-04-15 02:24:26.438593, cost_time=0:00:02.933952 2021-04-15 02:24:26,315 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.09ms, fps=2716 images/s, loss=0.6245, top1-acc=79.29%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:26.315156, cost_time=0:00:03.788527 2021-04-15 02:24:26,644 INFO : Epoch=0065 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:25:40.666935, arrival_time=2021-04-15 04:50:07.311018, cost_time=1:10:08.469243 2021-04-15 02:24:26,646 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 02:24:29,898 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.69ms, fps=787 images/s, loss=0.3047, top1-acc=88.91%, top5-acc=99.84%, remaining_time=0:01:00.493524, arrival_time=2021-04-15 02:25:30.392329, cost_time=0:00:03.252337 2021-04-15 02:24:32,983 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3074, top1-acc=89.32%, top5-acc=99.80%, remaining_time=0:00:55.765600, arrival_time=2021-04-15 02:25:28.748994, cost_time=0:00:06.336995 2021-04-15 02:24:36,077 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.3015, top1-acc=89.52%, top5-acc=99.82%, remaining_time=0:00:52.182266, arrival_time=2021-04-15 02:25:28.259391, cost_time=0:00:09.430519 2021-04-15 02:24:39,165 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3067, top1-acc=89.23%, top5-acc=99.79%, remaining_time=0:00:48.822540, arrival_time=2021-04-15 02:25:27.987555, cost_time=0:00:12.518616 2021-04-15 02:24:42,257 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.3081, top1-acc=89.16%, top5-acc=99.79%, remaining_time=0:00:45.584704, arrival_time=2021-04-15 02:25:27.842291, cost_time=0:00:15.611194 2021-04-15 02:24:45,355 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.3110, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:42.406976, arrival_time=2021-04-15 02:25:27.762389, cost_time=0:00:18.708944 2021-04-15 02:24:48,445 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.3113, top1-acc=89.08%, top5-acc=99.77%, remaining_time=0:00:39.237912, arrival_time=2021-04-15 02:25:27.683176, cost_time=0:00:21.798839 2021-04-15 02:24:51,536 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.88ms, fps=828 images/s, loss=0.3095, top1-acc=89.18%, top5-acc=99.77%, remaining_time=0:00:36.090384, arrival_time=2021-04-15 02:25:27.626647, cost_time=0:00:24.889886 2021-04-15 02:24:54,628 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3092, top1-acc=89.14%, top5-acc=99.77%, remaining_time=0:00:32.956460, arrival_time=2021-04-15 02:25:27.584793, cost_time=0:00:27.981864 2021-04-15 02:24:57,715 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.3105, top1-acc=89.13%, top5-acc=99.75%, remaining_time=0:00:29.825856, arrival_time=2021-04-15 02:25:27.540849, cost_time=0:00:31.068612 2021-04-15 02:25:00,803 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.87ms, fps=829 images/s, loss=0.3109, top1-acc=89.11%, top5-acc=99.74%, remaining_time=0:00:26.704720, arrival_time=2021-04-15 02:25:27.508399, cost_time=0:00:34.157253 2021-04-15 02:25:03,891 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.3108, top1-acc=89.16%, top5-acc=99.74%, remaining_time=0:00:23.588728, arrival_time=2021-04-15 02:25:27.480577, cost_time=0:00:37.245377 2021-04-15 02:25:06,972 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.62ms, fps=831 images/s, loss=0.3127, top1-acc=89.12%, top5-acc=99.74%, remaining_time=0:00:20.473332, arrival_time=2021-04-15 02:25:27.446015, cost_time=0:00:40.326285 2021-04-15 02:25:10,058 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.58ms, fps=830 images/s, loss=0.3128, top1-acc=89.10%, top5-acc=99.74%, remaining_time=0:00:17.364872, arrival_time=2021-04-15 02:25:27.423381, cost_time=0:00:43.412120 2021-04-15 02:25:13,143 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.3124, top1-acc=89.12%, top5-acc=99.75%, remaining_time=0:00:14.258988, arrival_time=2021-04-15 02:25:27.402105, cost_time=0:00:46.496735 2021-04-15 02:25:16,233 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.3120, top1-acc=89.15%, top5-acc=99.74%, remaining_time=0:00:11.156976, arrival_time=2021-04-15 02:25:27.389987, cost_time=0:00:49.586498 2021-04-15 02:25:19,316 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.3111, top1-acc=89.19%, top5-acc=99.73%, remaining_time=0:00:08.055398, arrival_time=2021-04-15 02:25:27.371722, cost_time=0:00:52.669929 2021-04-15 02:25:22,398 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.3114, top1-acc=89.22%, top5-acc=99.73%, remaining_time=0:00:04.955728, arrival_time=2021-04-15 02:25:27.354059, cost_time=0:00:55.751951 2021-04-15 02:25:25,482 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.21ms, fps=830 images/s, loss=0.3112, top1-acc=89.24%, top5-acc=99.73%, remaining_time=0:00:01.857978, arrival_time=2021-04-15 02:25:27.340458, cost_time=0:00:58.836049 2021-04-15 02:25:27,128 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.3108, top1-acc=89.28%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:27.128613, cost_time=0:01:00.482228 2021-04-15 02:25:28,199 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.36ms, fps=2395 images/s, loss=0.4639, top1-acc=83.95%, top5-acc=99.14%, remaining_time=0:00:03.206400, arrival_time=2021-04-15 02:25:31.405805, cost_time=0:00:01.068801 2021-04-15 02:25:29,139 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.41ms, fps=2724 images/s, loss=0.4903, top1-acc=83.28%, top5-acc=99.18%, remaining_time=0:00:02.009120, arrival_time=2021-04-15 02:25:31.148852, cost_time=0:00:02.009121 2021-04-15 02:25:30,081 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.78ms, fps=2721 images/s, loss=0.4987, top1-acc=83.28%, top5-acc=99.21%, remaining_time=0:00:00.983470, arrival_time=2021-04-15 02:25:31.064502, cost_time=0:00:02.950423 2021-04-15 02:25:30,935 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.19ms, fps=2715 images/s, loss=0.4911, top1-acc=83.50%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:30.935905, cost_time=0:00:03.805412 2021-04-15 02:25:31,220 INFO : Epoch=0066 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:24:35.576740, arrival_time=2021-04-15 04:50:06.796908, cost_time=1:11:13.045277 2021-04-15 02:25:31,222 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 02:25:34,502 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.43ms, fps=781 images/s, loss=0.3398, top1-acc=88.36%, top5-acc=99.80%, remaining_time=0:01:01.005582, arrival_time=2021-04-15 02:26:35.507872, cost_time=0:00:03.279868 2021-04-15 02:25:37,593 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.3238, top1-acc=89.00%, top5-acc=99.71%, remaining_time=0:00:56.062160, arrival_time=2021-04-15 02:26:33.655417, cost_time=0:00:06.370693 2021-04-15 02:25:40,690 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.75ms, fps=827 images/s, loss=0.3092, top1-acc=89.18%, top5-acc=99.73%, remaining_time=0:00:52.386944, arrival_time=2021-04-15 02:26:33.076895, cost_time=0:00:09.467513 2021-04-15 02:25:43,778 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=2.01ms, fps=829 images/s, loss=0.3014, top1-acc=89.53%, top5-acc=99.74%, remaining_time=0:00:48.966840, arrival_time=2021-04-15 02:26:32.744867, cost_time=0:00:12.555594 2021-04-15 02:25:46,869 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.2999, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:45.688802, arrival_time=2021-04-15 02:26:32.558031, cost_time=0:00:15.646869 2021-04-15 02:25:49,967 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.3003, top1-acc=89.61%, top5-acc=99.76%, remaining_time=0:00:42.489528, arrival_time=2021-04-15 02:26:32.457359, cost_time=0:00:18.745394 2021-04-15 02:25:53,078 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.37ms, fps=823 images/s, loss=0.3007, top1-acc=89.62%, top5-acc=99.77%, remaining_time=0:00:39.340854, arrival_time=2021-04-15 02:26:32.419318, cost_time=0:00:21.856014 2021-04-15 02:25:56,166 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.3011, top1-acc=89.68%, top5-acc=99.78%, remaining_time=0:00:36.169264, arrival_time=2021-04-15 02:26:32.335958, cost_time=0:00:24.944295 2021-04-15 02:25:59,254 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.3031, top1-acc=89.53%, top5-acc=99.78%, remaining_time=0:00:33.015290, arrival_time=2021-04-15 02:26:32.269558, cost_time=0:00:28.031830 2021-04-15 02:26:02,335 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.3044, top1-acc=89.56%, top5-acc=99.77%, remaining_time=0:00:29.868192, arrival_time=2021-04-15 02:26:32.203193, cost_time=0:00:31.112651 2021-04-15 02:26:05,431 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.34ms, fps=827 images/s, loss=0.3041, top1-acc=89.56%, top5-acc=99.77%, remaining_time=0:00:26.745140, arrival_time=2021-04-15 02:26:32.176498, cost_time=0:00:34.208919 2021-04-15 02:26:08,519 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.3055, top1-acc=89.50%, top5-acc=99.77%, remaining_time=0:00:23.621636, arrival_time=2021-04-15 02:26:32.141280, cost_time=0:00:37.297297 2021-04-15 02:26:11,612 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3055, top1-acc=89.51%, top5-acc=99.77%, remaining_time=0:00:20.505804, arrival_time=2021-04-15 02:26:32.118475, cost_time=0:00:40.390218 2021-04-15 02:26:14,704 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.3057, top1-acc=89.50%, top5-acc=99.76%, remaining_time=0:00:17.392648, arrival_time=2021-04-15 02:26:32.096601, cost_time=0:00:43.481592 2021-04-15 02:26:17,803 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.3045, top1-acc=89.55%, top5-acc=99.76%, remaining_time=0:00:14.284748, arrival_time=2021-04-15 02:26:32.087874, cost_time=0:00:46.580727 2021-04-15 02:26:20,893 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.3039, top1-acc=89.58%, top5-acc=99.74%, remaining_time=0:00:11.175984, arrival_time=2021-04-15 02:26:32.069420, cost_time=0:00:49.671009 2021-04-15 02:26:23,986 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3039, top1-acc=89.60%, top5-acc=99.74%, remaining_time=0:00:08.069724, arrival_time=2021-04-15 02:26:32.055698, cost_time=0:00:52.763614 2021-04-15 02:26:27,078 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.3044, top1-acc=89.58%, top5-acc=99.73%, remaining_time=0:00:04.964992, arrival_time=2021-04-15 02:26:32.043443, cost_time=0:00:55.856091 2021-04-15 02:26:30,178 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=2.08ms, fps=826 images/s, loss=0.3046, top1-acc=89.56%, top5-acc=99.73%, remaining_time=0:00:01.861782, arrival_time=2021-04-15 02:26:32.040620, cost_time=0:00:58.956484 2021-04-15 02:26:31,840 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.25ms, fps=819 images/s, loss=0.3043, top1-acc=89.58%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:31.840532, cost_time=0:01:00.618089 2021-04-15 02:26:32,914 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.31ms, fps=2388 images/s, loss=0.5901, top1-acc=81.45%, top5-acc=98.83%, remaining_time=0:00:03.216120, arrival_time=2021-04-15 02:26:36.130917, cost_time=0:00:01.072044 2021-04-15 02:26:33,853 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.39ms, fps=2728 images/s, loss=0.5997, top1-acc=80.78%, top5-acc=98.69%, remaining_time=0:00:02.011320, arrival_time=2021-04-15 02:26:35.865213, cost_time=0:00:02.011320 2021-04-15 02:26:34,793 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.80ms, fps=2725 images/s, loss=0.6026, top1-acc=80.64%, top5-acc=98.58%, remaining_time=0:00:00.983700, arrival_time=2021-04-15 02:26:35.777428, cost_time=0:00:02.951088 2021-04-15 02:26:35,651 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=2706 images/s, loss=0.6017, top1-acc=80.53%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:35.651685, cost_time=0:00:03.809071 2021-04-15 02:26:35,928 INFO : Epoch=0067 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:23:30.764603, arrival_time=2021-04-15 04:50:06.692999, cost_time=1:12:17.753582 2021-04-15 02:26:35,929 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 02:26:39,183 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=2.09ms, fps=787 images/s, loss=0.3484, top1-acc=87.58%, top5-acc=99.53%, remaining_time=0:01:00.521424, arrival_time=2021-04-15 02:27:39.705222, cost_time=0:00:03.253838 2021-04-15 02:26:42,283 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.89ms, fps=826 images/s, loss=0.3264, top1-acc=88.61%, top5-acc=99.59%, remaining_time=0:00:55.909568, arrival_time=2021-04-15 02:27:38.192891, cost_time=0:00:06.353354 2021-04-15 02:26:45,402 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.53ms, fps=821 images/s, loss=0.3229, top1-acc=88.84%, top5-acc=99.64%, remaining_time=0:00:52.416658, arrival_time=2021-04-15 02:27:37.819468, cost_time=0:00:09.472899 2021-04-15 02:26:48,496 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.3195, top1-acc=88.89%, top5-acc=99.66%, remaining_time=0:00:49.009584, arrival_time=2021-04-15 02:27:37.506072, cost_time=0:00:12.566564 2021-04-15 02:26:51,582 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.69ms, fps=830 images/s, loss=0.3141, top1-acc=89.02%, top5-acc=99.68%, remaining_time=0:00:45.704570, arrival_time=2021-04-15 02:27:37.286714, cost_time=0:00:15.652231 2021-04-15 02:26:54,672 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.3156, top1-acc=89.11%, top5-acc=99.67%, remaining_time=0:00:42.482456, arrival_time=2021-04-15 02:27:37.154618, cost_time=0:00:18.742245 2021-04-15 02:26:57,764 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3149, top1-acc=89.09%, top5-acc=99.70%, remaining_time=0:00:39.302676, arrival_time=2021-04-15 02:27:37.067445, cost_time=0:00:21.834847 2021-04-15 02:27:00,875 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.98ms, fps=823 images/s, loss=0.3096, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:36.170772, arrival_time=2021-04-15 02:27:37.046025, cost_time=0:00:24.945340 2021-04-15 02:27:03,967 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.3068, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:33.021120, arrival_time=2021-04-15 02:27:36.988085, cost_time=0:00:28.036829 2021-04-15 02:27:07,065 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.3057, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:29.890080, arrival_time=2021-04-15 02:27:36.955572, cost_time=0:00:31.135476 2021-04-15 02:27:10,162 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=2.07ms, fps=827 images/s, loss=0.3067, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:26.763716, arrival_time=2021-04-15 02:27:36.926350, cost_time=0:00:34.232693 2021-04-15 02:27:13,256 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.3056, top1-acc=89.49%, top5-acc=99.75%, remaining_time=0:00:23.639876, arrival_time=2021-04-15 02:27:36.895936, cost_time=0:00:37.326142 2021-04-15 02:27:16,340 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.98ms, fps=830 images/s, loss=0.3053, top1-acc=89.53%, top5-acc=99.76%, remaining_time=0:00:20.516298, arrival_time=2021-04-15 02:27:36.857106, cost_time=0:00:40.410867 2021-04-15 02:27:19,436 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.3055, top1-acc=89.52%, top5-acc=99.76%, remaining_time=0:00:17.402504, arrival_time=2021-04-15 02:27:36.838753, cost_time=0:00:43.506325 2021-04-15 02:27:22,537 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.3064, top1-acc=89.45%, top5-acc=99.75%, remaining_time=0:00:14.293028, arrival_time=2021-04-15 02:27:36.830584, cost_time=0:00:46.607629 2021-04-15 02:27:25,631 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.3088, top1-acc=89.40%, top5-acc=99.74%, remaining_time=0:00:11.182824, arrival_time=2021-04-15 02:27:36.814129, cost_time=0:00:49.701381 2021-04-15 02:27:28,726 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.3092, top1-acc=89.37%, top5-acc=99.73%, remaining_time=0:00:08.074768, arrival_time=2021-04-15 02:27:36.801314, cost_time=0:00:52.796594 2021-04-15 02:27:31,811 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.3088, top1-acc=89.40%, top5-acc=99.73%, remaining_time=0:00:04.967216, arrival_time=2021-04-15 02:27:36.778254, cost_time=0:00:55.881206 2021-04-15 02:27:34,903 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.24ms, fps=828 images/s, loss=0.3084, top1-acc=89.41%, top5-acc=99.73%, remaining_time=0:00:01.862328, arrival_time=2021-04-15 02:27:36.765889, cost_time=0:00:58.973653 2021-04-15 02:27:36,546 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.3099, top1-acc=89.38%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:36.546062, cost_time=0:01:00.616229 2021-04-15 02:27:37,665 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.23ms, fps=2291 images/s, loss=0.5164, top1-acc=82.62%, top5-acc=99.10%, remaining_time=0:00:03.351780, arrival_time=2021-04-15 02:27:41.017167, cost_time=0:00:01.117264 2021-04-15 02:27:38,602 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.29ms, fps=2733 images/s, loss=0.5012, top1-acc=83.36%, top5-acc=99.22%, remaining_time=0:00:02.054400, arrival_time=2021-04-15 02:27:40.656867, cost_time=0:00:02.054397 2021-04-15 02:27:39,540 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.30ms, fps=2729 images/s, loss=0.4927, top1-acc=83.55%, top5-acc=99.28%, remaining_time=0:00:00.997610, arrival_time=2021-04-15 02:27:40.538458, cost_time=0:00:02.992818 2021-04-15 02:27:40,394 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=2717 images/s, loss=0.4807, top1-acc=83.68%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:40.394929, cost_time=0:00:03.846908 2021-04-15 02:27:40,785 INFO : Epoch=0068 complete, best val top1-acc=84.40%, top5-acc=99.33% (epoch=53), remaining_time=2:22:26.243640, arrival_time=2021-04-15 04:50:07.028806, cost_time=1:13:22.610343 2021-04-15 02:27:40,786 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 02:27:44,050 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.50ms, fps=784 images/s, loss=0.3087, top1-acc=89.14%, top5-acc=99.88%, remaining_time=0:01:00.700914, arrival_time=2021-04-15 02:28:44.751214, cost_time=0:00:03.263491 2021-04-15 02:27:47,143 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.2983, top1-acc=89.73%, top5-acc=99.82%, remaining_time=0:00:55.935968, arrival_time=2021-04-15 02:28:43.079024, cost_time=0:00:06.356365 2021-04-15 02:27:50,234 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.2952, top1-acc=89.88%, top5-acc=99.82%, remaining_time=0:00:52.279376, arrival_time=2021-04-15 02:28:42.514131, cost_time=0:00:09.448067 2021-04-15 02:27:53,324 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2968, top1-acc=89.73%, top5-acc=99.81%, remaining_time=0:00:48.896016, arrival_time=2021-04-15 02:28:42.220145, cost_time=0:00:12.537429 2021-04-15 02:27:56,410 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2997, top1-acc=89.63%, top5-acc=99.79%, remaining_time=0:00:45.622518, arrival_time=2021-04-15 02:28:42.033356, cost_time=0:00:15.624145 2021-04-15 02:27:59,507 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.2980, top1-acc=89.76%, top5-acc=99.78%, remaining_time=0:00:42.434040, arrival_time=2021-04-15 02:28:41.941633, cost_time=0:00:18.720904 2021-04-15 02:28:02,597 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.2996, top1-acc=89.70%, top5-acc=99.78%, remaining_time=0:00:39.260214, arrival_time=2021-04-15 02:28:41.858102, cost_time=0:00:21.811202 2021-04-15 02:28:05,698 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.81ms, fps=826 images/s, loss=0.2981, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:36.121472, arrival_time=2021-04-15 02:28:41.819494, cost_time=0:00:24.911331 2021-04-15 02:28:08,787 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.2992, top1-acc=89.68%, top5-acc=99.77%, remaining_time=0:00:32.978720, arrival_time=2021-04-15 02:28:41.766179, cost_time=0:00:28.000844 2021-04-15 02:28:11,873 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.3001, top1-acc=89.58%, top5-acc=99.77%, remaining_time=0:00:29.843040, arrival_time=2021-04-15 02:28:41.716234, cost_time=0:00:31.086511 2021-04-15 02:28:14,962 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.3000, top1-acc=89.59%, top5-acc=99.77%, remaining_time=0:00:26.719340, arrival_time=2021-04-15 02:28:41.681846, cost_time=0:00:34.175876 2021-04-15 02:28:18,051 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=2.23ms, fps=829 images/s, loss=0.3000, top1-acc=89.59%, top5-acc=99.75%, remaining_time=0:00:23.601192, arrival_time=2021-04-15 02:28:41.652960, cost_time=0:00:37.265080 2021-04-15 02:28:21,136 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.2999, top1-acc=89.58%, top5-acc=99.76%, remaining_time=0:00:20.485080, arrival_time=2021-04-15 02:28:41.621154, cost_time=0:00:40.349453 2021-04-15 02:28:24,218 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.3007, top1-acc=89.55%, top5-acc=99.76%, remaining_time=0:00:17.372824, arrival_time=2021-04-15 02:28:41.591523, cost_time=0:00:43.432045 2021-04-15 02:28:27,316 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.3000, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:14.269200, arrival_time=2021-04-15 02:28:41.585887, cost_time=0:00:46.530006 2021-04-15 02:28:30,401 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.2992, top1-acc=89.62%, top5-acc=99.73%, remaining_time=0:00:11.163276, arrival_time=2021-04-15 02:28:41.564458, cost_time=0:00:49.614568 2021-04-15 02:28:33,486 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2999, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:08.060026, arrival_time=2021-04-15 02:28:41.546750, cost_time=0:00:52.700108 2021-04-15 02:28:36,575 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.3020, top1-acc=89.52%, top5-acc=99.74%, remaining_time=0:00:04.958976, arrival_time=2021-04-15 02:28:41.534184, cost_time=0:00:55.788503 2021-04-15 02:28:39,685 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.62ms, fps=823 images/s, loss=0.3039, top1-acc=89.44%, top5-acc=99.74%, remaining_time=0:00:01.859946, arrival_time=2021-04-15 02:28:41.544943, cost_time=0:00:58.898306 2021-04-15 02:28:41,332 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.22ms, fps=826 images/s, loss=0.3042, top1-acc=89.45%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:41.332370, cost_time=0:01:00.545677 2021-04-15 02:28:42,385 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.22ms, fps=2436 images/s, loss=0.4229, top1-acc=85.98%, top5-acc=99.53%, remaining_time=0:00:03.152310, arrival_time=2021-04-15 02:28:45.537641, cost_time=0:00:01.050768 2021-04-15 02:28:43,323 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.53ms, fps=2730 images/s, loss=0.4395, top1-acc=85.00%, top5-acc=99.49%, remaining_time=0:00:01.988960, arrival_time=2021-04-15 02:28:45.312409, cost_time=0:00:01.988969 2021-04-15 02:28:44,263 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.31ms, fps=2725 images/s, loss=0.4510, top1-acc=84.74%, top5-acc=99.45%, remaining_time=0:00:00.976270, arrival_time=2021-04-15 02:28:45.239653, cost_time=0:00:02.928813 2021-04-15 02:28:45,118 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.09ms, fps=2715 images/s, loss=0.4481, top1-acc=84.89%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:45.118307, cost_time=0:00:03.783860 2021-04-15 02:28:45,637 INFO : Epoch=0069 complete, best val top1-acc=84.89%, top5-acc=99.37% (epoch=69), remaining_time=2:21:21.703992, arrival_time=2021-04-15 04:50:07.341247, cost_time=1:14:27.462405 2021-04-15 02:28:45,639 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 02:28:48,898 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.52ms, fps=785 images/s, loss=0.3415, top1-acc=88.16%, top5-acc=99.69%, remaining_time=0:01:00.623166, arrival_time=2021-04-15 02:29:49.521808, cost_time=0:00:03.259309 2021-04-15 02:28:51,994 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.3168, top1-acc=89.12%, top5-acc=99.73%, remaining_time=0:00:55.920480, arrival_time=2021-04-15 02:29:47.914427, cost_time=0:00:06.354602 2021-04-15 02:28:55,084 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.3132, top1-acc=89.18%, top5-acc=99.69%, remaining_time=0:00:52.260286, arrival_time=2021-04-15 02:29:47.344282, cost_time=0:00:09.444641 2021-04-15 02:28:58,172 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.81ms, fps=829 images/s, loss=0.3073, top1-acc=89.40%, top5-acc=99.66%, remaining_time=0:00:48.878232, arrival_time=2021-04-15 02:29:47.050448, cost_time=0:00:12.532877 2021-04-15 02:29:01,252 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.3035, top1-acc=89.55%, top5-acc=99.70%, remaining_time=0:00:45.590690, arrival_time=2021-04-15 02:29:46.843198, cost_time=0:00:15.613246 2021-04-15 02:29:04,341 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2978, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:42.392152, arrival_time=2021-04-15 02:29:46.733884, cost_time=0:00:18.702401 2021-04-15 02:29:07,431 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.2966, top1-acc=89.87%, top5-acc=99.73%, remaining_time=0:00:39.225438, arrival_time=2021-04-15 02:29:46.656681, cost_time=0:00:21.791900 2021-04-15 02:29:10,518 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2993, top1-acc=89.77%, top5-acc=99.70%, remaining_time=0:00:36.075420, arrival_time=2021-04-15 02:29:46.594266, cost_time=0:00:24.879578 2021-04-15 02:29:13,603 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.3018, top1-acc=89.72%, top5-acc=99.70%, remaining_time=0:00:32.935366, arrival_time=2021-04-15 02:29:46.538702, cost_time=0:00:27.963996 2021-04-15 02:29:16,692 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.3006, top1-acc=89.72%, top5-acc=99.71%, remaining_time=0:00:29.810592, arrival_time=2021-04-15 02:29:46.502562, cost_time=0:00:31.052656 2021-04-15 02:29:19,782 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.2993, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:26.693712, arrival_time=2021-04-15 02:29:46.476121, cost_time=0:00:34.143154 2021-04-15 02:29:22,870 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.2971, top1-acc=89.84%, top5-acc=99.72%, remaining_time=0:00:23.579988, arrival_time=2021-04-15 02:29:46.450851, cost_time=0:00:37.231516 2021-04-15 02:29:25,967 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.2971, top1-acc=89.78%, top5-acc=99.72%, remaining_time=0:00:20.474520, arrival_time=2021-04-15 02:29:46.442352, cost_time=0:00:40.328568 2021-04-15 02:29:29,055 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2957, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:17.366496, arrival_time=2021-04-15 02:29:46.422187, cost_time=0:00:43.416228 2021-04-15 02:29:32,160 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.54ms, fps=825 images/s, loss=0.2972, top1-acc=89.82%, top5-acc=99.73%, remaining_time=0:00:14.266302, arrival_time=2021-04-15 02:29:46.426231, cost_time=0:00:46.520590 2021-04-15 02:29:35,261 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.2970, top1-acc=89.85%, top5-acc=99.72%, remaining_time=0:00:11.164860, arrival_time=2021-04-15 02:29:46.425974, cost_time=0:00:49.621670 2021-04-15 02:29:38,352 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.2983, top1-acc=89.79%, top5-acc=99.72%, remaining_time=0:00:08.062002, arrival_time=2021-04-15 02:29:46.414487, cost_time=0:00:52.713137 2021-04-15 02:29:41,437 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.09ms, fps=830 images/s, loss=0.2987, top1-acc=89.78%, top5-acc=99.73%, remaining_time=0:00:04.959856, arrival_time=2021-04-15 02:29:46.397586, cost_time=0:00:55.798389 2021-04-15 02:29:44,535 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.2994, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:01.859886, arrival_time=2021-04-15 02:29:46.395565, cost_time=0:00:58.896343 2021-04-15 02:29:46,188 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=2.02ms, fps=823 images/s, loss=0.3004, top1-acc=89.73%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:46.188185, cost_time=0:01:00.548841 2021-04-15 02:29:47,236 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.21ms, fps=2447 images/s, loss=0.4101, top1-acc=85.74%, top5-acc=99.53%, remaining_time=0:00:03.138720, arrival_time=2021-04-15 02:29:50.375282, cost_time=0:00:01.046238 2021-04-15 02:29:48,174 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.31ms, fps=2730 images/s, loss=0.4140, top1-acc=86.02%, top5-acc=99.37%, remaining_time=0:00:01.984380, arrival_time=2021-04-15 02:29:50.159148, cost_time=0:00:01.984389 2021-04-15 02:29:49,111 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.37ms, fps=2735 images/s, loss=0.4169, top1-acc=85.89%, top5-acc=99.37%, remaining_time=0:00:00.973620, arrival_time=2021-04-15 02:29:50.084774, cost_time=0:00:02.920859 2021-04-15 02:29:49,967 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.09ms, fps=2712 images/s, loss=0.4199, top1-acc=85.62%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:49.966944, cost_time=0:00:03.776594 2021-04-15 02:29:50,444 INFO : Epoch=0070 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:20:17.072430, arrival_time=2021-04-15 04:50:07.517045, cost_time=1:15:32.269796 2021-04-15 02:29:50,446 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 02:29:53,720 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=2.15ms, fps=782 images/s, loss=0.3009, top1-acc=89.69%, top5-acc=99.84%, remaining_time=0:01:00.890820, arrival_time=2021-04-15 02:30:54.611342, cost_time=0:00:03.273695 2021-04-15 02:29:56,805 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=0.2946, top1-acc=89.86%, top5-acc=99.79%, remaining_time=0:00:55.951456, arrival_time=2021-04-15 02:30:52.756394, cost_time=0:00:06.358116 2021-04-15 02:29:59,899 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.2890, top1-acc=90.16%, top5-acc=99.80%, remaining_time=0:00:52.306600, arrival_time=2021-04-15 02:30:52.206422, cost_time=0:00:09.452998 2021-04-15 02:30:02,988 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.2864, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:48.910368, arrival_time=2021-04-15 02:30:51.898297, cost_time=0:00:12.541100 2021-04-15 02:30:06,086 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.2869, top1-acc=90.32%, top5-acc=99.76%, remaining_time=0:00:45.667924, arrival_time=2021-04-15 02:30:51.754426, cost_time=0:00:15.639681 2021-04-15 02:30:09,184 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.14ms, fps=827 images/s, loss=0.2870, top1-acc=90.30%, top5-acc=99.75%, remaining_time=0:00:42.471984, arrival_time=2021-04-15 02:30:51.656437, cost_time=0:00:18.737622 2021-04-15 02:30:12,273 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2893, top1-acc=90.31%, top5-acc=99.76%, remaining_time=0:00:39.287304, arrival_time=2021-04-15 02:30:51.560407, cost_time=0:00:21.826269 2021-04-15 02:30:15,365 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=2.18ms, fps=828 images/s, loss=0.2922, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:36.131912, arrival_time=2021-04-15 02:30:51.497260, cost_time=0:00:24.918526 2021-04-15 02:30:18,450 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2936, top1-acc=90.15%, top5-acc=99.75%, remaining_time=0:00:32.982324, arrival_time=2021-04-15 02:30:51.432914, cost_time=0:00:28.003839 2021-04-15 02:30:21,545 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.2950, top1-acc=90.10%, top5-acc=99.74%, remaining_time=0:00:29.854176, arrival_time=2021-04-15 02:30:51.399168, cost_time=0:00:31.098125 2021-04-15 02:30:24,658 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=2.18ms, fps=822 images/s, loss=0.2961, top1-acc=90.06%, top5-acc=99.74%, remaining_time=0:00:26.747548, arrival_time=2021-04-15 02:30:51.406366, cost_time=0:00:34.211956 2021-04-15 02:30:27,763 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.04ms, fps=825 images/s, loss=0.2986, top1-acc=89.94%, top5-acc=99.73%, remaining_time=0:00:23.633948, arrival_time=2021-04-15 02:30:51.397524, cost_time=0:00:37.316719 2021-04-15 02:30:30,854 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.3004, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:20.514714, arrival_time=2021-04-15 02:30:51.369347, cost_time=0:00:40.407803 2021-04-15 02:30:33,943 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.3005, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:17.398472, arrival_time=2021-04-15 02:30:51.341457, cost_time=0:00:43.496156 2021-04-15 02:30:37,034 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.3015, top1-acc=89.79%, top5-acc=99.74%, remaining_time=0:00:14.286772, arrival_time=2021-04-15 02:30:51.320902, cost_time=0:00:46.587311 2021-04-15 02:30:40,126 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.3014, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:11.178000, arrival_time=2021-04-15 02:30:51.304855, cost_time=0:00:49.680044 2021-04-15 02:30:43,217 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.3015, top1-acc=89.78%, top5-acc=99.74%, remaining_time=0:00:08.070816, arrival_time=2021-04-15 02:30:51.288284, cost_time=0:00:52.770639 2021-04-15 02:30:46,314 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.3018, top1-acc=89.76%, top5-acc=99.74%, remaining_time=0:00:04.966000, arrival_time=2021-04-15 02:30:51.280279, cost_time=0:00:55.867412 2021-04-15 02:30:49,400 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.22ms, fps=830 images/s, loss=0.3011, top1-acc=89.75%, top5-acc=99.75%, remaining_time=0:00:01.861686, arrival_time=2021-04-15 02:30:51.261848, cost_time=0:00:58.953418 2021-04-15 02:30:51,045 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.3010, top1-acc=89.74%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:51.045097, cost_time=0:01:00.598278 2021-04-15 02:30:52,131 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.75ms, fps=2361 images/s, loss=0.6448, top1-acc=78.63%, top5-acc=98.40%, remaining_time=0:00:03.252690, arrival_time=2021-04-15 02:30:55.384035, cost_time=0:00:01.084226 2021-04-15 02:30:53,070 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.40ms, fps=2727 images/s, loss=0.6664, top1-acc=78.01%, top5-acc=98.26%, remaining_time=0:00:02.023500, arrival_time=2021-04-15 02:30:55.094103, cost_time=0:00:02.023493 2021-04-15 02:30:54,011 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.36ms, fps=2721 images/s, loss=0.6780, top1-acc=77.47%, top5-acc=98.36%, remaining_time=0:00:00.988240, arrival_time=2021-04-15 02:30:55.000138, cost_time=0:00:02.964707 2021-04-15 02:30:54,870 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=2703 images/s, loss=0.6864, top1-acc=77.23%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:54.870769, cost_time=0:00:03.823614 2021-04-15 02:30:55,148 INFO : Epoch=0071 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:19:12.247803, arrival_time=2021-04-15 04:50:07.396211, cost_time=1:16:36.973592 2021-04-15 02:30:55,149 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 02:30:58,425 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.43ms, fps=782 images/s, loss=0.3010, top1-acc=89.92%, top5-acc=99.73%, remaining_time=0:01:00.919278, arrival_time=2021-04-15 02:31:59.344458, cost_time=0:00:03.275234 2021-04-15 02:31:01,516 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2946, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:56.020624, arrival_time=2021-04-15 02:31:57.536574, cost_time=0:00:06.365974 2021-04-15 02:31:04,603 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2977, top1-acc=89.67%, top5-acc=99.69%, remaining_time=0:00:52.309754, arrival_time=2021-04-15 02:31:56.913292, cost_time=0:00:09.453583 2021-04-15 02:31:07,699 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.2940, top1-acc=89.73%, top5-acc=99.72%, remaining_time=0:00:48.944688, arrival_time=2021-04-15 02:31:56.644545, cost_time=0:00:12.549901 2021-04-15 02:31:10,792 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.2923, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:45.675808, arrival_time=2021-04-15 02:31:56.468188, cost_time=0:00:15.642419 2021-04-15 02:31:13,885 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.2923, top1-acc=89.77%, top5-acc=99.74%, remaining_time=0:00:42.468040, arrival_time=2021-04-15 02:31:56.353858, cost_time=0:00:18.735873 2021-04-15 02:31:16,979 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.2934, top1-acc=89.70%, top5-acc=99.75%, remaining_time=0:00:39.293856, arrival_time=2021-04-15 02:31:56.273743, cost_time=0:00:21.829912 2021-04-15 02:31:20,068 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.02ms, fps=829 images/s, loss=0.2931, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:36.131332, arrival_time=2021-04-15 02:31:56.199445, cost_time=0:00:24.918138 2021-04-15 02:31:23,166 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.2981, top1-acc=89.65%, top5-acc=99.73%, remaining_time=0:00:32.996740, arrival_time=2021-04-15 02:31:56.162810, cost_time=0:00:28.016127 2021-04-15 02:31:26,265 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.3003, top1-acc=89.60%, top5-acc=99.73%, remaining_time=0:00:29.870784, arrival_time=2021-04-15 02:31:56.136229, cost_time=0:00:31.115398 2021-04-15 02:31:29,356 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.3011, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:26.742818, arrival_time=2021-04-15 02:31:56.098773, cost_time=0:00:34.205948 2021-04-15 02:31:32,453 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.3005, top1-acc=89.65%, top5-acc=99.73%, remaining_time=0:00:23.625588, arrival_time=2021-04-15 02:31:56.079149, cost_time=0:00:37.303606 2021-04-15 02:31:35,550 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.2998, top1-acc=89.65%, top5-acc=99.72%, remaining_time=0:00:20.511018, arrival_time=2021-04-15 02:31:56.061518, cost_time=0:00:40.400542 2021-04-15 02:31:38,646 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.2998, top1-acc=89.66%, top5-acc=99.72%, remaining_time=0:00:17.398696, arrival_time=2021-04-15 02:31:56.045393, cost_time=0:00:43.496711 2021-04-15 02:31:41,735 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.2988, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:14.286128, arrival_time=2021-04-15 02:31:56.021254, cost_time=0:00:46.585267 2021-04-15 02:31:44,820 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.3001, top1-acc=89.68%, top5-acc=99.72%, remaining_time=0:00:11.175948, arrival_time=2021-04-15 02:31:55.996777, cost_time=0:00:49.670869 2021-04-15 02:31:47,905 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2998, top1-acc=89.71%, top5-acc=99.72%, remaining_time=0:00:08.068580, arrival_time=2021-04-15 02:31:55.974466, cost_time=0:00:52.756022 2021-04-15 02:31:50,990 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.2989, top1-acc=89.73%, top5-acc=99.72%, remaining_time=0:00:04.963632, arrival_time=2021-04-15 02:31:55.954455, cost_time=0:00:55.840820 2021-04-15 02:31:54,090 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.22ms, fps=826 images/s, loss=0.2996, top1-acc=89.69%, top5-acc=99.71%, remaining_time=0:00:01.861266, arrival_time=2021-04-15 02:31:55.951242, cost_time=0:00:58.940110 2021-04-15 02:31:55,734 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.3008, top1-acc=89.66%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:55.734043, cost_time=0:01:00.584177 2021-04-15 02:31:56,802 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.22ms, fps=2401 images/s, loss=0.5054, top1-acc=83.52%, top5-acc=99.26%, remaining_time=0:00:03.199170, arrival_time=2021-04-15 02:32:00.001616, cost_time=0:00:01.066392 2021-04-15 02:31:57,744 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.48ms, fps=2718 images/s, loss=0.5014, top1-acc=83.38%, top5-acc=99.22%, remaining_time=0:00:02.008740, arrival_time=2021-04-15 02:31:59.753448, cost_time=0:00:02.008749 2021-04-15 02:31:58,682 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.46ms, fps=2731 images/s, loss=0.5126, top1-acc=83.12%, top5-acc=99.27%, remaining_time=0:00:00.982150, arrival_time=2021-04-15 02:31:59.664588, cost_time=0:00:02.946463 2021-04-15 02:31:59,536 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.09ms, fps=2717 images/s, loss=0.5104, top1-acc=83.16%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:59.536562, cost_time=0:00:03.800616 2021-04-15 02:31:59,813 INFO : Epoch=0072 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:18:07.357824, arrival_time=2021-04-15 04:50:07.171446, cost_time=1:17:41.638804 2021-04-15 02:31:59,814 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 02:32:03,068 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.86ms, fps=787 images/s, loss=0.3070, top1-acc=89.10%, top5-acc=99.80%, remaining_time=0:01:00.518820, arrival_time=2021-04-15 02:33:03.587648, cost_time=0:00:03.253703 2021-04-15 02:32:06,166 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.3019, top1-acc=89.34%, top5-acc=99.73%, remaining_time=0:00:55.894256, arrival_time=2021-04-15 02:33:02.060978, cost_time=0:00:06.351629 2021-04-15 02:32:09,258 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.2944, top1-acc=89.67%, top5-acc=99.69%, remaining_time=0:00:52.254642, arrival_time=2021-04-15 02:33:01.513402, cost_time=0:00:09.443601 2021-04-15 02:32:12,342 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.80ms, fps=830 images/s, loss=0.2929, top1-acc=89.79%, top5-acc=99.69%, remaining_time=0:00:48.856704, arrival_time=2021-04-15 02:33:01.199165, cost_time=0:00:12.527355 2021-04-15 02:32:15,426 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2932, top1-acc=89.75%, top5-acc=99.70%, remaining_time=0:00:45.586164, arrival_time=2021-04-15 02:33:01.012968, cost_time=0:00:15.611703 2021-04-15 02:32:18,517 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2982, top1-acc=89.72%, top5-acc=99.69%, remaining_time=0:00:42.391064, arrival_time=2021-04-15 02:33:00.908346, cost_time=0:00:18.701915 2021-04-15 02:32:21,606 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.2983, top1-acc=89.63%, top5-acc=99.70%, remaining_time=0:00:39.225186, arrival_time=2021-04-15 02:33:00.832084, cost_time=0:00:21.791796 2021-04-15 02:32:24,689 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.2951, top1-acc=89.80%, top5-acc=99.69%, remaining_time=0:00:36.067648, arrival_time=2021-04-15 02:33:00.757007, cost_time=0:00:24.874259 2021-04-15 02:32:27,781 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.2926, top1-acc=89.88%, top5-acc=99.70%, remaining_time=0:00:32.938228, arrival_time=2021-04-15 02:33:00.719733, cost_time=0:00:27.966422 2021-04-15 02:32:30,889 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.94ms, fps=824 images/s, loss=0.2948, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:29.830848, arrival_time=2021-04-15 02:33:00.719890, cost_time=0:00:31.073825 2021-04-15 02:32:33,975 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2963, top1-acc=89.77%, top5-acc=99.71%, remaining_time=0:00:26.707386, arrival_time=2021-04-15 02:33:00.683242, cost_time=0:00:34.160572 2021-04-15 02:32:37,066 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.2970, top1-acc=89.74%, top5-acc=99.69%, remaining_time=0:00:23.592604, arrival_time=2021-04-15 02:33:00.659280, cost_time=0:00:37.251496 2021-04-15 02:32:40,158 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.2971, top1-acc=89.77%, top5-acc=99.69%, remaining_time=0:00:20.481912, arrival_time=2021-04-15 02:33:00.640459, cost_time=0:00:40.343200 2021-04-15 02:32:43,265 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.2975, top1-acc=89.79%, top5-acc=99.69%, remaining_time=0:00:17.380048, arrival_time=2021-04-15 02:33:00.645342, cost_time=0:00:43.450050 2021-04-15 02:32:46,363 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.89ms, fps=827 images/s, loss=0.2982, top1-acc=89.75%, top5-acc=99.69%, remaining_time=0:00:14.274582, arrival_time=2021-04-15 02:33:00.637442, cost_time=0:00:46.547560 2021-04-15 02:32:49,461 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.2989, top1-acc=89.72%, top5-acc=99.69%, remaining_time=0:00:11.170404, arrival_time=2021-04-15 02:33:00.631988, cost_time=0:00:49.646263 2021-04-15 02:32:52,567 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.67ms, fps=824 images/s, loss=0.3008, top1-acc=89.68%, top5-acc=99.68%, remaining_time=0:00:08.068034, arrival_time=2021-04-15 02:33:00.635748, cost_time=0:00:52.752528 2021-04-15 02:32:55,662 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.3009, top1-acc=89.67%, top5-acc=99.67%, remaining_time=0:00:04.964192, arrival_time=2021-04-15 02:33:00.626503, cost_time=0:00:55.847082 2021-04-15 02:32:58,762 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.3013, top1-acc=89.65%, top5-acc=99.67%, remaining_time=0:00:01.861494, arrival_time=2021-04-15 02:33:00.623937, cost_time=0:00:58.947277 2021-04-15 02:33:00,408 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.76ms, fps=826 images/s, loss=0.3019, top1-acc=89.63%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:00.408792, cost_time=0:01:00.593698 2021-04-15 02:33:01,525 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.23ms, fps=2296 images/s, loss=0.4899, top1-acc=82.42%, top5-acc=99.37%, remaining_time=0:00:03.345150, arrival_time=2021-04-15 02:33:04.870953, cost_time=0:00:01.115053 2021-04-15 02:33:02,466 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.69ms, fps=2722 images/s, loss=0.5057, top1-acc=82.48%, top5-acc=99.32%, remaining_time=0:00:02.056160, arrival_time=2021-04-15 02:33:04.523015, cost_time=0:00:02.056170 2021-04-15 02:33:03,408 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.39ms, fps=2721 images/s, loss=0.4959, top1-acc=83.03%, top5-acc=99.28%, remaining_time=0:00:00.999150, arrival_time=2021-04-15 02:33:04.407271, cost_time=0:00:02.997451 2021-04-15 02:33:04,266 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=2705 images/s, loss=0.5007, top1-acc=83.34%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:04.266013, cost_time=0:00:03.855369 2021-04-15 02:33:04,590 INFO : Epoch=0073 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:17:02.668848, arrival_time=2021-04-15 04:50:07.259645, cost_time=1:18:46.415973 2021-04-15 02:33:04,592 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 02:33:07,862 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=2.05ms, fps=783 images/s, loss=0.2949, top1-acc=89.18%, top5-acc=99.80%, remaining_time=0:01:00.829440, arrival_time=2021-04-15 02:34:08.692217, cost_time=0:00:03.270396 2021-04-15 02:33:10,959 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.19ms, fps=827 images/s, loss=0.2955, top1-acc=89.73%, top5-acc=99.88%, remaining_time=0:00:56.028720, arrival_time=2021-04-15 02:34:06.987966, cost_time=0:00:06.366892 2021-04-15 02:33:14,054 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.2915, top1-acc=89.84%, top5-acc=99.86%, remaining_time=0:00:52.357230, arrival_time=2021-04-15 02:34:06.411724, cost_time=0:00:09.462150 2021-04-15 02:33:17,148 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.2903, top1-acc=90.03%, top5-acc=99.84%, remaining_time=0:00:48.969492, arrival_time=2021-04-15 02:34:06.118121, cost_time=0:00:12.556276 2021-04-15 02:33:20,244 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.67ms, fps=827 images/s, loss=0.2849, top1-acc=90.34%, top5-acc=99.84%, remaining_time=0:00:45.703548, arrival_time=2021-04-15 02:34:05.947841, cost_time=0:00:15.651879 2021-04-15 02:33:23,343 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.2851, top1-acc=90.40%, top5-acc=99.80%, remaining_time=0:00:42.502856, arrival_time=2021-04-15 02:34:05.846550, cost_time=0:00:18.751289 2021-04-15 02:33:26,444 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=2.09ms, fps=826 images/s, loss=0.2842, top1-acc=90.40%, top5-acc=99.80%, remaining_time=0:00:39.333168, arrival_time=2021-04-15 02:34:05.777250, cost_time=0:00:21.851737 2021-04-15 02:33:29,535 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.2854, top1-acc=90.30%, top5-acc=99.80%, remaining_time=0:00:36.166828, arrival_time=2021-04-15 02:34:05.701907, cost_time=0:00:24.942650 2021-04-15 02:33:32,618 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2884, top1-acc=90.26%, top5-acc=99.79%, remaining_time=0:00:33.009036, arrival_time=2021-04-15 02:34:05.627847, cost_time=0:00:28.026548 2021-04-15 02:33:35,705 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2883, top1-acc=90.31%, top5-acc=99.79%, remaining_time=0:00:29.868576, arrival_time=2021-04-15 02:34:05.573970, cost_time=0:00:31.113052 2021-04-15 02:33:38,798 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.2865, top1-acc=90.33%, top5-acc=99.78%, remaining_time=0:00:26.742818, arrival_time=2021-04-15 02:34:05.540969, cost_time=0:00:34.205889 2021-04-15 02:33:41,887 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2865, top1-acc=90.35%, top5-acc=99.79%, remaining_time=0:00:23.620268, arrival_time=2021-04-15 02:34:05.507828, cost_time=0:00:37.295209 2021-04-15 02:33:44,970 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2885, top1-acc=90.31%, top5-acc=99.79%, remaining_time=0:00:20.499930, arrival_time=2021-04-15 02:34:05.470877, cost_time=0:00:40.378682 2021-04-15 02:33:48,078 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.46ms, fps=824 images/s, loss=0.2913, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:17.394272, arrival_time=2021-04-15 02:34:05.472294, cost_time=0:00:43.485677 2021-04-15 02:33:51,162 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.2927, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:14.281436, arrival_time=2021-04-15 02:34:05.443637, cost_time=0:00:46.569924 2021-04-15 02:33:54,243 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.2916, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:11.171520, arrival_time=2021-04-15 02:34:05.415070, cost_time=0:00:49.651277 2021-04-15 02:33:57,329 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.2911, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:08.065590, arrival_time=2021-04-15 02:34:05.394563, cost_time=0:00:52.736631 2021-04-15 02:34:00,414 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2920, top1-acc=90.10%, top5-acc=99.77%, remaining_time=0:00:04.961984, arrival_time=2021-04-15 02:34:05.376618, cost_time=0:00:55.822363 2021-04-15 02:34:03,504 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.22ms, fps=829 images/s, loss=0.2923, top1-acc=90.12%, top5-acc=99.76%, remaining_time=0:00:01.860372, arrival_time=2021-04-15 02:34:05.364366, cost_time=0:00:58.911726 2021-04-15 02:34:05,152 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.2933, top1-acc=90.09%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:05.152146, cost_time=0:01:00.559888 2021-04-15 02:34:06,219 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.89ms, fps=2402 images/s, loss=0.4893, top1-acc=83.16%, top5-acc=99.53%, remaining_time=0:00:03.196650, arrival_time=2021-04-15 02:34:09.416334, cost_time=0:00:01.065547 2021-04-15 02:34:07,164 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=3.84ms, fps=2711 images/s, loss=0.4964, top1-acc=83.30%, top5-acc=99.41%, remaining_time=0:00:02.010140, arrival_time=2021-04-15 02:34:09.174522, cost_time=0:00:02.010145 2021-04-15 02:34:08,106 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.34ms, fps=2720 images/s, loss=0.4864, top1-acc=83.66%, top5-acc=99.44%, remaining_time=0:00:00.983990, arrival_time=2021-04-15 02:34:09.090195, cost_time=0:00:02.951983 2021-04-15 02:34:08,971 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.09ms, fps=2683 images/s, loss=0.4835, top1-acc=83.78%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:08.971457, cost_time=0:00:03.817239 2021-04-15 02:34:09,296 INFO : Epoch=0074 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:15:57.856392, arrival_time=2021-04-15 04:50:07.153209, cost_time=1:19:51.121972 2021-04-15 02:34:09,298 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 02:34:12,581 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.57ms, fps=780 images/s, loss=0.3098, top1-acc=89.53%, top5-acc=99.73%, remaining_time=0:01:01.059522, arrival_time=2021-04-15 02:35:13.640669, cost_time=0:00:03.282769 2021-04-15 02:34:15,688 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.81ms, fps=824 images/s, loss=0.3038, top1-acc=89.75%, top5-acc=99.63%, remaining_time=0:00:56.228128, arrival_time=2021-04-15 02:35:11.916077, cost_time=0:00:06.389569 2021-04-15 02:34:18,785 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.2995, top1-acc=89.74%, top5-acc=99.71%, remaining_time=0:00:52.493516, arrival_time=2021-04-15 02:35:11.278674, cost_time=0:00:09.486766 2021-04-15 02:34:21,879 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.76ms, fps=827 images/s, loss=0.3003, top1-acc=89.75%, top5-acc=99.76%, remaining_time=0:00:49.066680, arrival_time=2021-04-15 02:35:10.946413, cost_time=0:00:12.581219 2021-04-15 02:34:24,968 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.59ms, fps=829 images/s, loss=0.2969, top1-acc=89.74%, top5-acc=99.76%, remaining_time=0:00:45.756108, arrival_time=2021-04-15 02:35:10.724594, cost_time=0:00:15.669907 2021-04-15 02:34:28,053 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.2945, top1-acc=89.95%, top5-acc=99.76%, remaining_time=0:00:42.511288, arrival_time=2021-04-15 02:35:10.564572, cost_time=0:00:18.754973 2021-04-15 02:34:31,154 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2911, top1-acc=90.06%, top5-acc=99.77%, remaining_time=0:00:39.341736, arrival_time=2021-04-15 02:35:10.496623, cost_time=0:00:21.856503 2021-04-15 02:34:34,239 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.82ms, fps=830 images/s, loss=0.2950, top1-acc=89.94%, top5-acc=99.77%, remaining_time=0:00:36.164508, arrival_time=2021-04-15 02:35:10.403916, cost_time=0:00:24.941026 2021-04-15 02:34:37,339 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2923, top1-acc=90.02%, top5-acc=99.76%, remaining_time=0:00:33.025678, arrival_time=2021-04-15 02:35:10.364631, cost_time=0:00:28.040656 2021-04-15 02:34:40,422 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2911, top1-acc=90.02%, top5-acc=99.77%, remaining_time=0:00:29.879232, arrival_time=2021-04-15 02:35:10.301772, cost_time=0:00:31.124166 2021-04-15 02:34:43,517 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.2903, top1-acc=90.03%, top5-acc=99.76%, remaining_time=0:00:26.752966, arrival_time=2021-04-15 02:35:10.270181, cost_time=0:00:34.218913 2021-04-15 02:34:46,610 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.2928, top1-acc=89.97%, top5-acc=99.75%, remaining_time=0:00:23.631060, arrival_time=2021-04-15 02:35:10.241753, cost_time=0:00:37.312199 2021-04-15 02:34:49,705 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.2927, top1-acc=89.97%, top5-acc=99.75%, remaining_time=0:00:20.514516, arrival_time=2021-04-15 02:35:10.220384, cost_time=0:00:40.407349 2021-04-15 02:34:52,800 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.06ms, fps=828 images/s, loss=0.2926, top1-acc=89.97%, top5-acc=99.73%, remaining_time=0:00:17.400656, arrival_time=2021-04-15 02:35:10.200718, cost_time=0:00:43.501677 2021-04-15 02:34:55,893 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.2928, top1-acc=89.92%, top5-acc=99.74%, remaining_time=0:00:14.289210, arrival_time=2021-04-15 02:35:10.182850, cost_time=0:00:46.595257 2021-04-15 02:34:58,984 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.76ms, fps=828 images/s, loss=0.2919, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:11.179296, arrival_time=2021-04-15 02:35:10.163576, cost_time=0:00:49.685794 2021-04-15 02:35:02,080 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.29ms, fps=827 images/s, loss=0.2921, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:08.072584, arrival_time=2021-04-15 02:35:10.153367, cost_time=0:00:52.782269 2021-04-15 02:35:05,176 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.2936, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:04.966896, arrival_time=2021-04-15 02:35:10.142857, cost_time=0:00:55.877582 2021-04-15 02:35:08,273 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.2947, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:01.862376, arrival_time=2021-04-15 02:35:10.136052, cost_time=0:00:58.975301 2021-04-15 02:35:09,925 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.42ms, fps=824 images/s, loss=0.2968, top1-acc=89.81%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:09.925435, cost_time=0:01:00.627044 2021-04-15 02:35:10,985 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.28ms, fps=2421 images/s, loss=0.4509, top1-acc=84.34%, top5-acc=99.37%, remaining_time=0:00:03.172620, arrival_time=2021-04-15 02:35:14.157927, cost_time=0:00:01.057540 2021-04-15 02:35:11,923 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=2.28ms, fps=2729 images/s, loss=0.4754, top1-acc=83.95%, top5-acc=99.28%, remaining_time=0:00:01.995820, arrival_time=2021-04-15 02:35:13.919475, cost_time=0:00:01.995816 2021-04-15 02:35:12,862 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.46ms, fps=2729 images/s, loss=0.4780, top1-acc=83.91%, top5-acc=99.34%, remaining_time=0:00:00.978170, arrival_time=2021-04-15 02:35:13.840444, cost_time=0:00:02.934511 2021-04-15 02:35:13,716 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=2718 images/s, loss=0.4714, top1-acc=84.17%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:13.716250, cost_time=0:00:03.788517 2021-04-15 02:35:14,001 INFO : Epoch=0075 complete, best val top1-acc=85.62%, top5-acc=99.36% (epoch=70), remaining_time=2:14:53.045250, arrival_time=2021-04-15 04:50:07.047184, cost_time=1:20:55.827118 2021-04-15 02:35:14,003 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 02:35:17,269 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.54ms, fps=784 images/s, loss=0.2813, top1-acc=90.00%, top5-acc=99.84%, remaining_time=0:01:00.744066, arrival_time=2021-04-15 02:36:18.013345, cost_time=0:00:03.265811 2021-04-15 02:35:20,356 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.2844, top1-acc=89.90%, top5-acc=99.80%, remaining_time=0:00:55.907808, arrival_time=2021-04-15 02:36:16.264450, cost_time=0:00:06.353163 2021-04-15 02:35:23,442 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=2.03ms, fps=830 images/s, loss=0.2805, top1-acc=90.22%, top5-acc=99.73%, remaining_time=0:00:52.230738, arrival_time=2021-04-15 02:36:15.673481, cost_time=0:00:09.439279 2021-04-15 02:35:26,533 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2753, top1-acc=90.49%, top5-acc=99.72%, remaining_time=0:00:48.865908, arrival_time=2021-04-15 02:36:15.399020, cost_time=0:00:12.529710 2021-04-15 02:35:29,621 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=2.18ms, fps=829 images/s, loss=0.2737, top1-acc=90.58%, top5-acc=99.71%, remaining_time=0:00:45.603976, arrival_time=2021-04-15 02:36:15.225269, cost_time=0:00:15.617796 2021-04-15 02:35:32,719 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.55ms, fps=826 images/s, loss=0.2747, top1-acc=90.51%, top5-acc=99.72%, remaining_time=0:00:42.423704, arrival_time=2021-04-15 02:36:15.143563, cost_time=0:00:18.716349 2021-04-15 02:35:35,814 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.2754, top1-acc=90.53%, top5-acc=99.73%, remaining_time=0:00:39.259332, arrival_time=2021-04-15 02:36:15.073507, cost_time=0:00:21.810720 2021-04-15 02:35:38,902 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.2757, top1-acc=90.46%, top5-acc=99.74%, remaining_time=0:00:36.103376, arrival_time=2021-04-15 02:36:15.005815, cost_time=0:00:24.898853 2021-04-15 02:35:42,001 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.32ms, fps=826 images/s, loss=0.2758, top1-acc=90.44%, top5-acc=99.76%, remaining_time=0:00:32.975434, arrival_time=2021-04-15 02:36:14.976879, cost_time=0:00:27.997972 2021-04-15 02:35:45,091 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=2.62ms, fps=829 images/s, loss=0.2766, top1-acc=90.43%, top5-acc=99.76%, remaining_time=0:00:29.844672, arrival_time=2021-04-15 02:36:14.936323, cost_time=0:00:31.088176 2021-04-15 02:35:48,188 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2795, top1-acc=90.41%, top5-acc=99.74%, remaining_time=0:00:26.726650, arrival_time=2021-04-15 02:36:14.915265, cost_time=0:00:34.185227 2021-04-15 02:35:51,290 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.48ms, fps=826 images/s, loss=0.2811, top1-acc=90.31%, top5-acc=99.74%, remaining_time=0:00:23.614872, arrival_time=2021-04-15 02:36:14.904971, cost_time=0:00:37.286640 2021-04-15 02:35:54,388 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=2.15ms, fps=826 images/s, loss=0.2845, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:20.503098, arrival_time=2021-04-15 02:36:14.891443, cost_time=0:00:40.384884 2021-04-15 02:35:57,473 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.2872, top1-acc=90.16%, top5-acc=99.74%, remaining_time=0:00:17.388224, arrival_time=2021-04-15 02:36:14.862125, cost_time=0:00:43.470529 2021-04-15 02:36:00,559 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2895, top1-acc=90.12%, top5-acc=99.74%, remaining_time=0:00:14.277112, arrival_time=2021-04-15 02:36:14.836395, cost_time=0:00:46.555807 2021-04-15 02:36:03,650 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2913, top1-acc=90.07%, top5-acc=99.73%, remaining_time=0:00:11.170656, arrival_time=2021-04-15 02:36:14.821397, cost_time=0:00:49.647357 2021-04-15 02:36:06,756 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.21ms, fps=825 images/s, loss=0.2910, top1-acc=90.10%, top5-acc=99.74%, remaining_time=0:00:08.068034, arrival_time=2021-04-15 02:36:14.824092, cost_time=0:00:52.752594 2021-04-15 02:36:09,840 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2905, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:04.963280, arrival_time=2021-04-15 02:36:14.803599, cost_time=0:00:55.836943 2021-04-15 02:36:12,931 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.2913, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:01.860876, arrival_time=2021-04-15 02:36:14.792008, cost_time=0:00:58.927668 2021-04-15 02:36:14,576 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.2915, top1-acc=90.03%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:14.576533, cost_time=0:01:00.573128 2021-04-15 02:36:15,624 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.37ms, fps=2447 images/s, loss=0.3834, top1-acc=87.15%, top5-acc=99.45%, remaining_time=0:00:03.138960, arrival_time=2021-04-15 02:36:18.763741, cost_time=0:00:01.046320 2021-04-15 02:36:16,561 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.52ms, fps=2733 images/s, loss=0.3936, top1-acc=86.84%, top5-acc=99.39%, remaining_time=0:00:01.983400, arrival_time=2021-04-15 02:36:18.545288, cost_time=0:00:01.983401 2021-04-15 02:36:17,499 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.24ms, fps=2731 images/s, loss=0.3931, top1-acc=86.98%, top5-acc=99.36%, remaining_time=0:00:00.973760, arrival_time=2021-04-15 02:36:18.473505, cost_time=0:00:02.921294 2021-04-15 02:36:18,355 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.09ms, fps=2714 images/s, loss=0.3930, top1-acc=86.81%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:18.354959, cost_time=0:00:03.776533 2021-04-15 02:36:18,890 INFO : Epoch=0076 complete, best val top1-acc=86.81%, top5-acc=99.37% (epoch=76), remaining_time=2:13:48.536364, arrival_time=2021-04-15 04:50:07.426992, cost_time=1:22:00.715811 2021-04-15 02:36:18,891 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 02:36:22,225 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.38ms, fps=768 images/s, loss=0.2889, top1-acc=90.20%, top5-acc=99.84%, remaining_time=0:01:02.003472, arrival_time=2021-04-15 02:37:24.229058, cost_time=0:00:03.333523 2021-04-15 02:36:25,325 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2854, top1-acc=90.43%, top5-acc=99.82%, remaining_time=0:00:56.610928, arrival_time=2021-04-15 02:37:21.936049, cost_time=0:00:06.433054 2021-04-15 02:36:28,425 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.56ms, fps=826 images/s, loss=0.2790, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:52.750152, arrival_time=2021-04-15 02:37:21.175389, cost_time=0:00:09.533174 2021-04-15 02:36:31,516 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.2761, top1-acc=90.55%, top5-acc=99.72%, remaining_time=0:00:49.234848, arrival_time=2021-04-15 02:37:20.751255, cost_time=0:00:12.624332 2021-04-15 02:36:34,601 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2785, top1-acc=90.45%, top5-acc=99.72%, remaining_time=0:00:45.871302, arrival_time=2021-04-15 02:37:20.472644, cost_time=0:00:15.709358 2021-04-15 02:36:37,683 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.2803, top1-acc=90.35%, top5-acc=99.71%, remaining_time=0:00:42.593976, arrival_time=2021-04-15 02:37:20.277470, cost_time=0:00:18.791436 2021-04-15 02:36:40,764 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.79ms, fps=831 images/s, loss=0.2791, top1-acc=90.42%, top5-acc=99.72%, remaining_time=0:00:39.370590, arrival_time=2021-04-15 02:37:20.135194, cost_time=0:00:21.872529 2021-04-15 02:36:43,856 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.2801, top1-acc=90.41%, top5-acc=99.71%, remaining_time=0:00:36.198496, arrival_time=2021-04-15 02:37:20.055048, cost_time=0:00:24.964443 2021-04-15 02:36:46,956 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.2798, top1-acc=90.40%, top5-acc=99.72%, remaining_time=0:00:33.053344, arrival_time=2021-04-15 02:37:20.009451, cost_time=0:00:28.064123 2021-04-15 02:36:50,047 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.2830, top1-acc=90.29%, top5-acc=99.72%, remaining_time=0:00:29.909088, arrival_time=2021-04-15 02:37:19.956469, cost_time=0:00:31.155311 2021-04-15 02:36:53,135 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2846, top1-acc=90.18%, top5-acc=99.71%, remaining_time=0:00:26.772144, arrival_time=2021-04-15 02:37:19.907728, cost_time=0:00:34.243494 2021-04-15 02:36:56,228 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.2855, top1-acc=90.16%, top5-acc=99.71%, remaining_time=0:00:23.646260, arrival_time=2021-04-15 02:37:19.874610, cost_time=0:00:37.336195 2021-04-15 02:36:59,321 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.2847, top1-acc=90.22%, top5-acc=99.71%, remaining_time=0:00:20.525802, arrival_time=2021-04-15 02:37:19.847553, cost_time=0:00:40.429656 2021-04-15 02:37:02,419 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.01ms, fps=827 images/s, loss=0.2852, top1-acc=90.20%, top5-acc=99.72%, remaining_time=0:00:17.410904, arrival_time=2021-04-15 02:37:19.830313, cost_time=0:00:43.527315 2021-04-15 02:37:05,514 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2875, top1-acc=90.11%, top5-acc=99.71%, remaining_time=0:00:14.297444, arrival_time=2021-04-15 02:37:19.811751, cost_time=0:00:46.622142 2021-04-15 02:37:08,608 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.2885, top1-acc=90.09%, top5-acc=99.71%, remaining_time=0:00:11.186244, arrival_time=2021-04-15 02:37:19.794976, cost_time=0:00:49.716674 2021-04-15 02:37:11,711 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.94ms, fps=825 images/s, loss=0.2907, top1-acc=90.03%, top5-acc=99.71%, remaining_time=0:00:08.078278, arrival_time=2021-04-15 02:37:19.789933, cost_time=0:00:52.819588 2021-04-15 02:37:14,803 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.2922, top1-acc=89.97%, top5-acc=99.71%, remaining_time=0:00:04.969856, arrival_time=2021-04-15 02:37:19.772863, cost_time=0:00:55.910952 2021-04-15 02:37:17,899 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.68ms, fps=827 images/s, loss=0.2914, top1-acc=90.01%, top5-acc=99.72%, remaining_time=0:00:01.863384, arrival_time=2021-04-15 02:37:19.762668, cost_time=0:00:59.007224 2021-04-15 02:37:19,542 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2926, top1-acc=89.99%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:19.542662, cost_time=0:01:00.650598 2021-04-15 02:37:20,684 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.22ms, fps=2246 images/s, loss=0.5852, top1-acc=80.39%, top5-acc=99.26%, remaining_time=0:00:03.419580, arrival_time=2021-04-15 02:37:24.104172, cost_time=0:00:01.139860 2021-04-15 02:37:21,621 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.38ms, fps=2733 images/s, loss=0.6031, top1-acc=79.61%, top5-acc=98.91%, remaining_time=0:00:02.076860, arrival_time=2021-04-15 02:37:23.698423, cost_time=0:00:02.076856 2021-04-15 02:37:22,561 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.34ms, fps=2726 images/s, loss=0.5960, top1-acc=79.93%, top5-acc=98.89%, remaining_time=0:00:01.005440, arrival_time=2021-04-15 02:37:23.566480, cost_time=0:00:03.016319 2021-04-15 02:37:23,421 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.10ms, fps=2696 images/s, loss=0.5924, top1-acc=80.00%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:23.421929, cost_time=0:00:03.877245 2021-04-15 02:37:23,678 INFO : Epoch=0077 complete, best val top1-acc=86.81%, top5-acc=99.37% (epoch=76), remaining_time=2:12:43.856031, arrival_time=2021-04-15 04:50:07.534198, cost_time=1:23:05.503345 2021-04-15 02:37:23,679 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 02:37:26,965 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=2.14ms, fps=779 images/s, loss=0.2940, top1-acc=89.65%, top5-acc=99.84%, remaining_time=0:01:01.112904, arrival_time=2021-04-15 02:38:28.078205, cost_time=0:00:03.285641 2021-04-15 02:37:30,052 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.15ms, fps=829 images/s, loss=0.2898, top1-acc=90.10%, top5-acc=99.79%, remaining_time=0:00:56.082928, arrival_time=2021-04-15 02:38:26.135654, cost_time=0:00:06.373053 2021-04-15 02:37:33,141 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.2810, top1-acc=90.51%, top5-acc=99.78%, remaining_time=0:00:52.357396, arrival_time=2021-04-15 02:38:25.499200, cost_time=0:00:09.462175 2021-04-15 02:37:36,228 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2746, top1-acc=90.76%, top5-acc=99.78%, remaining_time=0:00:48.938916, arrival_time=2021-04-15 02:38:25.166993, cost_time=0:00:12.548433 2021-04-15 02:37:39,334 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.71ms, fps=824 images/s, loss=0.2728, top1-acc=90.76%, top5-acc=99.79%, remaining_time=0:00:45.711432, arrival_time=2021-04-15 02:38:25.045774, cost_time=0:00:15.654593 2021-04-15 02:37:42,431 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.2753, top1-acc=90.56%, top5-acc=99.80%, remaining_time=0:00:42.504624, arrival_time=2021-04-15 02:38:24.936298, cost_time=0:00:18.752032 2021-04-15 02:37:45,527 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.32ms, fps=827 images/s, loss=0.2759, top1-acc=90.53%, top5-acc=99.79%, remaining_time=0:00:39.325356, arrival_time=2021-04-15 02:38:24.852555, cost_time=0:00:21.847451 2021-04-15 02:37:48,623 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.2767, top1-acc=90.52%, top5-acc=99.79%, remaining_time=0:00:36.168220, arrival_time=2021-04-15 02:38:24.791445, cost_time=0:00:24.943589 2021-04-15 02:37:51,711 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2767, top1-acc=90.49%, top5-acc=99.79%, remaining_time=0:00:33.014654, arrival_time=2021-04-15 02:38:24.725634, cost_time=0:00:28.031343 2021-04-15 02:37:54,800 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2777, top1-acc=90.48%, top5-acc=99.79%, remaining_time=0:00:29.876160, arrival_time=2021-04-15 02:38:24.676803, cost_time=0:00:31.120983 2021-04-15 02:37:57,885 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2770, top1-acc=90.48%, top5-acc=99.77%, remaining_time=0:00:26.742302, arrival_time=2021-04-15 02:38:24.627216, cost_time=0:00:34.205237 2021-04-15 02:38:00,979 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.2769, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:23.623384, arrival_time=2021-04-15 02:38:24.603037, cost_time=0:00:37.300093 2021-04-15 02:38:04,072 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.2774, top1-acc=90.45%, top5-acc=99.75%, remaining_time=0:00:20.507058, arrival_time=2021-04-15 02:38:24.579334, cost_time=0:00:40.392654 2021-04-15 02:38:07,175 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.67ms, fps=825 images/s, loss=0.2771, top1-acc=90.45%, top5-acc=99.76%, remaining_time=0:00:17.398528, arrival_time=2021-04-15 02:38:24.574396, cost_time=0:00:43.496306 2021-04-15 02:38:10,286 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.58ms, fps=825 images/s, loss=0.2767, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:14.292614, arrival_time=2021-04-15 02:38:24.578539, cost_time=0:00:46.606281 2021-04-15 02:38:13,387 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.16ms, fps=826 images/s, loss=0.2779, top1-acc=90.47%, top5-acc=99.74%, remaining_time=0:00:11.184228, arrival_time=2021-04-15 02:38:24.571615, cost_time=0:00:49.707746 2021-04-15 02:38:16,483 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.2795, top1-acc=90.40%, top5-acc=99.74%, remaining_time=0:00:08.075808, arrival_time=2021-04-15 02:38:24.558750, cost_time=0:00:52.803307 2021-04-15 02:38:19,570 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.2806, top1-acc=90.38%, top5-acc=99.73%, remaining_time=0:00:04.968064, arrival_time=2021-04-15 02:38:24.538401, cost_time=0:00:55.890693 2021-04-15 02:38:22,663 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.2809, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:01.862652, arrival_time=2021-04-15 02:38:24.526231, cost_time=0:00:58.983959 2021-04-15 02:38:24,308 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.2819, top1-acc=90.39%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:24.308034, cost_time=0:01:00.628366 2021-04-15 02:38:25,358 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.33ms, fps=2443 images/s, loss=0.3774, top1-acc=87.03%, top5-acc=99.34%, remaining_time=0:00:03.143850, arrival_time=2021-04-15 02:38:28.502228, cost_time=0:00:01.047946 2021-04-15 02:38:26,299 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.70ms, fps=2721 images/s, loss=0.3836, top1-acc=86.80%, top5-acc=99.43%, remaining_time=0:00:01.989060, arrival_time=2021-04-15 02:38:28.288536, cost_time=0:00:01.989057 2021-04-15 02:38:27,238 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.45ms, fps=2727 images/s, loss=0.3813, top1-acc=87.07%, top5-acc=99.52%, remaining_time=0:00:00.976050, arrival_time=2021-04-15 02:38:28.214663, cost_time=0:00:02.928147 2021-04-15 02:38:28,096 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=1.26ms, fps=2706 images/s, loss=0.3778, top1-acc=87.18%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:28.096352, cost_time=0:00:03.785887 2021-04-15 02:38:28,582 INFO : Epoch=0078 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:11:39.356284, arrival_time=2021-04-15 04:50:07.939216, cost_time=1:24:10.408093 2021-04-15 02:38:28,584 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 02:38:31,879 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.36ms, fps=777 images/s, loss=0.2881, top1-acc=89.73%, top5-acc=99.88%, remaining_time=0:01:01.279002, arrival_time=2021-04-15 02:39:33.158006, cost_time=0:00:03.294569 2021-04-15 02:38:34,966 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.74ms, fps=829 images/s, loss=0.2881, top1-acc=90.12%, top5-acc=99.82%, remaining_time=0:00:56.163184, arrival_time=2021-04-15 02:39:31.129863, cost_time=0:00:06.382175 2021-04-15 02:38:38,060 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.2738, top1-acc=90.59%, top5-acc=99.82%, remaining_time=0:00:52.433092, arrival_time=2021-04-15 02:39:30.493593, cost_time=0:00:09.475861 2021-04-15 02:38:41,148 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.2698, top1-acc=90.79%, top5-acc=99.84%, remaining_time=0:00:48.999912, arrival_time=2021-04-15 02:39:30.148423, cost_time=0:00:12.564072 2021-04-15 02:38:44,243 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.2744, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:45.721944, arrival_time=2021-04-15 02:39:29.964874, cost_time=0:00:15.658182 2021-04-15 02:38:47,341 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.2754, top1-acc=90.57%, top5-acc=99.78%, remaining_time=0:00:42.515368, arrival_time=2021-04-15 02:39:29.856776, cost_time=0:00:18.756795 2021-04-15 02:38:50,436 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.2778, top1-acc=90.49%, top5-acc=99.77%, remaining_time=0:00:39.332664, arrival_time=2021-04-15 02:39:29.768635, cost_time=0:00:21.851472 2021-04-15 02:38:53,530 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.2770, top1-acc=90.59%, top5-acc=99.78%, remaining_time=0:00:36.171584, arrival_time=2021-04-15 02:39:29.702045, cost_time=0:00:24.945959 2021-04-15 02:38:56,617 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2752, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:33.016562, arrival_time=2021-04-15 02:39:29.634084, cost_time=0:00:28.032886 2021-04-15 02:38:59,703 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.77ms, fps=830 images/s, loss=0.2784, top1-acc=90.57%, top5-acc=99.79%, remaining_time=0:00:29.874336, arrival_time=2021-04-15 02:39:29.577973, cost_time=0:00:31.119134 2021-04-15 02:39:02,792 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.2787, top1-acc=90.55%, top5-acc=99.78%, remaining_time=0:00:26.744624, arrival_time=2021-04-15 02:39:29.537332, cost_time=0:00:34.208199 2021-04-15 02:39:05,877 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2810, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:23.619128, arrival_time=2021-04-15 02:39:29.497011, cost_time=0:00:37.293352 2021-04-15 02:39:08,963 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2823, top1-acc=90.38%, top5-acc=99.77%, remaining_time=0:00:20.499864, arrival_time=2021-04-15 02:39:29.462832, cost_time=0:00:40.378545 2021-04-15 02:39:12,049 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2845, top1-acc=90.24%, top5-acc=99.78%, remaining_time=0:00:17.385984, arrival_time=2021-04-15 02:39:29.435414, cost_time=0:00:43.464916 2021-04-15 02:39:15,138 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.2864, top1-acc=90.18%, top5-acc=99.78%, remaining_time=0:00:14.276514, arrival_time=2021-04-15 02:39:29.414882, cost_time=0:00:46.553835 2021-04-15 02:39:18,232 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.2860, top1-acc=90.17%, top5-acc=99.78%, remaining_time=0:00:11.170764, arrival_time=2021-04-15 02:39:29.403049, cost_time=0:00:49.647859 2021-04-15 02:39:21,320 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.75ms, fps=829 images/s, loss=0.2876, top1-acc=90.12%, top5-acc=99.77%, remaining_time=0:00:08.065408, arrival_time=2021-04-15 02:39:29.385334, cost_time=0:00:52.735420 2021-04-15 02:39:24,420 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.2874, top1-acc=90.15%, top5-acc=99.77%, remaining_time=0:00:04.963200, arrival_time=2021-04-15 02:39:29.383715, cost_time=0:00:55.836075 2021-04-15 02:39:27,517 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.27ms, fps=827 images/s, loss=0.2867, top1-acc=90.17%, top5-acc=99.77%, remaining_time=0:00:01.861044, arrival_time=2021-04-15 02:39:29.378720, cost_time=0:00:58.933086 2021-04-15 02:39:29,168 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.22ms, fps=824 images/s, loss=0.2869, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:29.168522, cost_time=0:01:00.584078 2021-04-15 02:39:30,254 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.80ms, fps=2362 images/s, loss=0.5021, top1-acc=83.79%, top5-acc=99.22%, remaining_time=0:00:03.251220, arrival_time=2021-04-15 02:39:33.505446, cost_time=0:00:01.083736 2021-04-15 02:39:31,195 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.53ms, fps=2722 images/s, loss=0.5036, top1-acc=83.75%, top5-acc=99.24%, remaining_time=0:00:02.024540, arrival_time=2021-04-15 02:39:33.219641, cost_time=0:00:02.024536 2021-04-15 02:39:32,135 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.72ms, fps=2725 images/s, loss=0.5013, top1-acc=83.72%, top5-acc=99.21%, remaining_time=0:00:00.988150, arrival_time=2021-04-15 02:39:33.123199, cost_time=0:00:02.964455 2021-04-15 02:39:32,992 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=2707 images/s, loss=0.5007, top1-acc=83.44%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:32.992730, cost_time=0:00:03.822209 2021-04-15 02:39:33,292 INFO : Epoch=0079 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:10:34.546962, arrival_time=2021-04-15 04:50:07.839256, cost_time=1:25:15.117466 2021-04-15 02:39:33,293 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 02:39:36,583 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.41ms, fps=778 images/s, loss=0.2997, top1-acc=89.92%, top5-acc=99.84%, remaining_time=0:01:01.178004, arrival_time=2021-04-15 02:40:37.761056, cost_time=0:00:03.289136 2021-04-15 02:39:39,667 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.08ms, fps=830 images/s, loss=0.2917, top1-acc=90.00%, top5-acc=99.79%, remaining_time=0:00:56.088384, arrival_time=2021-04-15 02:40:35.756019, cost_time=0:00:06.373676 2021-04-15 02:39:42,757 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2854, top1-acc=90.36%, top5-acc=99.71%, remaining_time=0:00:52.363538, arrival_time=2021-04-15 02:40:35.120742, cost_time=0:00:09.463276 2021-04-15 02:39:45,848 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.2817, top1-acc=90.39%, top5-acc=99.71%, remaining_time=0:00:48.963096, arrival_time=2021-04-15 02:40:34.811660, cost_time=0:00:12.554643 2021-04-15 02:39:48,943 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=2.47ms, fps=827 images/s, loss=0.2779, top1-acc=90.42%, top5-acc=99.73%, remaining_time=0:00:45.695372, arrival_time=2021-04-15 02:40:34.638370, cost_time=0:00:15.649080 2021-04-15 02:39:52,033 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.2803, top1-acc=90.32%, top5-acc=99.73%, remaining_time=0:00:42.477016, arrival_time=2021-04-15 02:40:34.510793, cost_time=0:00:18.739855 2021-04-15 02:39:55,128 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.2810, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:39.302298, arrival_time=2021-04-15 02:40:34.430829, cost_time=0:00:21.834576 2021-04-15 02:39:58,211 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.2791, top1-acc=90.33%, top5-acc=99.76%, remaining_time=0:00:36.130984, arrival_time=2021-04-15 02:40:34.342809, cost_time=0:00:24.917895 2021-04-15 02:40:01,300 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.66ms, fps=829 images/s, loss=0.2784, top1-acc=90.38%, top5-acc=99.73%, remaining_time=0:00:32.984868, arrival_time=2021-04-15 02:40:34.284809, cost_time=0:00:28.006022 2021-04-15 02:40:04,389 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.01ms, fps=829 images/s, loss=0.2770, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:29.851296, arrival_time=2021-04-15 02:40:34.240296, cost_time=0:00:31.095090 2021-04-15 02:40:07,476 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.2766, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:26.724844, arrival_time=2021-04-15 02:40:34.201673, cost_time=0:00:34.182967 2021-04-15 02:40:10,566 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2759, top1-acc=90.49%, top5-acc=99.75%, remaining_time=0:00:23.606056, arrival_time=2021-04-15 02:40:34.172701, cost_time=0:00:37.272715 2021-04-15 02:40:13,652 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.2767, top1-acc=90.46%, top5-acc=99.74%, remaining_time=0:00:20.489832, arrival_time=2021-04-15 02:40:34.142537, cost_time=0:00:40.358696 2021-04-15 02:40:16,739 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2789, top1-acc=90.40%, top5-acc=99.73%, remaining_time=0:00:17.378256, arrival_time=2021-04-15 02:40:34.117726, cost_time=0:00:43.445607 2021-04-15 02:40:19,825 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2809, top1-acc=90.32%, top5-acc=99.74%, remaining_time=0:00:14.269752, arrival_time=2021-04-15 02:40:34.095392, cost_time=0:00:46.531800 2021-04-15 02:40:22,907 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.2815, top1-acc=90.30%, top5-acc=99.73%, remaining_time=0:00:11.163096, arrival_time=2021-04-15 02:40:34.070842, cost_time=0:00:49.613814 2021-04-15 02:40:25,991 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2820, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:08.059532, arrival_time=2021-04-15 02:40:34.050556, cost_time=0:00:52.696989 2021-04-15 02:40:29,088 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.2820, top1-acc=90.30%, top5-acc=99.73%, remaining_time=0:00:04.959552, arrival_time=2021-04-15 02:40:34.048405, cost_time=0:00:55.794927 2021-04-15 02:40:32,189 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.42ms, fps=826 images/s, loss=0.2824, top1-acc=90.28%, top5-acc=99.73%, remaining_time=0:00:01.859844, arrival_time=2021-04-15 02:40:34.048831, cost_time=0:00:58.895059 2021-04-15 02:40:33,840 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.23ms, fps=824 images/s, loss=0.2819, top1-acc=90.28%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:33.840504, cost_time=0:01:00.546536 2021-04-15 02:40:34,891 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.45ms, fps=2442 images/s, loss=0.6081, top1-acc=80.66%, top5-acc=99.10%, remaining_time=0:00:03.144480, arrival_time=2021-04-15 02:40:38.035899, cost_time=0:00:01.048158 2021-04-15 02:40:35,829 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.41ms, fps=2730 images/s, loss=0.6084, top1-acc=80.49%, top5-acc=99.22%, remaining_time=0:00:01.986220, arrival_time=2021-04-15 02:40:37.815701, cost_time=0:00:01.986223 2021-04-15 02:40:36,776 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.43ms, fps=2706 images/s, loss=0.5856, top1-acc=80.94%, top5-acc=99.27%, remaining_time=0:00:00.977570, arrival_time=2021-04-15 02:40:37.753611, cost_time=0:00:02.932700 2021-04-15 02:40:37,630 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=2715 images/s, loss=0.5800, top1-acc=81.07%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:37.630880, cost_time=0:00:03.787661 2021-04-15 02:40:37,878 INFO : Epoch=0080 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:09:29.555160, arrival_time=2021-04-15 04:50:07.433414, cost_time=1:26:19.703434 2021-04-15 02:40:37,879 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 02:40:41,159 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.38ms, fps=781 images/s, loss=0.2548, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:01:00.996840, arrival_time=2021-04-15 02:41:42.156053, cost_time=0:00:03.279403 2021-04-15 02:40:44,261 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.46ms, fps=825 images/s, loss=0.2560, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:56.157552, arrival_time=2021-04-15 02:41:40.418965, cost_time=0:00:06.381535 2021-04-15 02:40:47,362 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.43ms, fps=826 images/s, loss=0.2517, top1-acc=91.13%, top5-acc=99.79%, remaining_time=0:00:52.473264, arrival_time=2021-04-15 02:41:39.836143, cost_time=0:00:09.483107 2021-04-15 02:40:50,449 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2491, top1-acc=91.21%, top5-acc=99.83%, remaining_time=0:00:49.021752, arrival_time=2021-04-15 02:41:39.471234, cost_time=0:00:12.569693 2021-04-15 02:40:53,551 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.2537, top1-acc=91.09%, top5-acc=99.82%, remaining_time=0:00:45.762386, arrival_time=2021-04-15 02:41:39.314208, cost_time=0:00:15.672054 2021-04-15 02:40:56,644 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.2580, top1-acc=91.06%, top5-acc=99.78%, remaining_time=0:00:42.532368, arrival_time=2021-04-15 02:41:39.176429, cost_time=0:00:18.764284 2021-04-15 02:40:59,726 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2619, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:39.324222, arrival_time=2021-04-15 02:41:39.050775, cost_time=0:00:21.846783 2021-04-15 02:41:02,818 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.2628, top1-acc=90.97%, top5-acc=99.76%, remaining_time=0:00:36.160912, arrival_time=2021-04-15 02:41:38.979237, cost_time=0:00:24.938559 2021-04-15 02:41:05,910 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.2678, top1-acc=90.83%, top5-acc=99.75%, remaining_time=0:00:33.013912, arrival_time=2021-04-15 02:41:38.924243, cost_time=0:00:28.030640 2021-04-15 02:41:08,993 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.2725, top1-acc=90.64%, top5-acc=99.75%, remaining_time=0:00:29.868768, arrival_time=2021-04-15 02:41:38.861799, cost_time=0:00:31.113260 2021-04-15 02:41:12,074 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.2746, top1-acc=90.50%, top5-acc=99.75%, remaining_time=0:00:26.733874, arrival_time=2021-04-15 02:41:38.808027, cost_time=0:00:34.194468 2021-04-15 02:41:15,164 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.79ms, fps=828 images/s, loss=0.2780, top1-acc=90.35%, top5-acc=99.75%, remaining_time=0:00:23.613808, arrival_time=2021-04-15 02:41:38.778514, cost_time=0:00:37.284932 2021-04-15 02:41:18,248 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.2784, top1-acc=90.32%, top5-acc=99.75%, remaining_time=0:00:20.494914, arrival_time=2021-04-15 02:41:38.743338, cost_time=0:00:40.368738 2021-04-15 02:41:21,330 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2781, top1-acc=90.37%, top5-acc=99.75%, remaining_time=0:00:17.380384, arrival_time=2021-04-15 02:41:38.711098, cost_time=0:00:43.450947 2021-04-15 02:41:24,427 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.2808, top1-acc=90.29%, top5-acc=99.74%, remaining_time=0:00:14.274674, arrival_time=2021-04-15 02:41:38.702295, cost_time=0:00:46.547921 2021-04-15 02:41:27,517 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2808, top1-acc=90.29%, top5-acc=99.75%, remaining_time=0:00:11.168460, arrival_time=2021-04-15 02:41:38.685676, cost_time=0:00:49.637524 2021-04-15 02:41:30,612 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.87ms, fps=827 images/s, loss=0.2818, top1-acc=90.28%, top5-acc=99.74%, remaining_time=0:00:08.064966, arrival_time=2021-04-15 02:41:38.677272, cost_time=0:00:52.732391 2021-04-15 02:41:33,702 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2808, top1-acc=90.32%, top5-acc=99.74%, remaining_time=0:00:04.962032, arrival_time=2021-04-15 02:41:38.664727, cost_time=0:00:55.822923 2021-04-15 02:41:36,792 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.23ms, fps=829 images/s, loss=0.2832, top1-acc=90.24%, top5-acc=99.74%, remaining_time=0:00:01.860390, arrival_time=2021-04-15 02:41:38.652537, cost_time=0:00:58.912262 2021-04-15 02:41:38,438 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.2822, top1-acc=90.29%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:38.437990, cost_time=0:01:00.558219 2021-04-15 02:41:39,492 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.38ms, fps=2433 images/s, loss=0.4291, top1-acc=85.82%, top5-acc=99.45%, remaining_time=0:00:03.157080, arrival_time=2021-04-15 02:41:42.649803, cost_time=0:00:01.052359 2021-04-15 02:41:40,431 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.33ms, fps=2727 images/s, loss=0.4333, top1-acc=85.61%, top5-acc=99.47%, remaining_time=0:00:01.991320, arrival_time=2021-04-15 02:41:42.423072, cost_time=0:00:01.991310 2021-04-15 02:41:41,370 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=2.04ms, fps=2729 images/s, loss=0.4361, top1-acc=85.38%, top5-acc=99.49%, remaining_time=0:00:00.976610, arrival_time=2021-04-15 02:41:42.346838, cost_time=0:00:02.929820 2021-04-15 02:41:42,227 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=1.41ms, fps=2706 images/s, loss=0.4460, top1-acc=85.09%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:42.227947, cost_time=0:00:03.787614 2021-04-15 02:41:42,488 INFO : Epoch=0081 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:08:24.608709, arrival_time=2021-04-15 04:50:07.096991, cost_time=1:27:24.313463 2021-04-15 02:41:42,489 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 02:41:45,759 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.53ms, fps=783 images/s, loss=0.2590, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:01:00.814932, arrival_time=2021-04-15 02:42:46.574366, cost_time=0:00:03.269624 2021-04-15 02:41:48,855 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.61ms, fps=827 images/s, loss=0.2565, top1-acc=91.17%, top5-acc=99.84%, remaining_time=0:00:56.020096, arrival_time=2021-04-15 02:42:44.875837, cost_time=0:00:06.365924 2021-04-15 02:41:51,942 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.2484, top1-acc=91.42%, top5-acc=99.87%, remaining_time=0:00:52.303944, arrival_time=2021-04-15 02:42:44.246253, cost_time=0:00:09.452509 2021-04-15 02:41:55,041 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.2530, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:48.951552, arrival_time=2021-04-15 02:42:43.993054, cost_time=0:00:12.551690 2021-04-15 02:41:58,142 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.76ms, fps=826 images/s, loss=0.2572, top1-acc=91.23%, top5-acc=99.83%, remaining_time=0:00:45.705592, arrival_time=2021-04-15 02:42:43.847998, cost_time=0:00:15.652579 2021-04-15 02:42:01,236 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2605, top1-acc=91.20%, top5-acc=99.78%, remaining_time=0:00:42.492520, arrival_time=2021-04-15 02:42:43.729028, cost_time=0:00:18.746700 2021-04-15 02:42:04,327 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2673, top1-acc=91.00%, top5-acc=99.77%, remaining_time=0:00:39.307842, arrival_time=2021-04-15 02:42:43.635301, cost_time=0:00:21.837715 2021-04-15 02:42:07,413 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.2693, top1-acc=90.83%, top5-acc=99.77%, remaining_time=0:00:36.139452, arrival_time=2021-04-15 02:42:43.553039, cost_time=0:00:24.923763 2021-04-15 02:42:10,499 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.75ms, fps=830 images/s, loss=0.2696, top1-acc=90.80%, top5-acc=99.77%, remaining_time=0:00:32.988790, arrival_time=2021-04-15 02:42:43.487821, cost_time=0:00:28.009310 2021-04-15 02:42:13,589 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.2729, top1-acc=90.64%, top5-acc=99.76%, remaining_time=0:00:29.855328, arrival_time=2021-04-15 02:42:43.444413, cost_time=0:00:31.099281 2021-04-15 02:42:16,686 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2753, top1-acc=90.58%, top5-acc=99.77%, remaining_time=0:00:26.735508, arrival_time=2021-04-15 02:42:43.421855, cost_time=0:00:34.196615 2021-04-15 02:42:19,772 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2756, top1-acc=90.57%, top5-acc=99.78%, remaining_time=0:00:23.612136, arrival_time=2021-04-15 02:42:43.384189, cost_time=0:00:37.282329 2021-04-15 02:42:22,867 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.2756, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:20.499270, arrival_time=2021-04-15 02:42:43.366408, cost_time=0:00:40.377326 2021-04-15 02:42:25,955 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2756, top1-acc=90.57%, top5-acc=99.77%, remaining_time=0:00:17.386096, arrival_time=2021-04-15 02:42:43.341123, cost_time=0:00:43.465302 2021-04-15 02:42:29,038 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2763, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:14.274812, arrival_time=2021-04-15 02:42:43.313032, cost_time=0:00:46.548287 2021-04-15 02:42:32,129 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.2786, top1-acc=90.49%, top5-acc=99.76%, remaining_time=0:00:11.169000, arrival_time=2021-04-15 02:42:43.298800, cost_time=0:00:49.640062 2021-04-15 02:42:35,239 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.39ms, fps=823 images/s, loss=0.2785, top1-acc=90.44%, top5-acc=99.77%, remaining_time=0:00:08.067644, arrival_time=2021-04-15 02:42:43.307348, cost_time=0:00:52.749911 2021-04-15 02:42:38,330 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2779, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:04.963632, arrival_time=2021-04-15 02:42:43.294288, cost_time=0:00:55.840852 2021-04-15 02:42:41,422 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2785, top1-acc=90.41%, top5-acc=99.76%, remaining_time=0:00:01.861026, arrival_time=2021-04-15 02:42:43.283395, cost_time=0:00:58.932571 2021-04-15 02:42:43,078 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.44ms, fps=822 images/s, loss=0.2779, top1-acc=90.41%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:43.078154, cost_time=0:01:00.588333 2021-04-15 02:42:44,131 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.62ms, fps=2435 images/s, loss=0.4493, top1-acc=84.88%, top5-acc=99.53%, remaining_time=0:00:03.153510, arrival_time=2021-04-15 02:42:47.285000, cost_time=0:00:01.051170 2021-04-15 02:42:45,069 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.35ms, fps=2730 images/s, loss=0.4389, top1-acc=84.73%, top5-acc=99.41%, remaining_time=0:00:01.989460, arrival_time=2021-04-15 02:42:47.059245, cost_time=0:00:01.989465 2021-04-15 02:42:46,008 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.68ms, fps=2728 images/s, loss=0.4308, top1-acc=85.14%, top5-acc=99.39%, remaining_time=0:00:00.976160, arrival_time=2021-04-15 02:42:46.984935, cost_time=0:00:02.928484 2021-04-15 02:42:46,866 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.10ms, fps=2707 images/s, loss=0.4295, top1-acc=85.07%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:46.866312, cost_time=0:00:03.786024 2021-04-15 02:42:47,146 INFO : Epoch=0082 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:07:19.739726, arrival_time=2021-04-15 04:50:06.886209, cost_time=1:28:28.971663 2021-04-15 02:42:47,147 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 02:42:50,421 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.30ms, fps=782 images/s, loss=0.2654, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:01:00.877056, arrival_time=2021-04-15 02:43:51.297997, cost_time=0:00:03.272955 2021-04-15 02:42:53,518 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.2683, top1-acc=90.84%, top5-acc=99.84%, remaining_time=0:00:56.056528, arrival_time=2021-04-15 02:43:49.574579, cost_time=0:00:06.370067 2021-04-15 02:42:56,609 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2774, top1-acc=90.56%, top5-acc=99.84%, remaining_time=0:00:52.354076, arrival_time=2021-04-15 02:43:48.963657, cost_time=0:00:09.461594 2021-04-15 02:42:59,705 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.2809, top1-acc=90.53%, top5-acc=99.79%, remaining_time=0:00:48.972612, arrival_time=2021-04-15 02:43:48.677709, cost_time=0:00:12.557098 2021-04-15 02:43:02,819 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.74ms, fps=822 images/s, loss=0.2763, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:45.759758, arrival_time=2021-04-15 02:43:48.578891, cost_time=0:00:15.671151 2021-04-15 02:43:05,903 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2728, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:00:42.512784, arrival_time=2021-04-15 02:43:48.416416, cost_time=0:00:18.755643 2021-04-15 02:43:08,985 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.70ms, fps=831 images/s, loss=0.2675, top1-acc=90.93%, top5-acc=99.79%, remaining_time=0:00:39.307338, arrival_time=2021-04-15 02:43:48.292751, cost_time=0:00:21.837431 2021-04-15 02:43:12,066 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.29ms, fps=831 images/s, loss=0.2660, top1-acc=90.94%, top5-acc=99.79%, remaining_time=0:00:36.132144, arrival_time=2021-04-15 02:43:48.198963, cost_time=0:00:24.918751 2021-04-15 02:43:15,152 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2659, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:32.983278, arrival_time=2021-04-15 02:43:48.135886, cost_time=0:00:28.004688 2021-04-15 02:43:18,237 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2673, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:29.846112, arrival_time=2021-04-15 02:43:48.083794, cost_time=0:00:31.089655 2021-04-15 02:43:21,324 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.75ms, fps=830 images/s, loss=0.2708, top1-acc=90.72%, top5-acc=99.79%, remaining_time=0:00:26.719684, arrival_time=2021-04-15 02:43:48.043874, cost_time=0:00:34.176285 2021-04-15 02:43:24,414 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2711, top1-acc=90.70%, top5-acc=99.79%, remaining_time=0:00:23.601876, arrival_time=2021-04-15 02:43:48.016038, cost_time=0:00:37.266142 2021-04-15 02:43:27,498 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2710, top1-acc=90.72%, top5-acc=99.78%, remaining_time=0:00:20.485476, arrival_time=2021-04-15 02:43:47.983571, cost_time=0:00:40.350192 2021-04-15 02:43:30,580 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.76ms, fps=831 images/s, loss=0.2730, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:17.373048, arrival_time=2021-04-15 02:43:47.953666, cost_time=0:00:43.432631 2021-04-15 02:43:33,666 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2743, top1-acc=90.64%, top5-acc=99.78%, remaining_time=0:00:14.265796, arrival_time=2021-04-15 02:43:47.932559, cost_time=0:00:46.518847 2021-04-15 02:43:36,753 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.2761, top1-acc=90.57%, top5-acc=99.77%, remaining_time=0:00:11.161260, arrival_time=2021-04-15 02:43:47.914777, cost_time=0:00:49.605611 2021-04-15 02:43:39,839 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.2765, top1-acc=90.56%, top5-acc=99.77%, remaining_time=0:00:08.058700, arrival_time=2021-04-15 02:43:47.898265, cost_time=0:00:52.691577 2021-04-15 02:43:42,927 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.2757, top1-acc=90.57%, top5-acc=99.77%, remaining_time=0:00:04.958176, arrival_time=2021-04-15 02:43:47.885513, cost_time=0:00:55.779408 2021-04-15 02:43:46,012 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2761, top1-acc=90.56%, top5-acc=99.77%, remaining_time=0:00:01.858878, arrival_time=2021-04-15 02:43:47.871307, cost_time=0:00:58.864530 2021-04-15 02:43:47,655 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.2770, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:47.655128, cost_time=0:01:00.507236 2021-04-15 02:43:48,723 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=2401 images/s, loss=0.3854, top1-acc=87.70%, top5-acc=99.73%, remaining_time=0:00:03.198300, arrival_time=2021-04-15 02:43:51.921346, cost_time=0:00:01.066099 2021-04-15 02:43:49,661 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.79ms, fps=2731 images/s, loss=0.3877, top1-acc=86.74%, top5-acc=99.71%, remaining_time=0:00:02.003980, arrival_time=2021-04-15 02:43:51.664938, cost_time=0:00:02.003974 2021-04-15 02:43:50,597 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.51ms, fps=2735 images/s, loss=0.4017, top1-acc=86.58%, top5-acc=99.67%, remaining_time=0:00:00.980180, arrival_time=2021-04-15 02:43:51.577639, cost_time=0:00:02.940547 2021-04-15 02:43:51,450 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.07ms, fps=2719 images/s, loss=0.4125, top1-acc=86.24%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:51.450879, cost_time=0:00:03.793993 2021-04-15 02:43:51,717 INFO : Epoch=0083 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:06:14.752692, arrival_time=2021-04-15 04:50:06.470028, cost_time=1:29:33.542522 2021-04-15 02:43:51,718 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 02:43:55,005 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.33ms, fps=779 images/s, loss=0.2460, top1-acc=91.45%, top5-acc=99.73%, remaining_time=0:01:01.140804, arrival_time=2021-04-15 02:44:56.146724, cost_time=0:00:03.287135 2021-04-15 02:43:58,087 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2647, top1-acc=90.84%, top5-acc=99.67%, remaining_time=0:00:56.042976, arrival_time=2021-04-15 02:44:54.130269, cost_time=0:00:06.368515 2021-04-15 02:44:01,170 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2758, top1-acc=90.59%, top5-acc=99.69%, remaining_time=0:00:52.298798, arrival_time=2021-04-15 02:44:53.469202, cost_time=0:00:09.451586 2021-04-15 02:44:04,260 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.2814, top1-acc=90.39%, top5-acc=99.65%, remaining_time=0:00:48.914112, arrival_time=2021-04-15 02:44:53.174986, cost_time=0:00:12.542079 2021-04-15 02:44:07,353 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2804, top1-acc=90.54%, top5-acc=99.63%, remaining_time=0:00:45.653762, arrival_time=2021-04-15 02:44:53.007444, cost_time=0:00:15.634826 2021-04-15 02:44:10,439 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.2752, top1-acc=90.70%, top5-acc=99.65%, remaining_time=0:00:42.434448, arrival_time=2021-04-15 02:44:52.874333, cost_time=0:00:18.721094 2021-04-15 02:44:13,521 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.2735, top1-acc=90.70%, top5-acc=99.69%, remaining_time=0:00:39.244842, arrival_time=2021-04-15 02:44:52.766320, cost_time=0:00:21.802697 2021-04-15 02:44:16,608 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2742, top1-acc=90.68%, top5-acc=99.68%, remaining_time=0:00:36.089804, arrival_time=2021-04-15 02:44:52.698130, cost_time=0:00:24.889542 2021-04-15 02:44:19,691 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2742, top1-acc=90.64%, top5-acc=99.67%, remaining_time=0:00:32.945012, arrival_time=2021-04-15 02:44:52.635993, cost_time=0:00:27.972198 2021-04-15 02:44:22,775 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2734, top1-acc=90.66%, top5-acc=99.68%, remaining_time=0:00:29.814048, arrival_time=2021-04-15 02:44:52.589159, cost_time=0:00:31.056254 2021-04-15 02:44:25,863 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2712, top1-acc=90.78%, top5-acc=99.70%, remaining_time=0:00:26.694916, arrival_time=2021-04-15 02:44:52.558328, cost_time=0:00:34.144625 2021-04-15 02:44:28,952 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.2731, top1-acc=90.69%, top5-acc=99.70%, remaining_time=0:00:23.581280, arrival_time=2021-04-15 02:44:52.533644, cost_time=0:00:37.233571 2021-04-15 02:44:32,036 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2744, top1-acc=90.68%, top5-acc=99.69%, remaining_time=0:00:20.468778, arrival_time=2021-04-15 02:44:52.504819, cost_time=0:00:40.317255 2021-04-15 02:44:35,123 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.2736, top1-acc=90.73%, top5-acc=99.70%, remaining_time=0:00:17.362016, arrival_time=2021-04-15 02:44:52.485821, cost_time=0:00:43.405019 2021-04-15 02:44:38,216 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.2743, top1-acc=90.72%, top5-acc=99.70%, remaining_time=0:00:14.259218, arrival_time=2021-04-15 02:44:52.475476, cost_time=0:00:46.497474 2021-04-15 02:44:41,301 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2745, top1-acc=90.72%, top5-acc=99.69%, remaining_time=0:00:11.156040, arrival_time=2021-04-15 02:44:52.457307, cost_time=0:00:49.582407 2021-04-15 02:44:44,391 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.60ms, fps=829 images/s, loss=0.2753, top1-acc=90.65%, top5-acc=99.69%, remaining_time=0:00:08.055814, arrival_time=2021-04-15 02:44:52.447183, cost_time=0:00:52.672577 2021-04-15 02:44:47,479 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2759, top1-acc=90.63%, top5-acc=99.68%, remaining_time=0:00:04.956544, arrival_time=2021-04-15 02:44:52.436465, cost_time=0:00:55.761142 2021-04-15 02:44:50,564 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.2771, top1-acc=90.59%, top5-acc=99.68%, remaining_time=0:00:01.858272, arrival_time=2021-04-15 02:44:52.422310, cost_time=0:00:58.845256 2021-04-15 02:44:52,210 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.34ms, fps=826 images/s, loss=0.2779, top1-acc=90.56%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:52.210325, cost_time=0:01:00.491541 2021-04-15 02:44:53,260 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.26ms, fps=2442 images/s, loss=0.5912, top1-acc=81.33%, top5-acc=98.55%, remaining_time=0:00:03.144420, arrival_time=2021-04-15 02:44:56.404731, cost_time=0:00:01.048145 2021-04-15 02:44:54,196 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.26ms, fps=2736 images/s, loss=0.5955, top1-acc=80.76%, top5-acc=98.71%, remaining_time=0:00:01.984200, arrival_time=2021-04-15 02:44:56.180556, cost_time=0:00:01.984204 2021-04-15 02:44:55,131 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.21ms, fps=2739 images/s, loss=0.6103, top1-acc=80.35%, top5-acc=98.57%, remaining_time=0:00:00.973030, arrival_time=2021-04-15 02:44:56.104274, cost_time=0:00:02.919096 2021-04-15 02:44:55,985 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.06ms, fps=2718 images/s, loss=0.6037, top1-acc=80.25%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:55.985066, cost_time=0:00:03.772940 2021-04-15 02:44:56,526 INFO : Epoch=0084 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:05:10.104132, arrival_time=2021-04-15 04:50:06.630215, cost_time=1:30:38.351274 2021-04-15 02:44:56,527 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 02:44:59,800 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.70ms, fps=782 images/s, loss=0.2630, top1-acc=91.17%, top5-acc=99.65%, remaining_time=0:01:00.882636, arrival_time=2021-04-15 02:46:00.683433, cost_time=0:00:03.273262 2021-04-15 02:45:02,884 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2632, top1-acc=90.94%, top5-acc=99.82%, remaining_time=0:00:55.942480, arrival_time=2021-04-15 02:45:58.827185, cost_time=0:00:06.357104 2021-04-15 02:45:05,975 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.2591, top1-acc=90.99%, top5-acc=99.82%, remaining_time=0:00:52.281036, arrival_time=2021-04-15 02:45:58.256939, cost_time=0:00:09.448366 2021-04-15 02:45:09,079 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.37ms, fps=825 images/s, loss=0.2593, top1-acc=91.17%, top5-acc=99.79%, remaining_time=0:00:48.952020, arrival_time=2021-04-15 02:45:58.031369, cost_time=0:00:12.551802 2021-04-15 02:45:12,176 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.2604, top1-acc=91.22%, top5-acc=99.77%, remaining_time=0:00:45.694350, arrival_time=2021-04-15 02:45:57.870644, cost_time=0:00:15.648760 2021-04-15 02:45:15,278 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.2570, top1-acc=91.28%, top5-acc=99.77%, remaining_time=0:00:42.501768, arrival_time=2021-04-15 02:45:57.780104, cost_time=0:00:18.750795 2021-04-15 02:45:18,373 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.2622, top1-acc=91.05%, top5-acc=99.75%, remaining_time=0:00:39.322458, arrival_time=2021-04-15 02:45:57.695792, cost_time=0:00:21.845793 2021-04-15 02:45:21,467 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.2628, top1-acc=91.00%, top5-acc=99.75%, remaining_time=0:00:36.162884, arrival_time=2021-04-15 02:45:57.630396, cost_time=0:00:24.939885 2021-04-15 02:45:24,565 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=0.2657, top1-acc=90.92%, top5-acc=99.75%, remaining_time=0:00:33.022074, arrival_time=2021-04-15 02:45:57.587113, cost_time=0:00:28.037572 2021-04-15 02:45:27,664 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.37ms, fps=826 images/s, loss=0.2658, top1-acc=90.94%, top5-acc=99.76%, remaining_time=0:00:29.891232, arrival_time=2021-04-15 02:45:57.555459, cost_time=0:00:31.136668 2021-04-15 02:45:30,744 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.2695, top1-acc=90.86%, top5-acc=99.77%, remaining_time=0:00:26.751332, arrival_time=2021-04-15 02:45:57.495582, cost_time=0:00:34.216796 2021-04-15 02:45:33,824 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2708, top1-acc=90.81%, top5-acc=99.78%, remaining_time=0:00:23.621332, arrival_time=2021-04-15 02:45:57.445744, cost_time=0:00:37.296848 2021-04-15 02:45:36,906 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2711, top1-acc=90.78%, top5-acc=99.77%, remaining_time=0:00:20.500128, arrival_time=2021-04-15 02:45:57.406570, cost_time=0:00:40.378987 2021-04-15 02:45:39,995 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2718, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:17.387048, arrival_time=2021-04-15 02:45:57.382277, cost_time=0:00:43.467595 2021-04-15 02:45:43,081 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2719, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:14.276560, arrival_time=2021-04-15 02:45:57.357974, cost_time=0:00:46.553944 2021-04-15 02:45:46,164 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2727, top1-acc=90.71%, top5-acc=99.76%, remaining_time=0:00:11.168388, arrival_time=2021-04-15 02:45:57.333139, cost_time=0:00:49.637297 2021-04-15 02:45:49,253 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.2737, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:08.064030, arrival_time=2021-04-15 02:45:57.317831, cost_time=0:00:52.726266 2021-04-15 02:45:52,351 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.82ms, fps=827 images/s, loss=0.2742, top1-acc=90.63%, top5-acc=99.77%, remaining_time=0:00:04.962096, arrival_time=2021-04-15 02:45:57.313076, cost_time=0:00:55.823508 2021-04-15 02:45:55,447 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.75ms, fps=827 images/s, loss=0.2738, top1-acc=90.63%, top5-acc=99.76%, remaining_time=0:00:01.860636, arrival_time=2021-04-15 02:45:57.308186, cost_time=0:00:58.920096 2021-04-15 02:45:57,096 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.2738, top1-acc=90.62%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:57.096807, cost_time=0:01:00.569366 2021-04-15 02:45:58,145 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.30ms, fps=2445 images/s, loss=0.4362, top1-acc=85.78%, top5-acc=99.49%, remaining_time=0:00:03.141270, arrival_time=2021-04-15 02:46:01.286930, cost_time=0:00:01.047091 2021-04-15 02:45:59,089 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.76ms, fps=2713 images/s, loss=0.4377, top1-acc=85.64%, top5-acc=99.59%, remaining_time=0:00:01.991040, arrival_time=2021-04-15 02:46:01.080715, cost_time=0:00:01.991042 2021-04-15 02:46:00,028 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.47ms, fps=2730 images/s, loss=0.4416, top1-acc=85.22%, top5-acc=99.58%, remaining_time=0:00:00.976460, arrival_time=2021-04-15 02:46:01.004513, cost_time=0:00:02.929390 2021-04-15 02:46:00,888 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=2698 images/s, loss=0.4478, top1-acc=85.17%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:00.888317, cost_time=0:00:03.789755 2021-04-15 02:46:01,135 INFO : Epoch=0085 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:04:05.181995, arrival_time=2021-04-15 04:50:06.317441, cost_time=1:31:42.960634 2021-04-15 02:46:01,136 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 02:46:04,428 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.70ms, fps=778 images/s, loss=0.2781, top1-acc=90.23%, top5-acc=99.61%, remaining_time=0:01:01.216692, arrival_time=2021-04-15 02:47:05.644845, cost_time=0:00:03.291215 2021-04-15 02:46:07,531 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.2622, top1-acc=91.04%, top5-acc=99.73%, remaining_time=0:00:56.271424, arrival_time=2021-04-15 02:47:03.803004, cost_time=0:00:06.394486 2021-04-15 02:46:10,619 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2553, top1-acc=91.30%, top5-acc=99.79%, remaining_time=0:00:52.469944, arrival_time=2021-04-15 02:47:03.089410, cost_time=0:00:09.482521 2021-04-15 02:46:13,704 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2538, top1-acc=91.45%, top5-acc=99.77%, remaining_time=0:00:49.011924, arrival_time=2021-04-15 02:47:02.716146, cost_time=0:00:12.567175 2021-04-15 02:46:16,795 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.2540, top1-acc=91.51%, top5-acc=99.78%, remaining_time=0:00:45.722382, arrival_time=2021-04-15 02:47:02.517724, cost_time=0:00:15.658362 2021-04-15 02:46:19,883 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2546, top1-acc=91.38%, top5-acc=99.80%, remaining_time=0:00:42.492384, arrival_time=2021-04-15 02:47:02.375932, cost_time=0:00:18.746611 2021-04-15 02:46:22,972 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.2535, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:39.302802, arrival_time=2021-04-15 02:47:02.274724, cost_time=0:00:21.834867 2021-04-15 02:46:26,067 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.2554, top1-acc=91.35%, top5-acc=99.80%, remaining_time=0:00:36.148616, arrival_time=2021-04-15 02:47:02.215604, cost_time=0:00:24.930107 2021-04-15 02:46:29,149 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.2567, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:32.992712, arrival_time=2021-04-15 02:47:02.142325, cost_time=0:00:28.012675 2021-04-15 02:46:32,242 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.2556, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:29.861568, arrival_time=2021-04-15 02:47:02.104276, cost_time=0:00:31.105787 2021-04-15 02:46:35,348 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.59ms, fps=824 images/s, loss=0.2576, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:26.747376, arrival_time=2021-04-15 02:47:02.096127, cost_time=0:00:34.211805 2021-04-15 02:46:38,443 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.66ms, fps=827 images/s, loss=0.2611, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:00:23.627260, arrival_time=2021-04-15 02:47:02.070311, cost_time=0:00:37.306193 2021-04-15 02:46:41,542 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.2615, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:20.513394, arrival_time=2021-04-15 02:47:02.055518, cost_time=0:00:40.405181 2021-04-15 02:46:44,638 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.80ms, fps=827 images/s, loss=0.2623, top1-acc=91.22%, top5-acc=99.80%, remaining_time=0:00:17.400432, arrival_time=2021-04-15 02:47:02.038456, cost_time=0:00:43.501054 2021-04-15 02:46:47,727 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.2623, top1-acc=91.20%, top5-acc=99.80%, remaining_time=0:00:14.287830, arrival_time=2021-04-15 02:47:02.015451, cost_time=0:00:46.590761 2021-04-15 02:46:50,822 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.2617, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:11.179224, arrival_time=2021-04-15 02:47:02.001601, cost_time=0:00:49.685430 2021-04-15 02:46:53,915 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.2640, top1-acc=91.14%, top5-acc=99.80%, remaining_time=0:00:08.072038, arrival_time=2021-04-15 02:47:01.987724, cost_time=0:00:52.778751 2021-04-15 02:46:57,005 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.2648, top1-acc=91.09%, top5-acc=99.79%, remaining_time=0:00:04.966080, arrival_time=2021-04-15 02:47:01.971584, cost_time=0:00:55.868441 2021-04-15 02:47:00,092 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.70ms, fps=830 images/s, loss=0.2660, top1-acc=91.03%, top5-acc=99.80%, remaining_time=0:00:01.861740, arrival_time=2021-04-15 02:47:01.953789, cost_time=0:00:58.955073 2021-04-15 02:47:01,738 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.2670, top1-acc=91.01%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:01.738710, cost_time=0:01:00.601855 2021-04-15 02:47:02,806 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.43ms, fps=2402 images/s, loss=0.4998, top1-acc=83.48%, top5-acc=99.37%, remaining_time=0:00:03.196920, arrival_time=2021-04-15 02:47:06.003058, cost_time=0:00:01.065641 2021-04-15 02:47:03,745 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.39ms, fps=2728 images/s, loss=0.5109, top1-acc=83.20%, top5-acc=99.43%, remaining_time=0:00:02.004760, arrival_time=2021-04-15 02:47:05.749945, cost_time=0:00:02.004757 2021-04-15 02:47:04,682 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.68ms, fps=2731 images/s, loss=0.5109, top1-acc=83.19%, top5-acc=99.37%, remaining_time=0:00:00.980820, arrival_time=2021-04-15 02:47:05.663694, cost_time=0:00:02.942470 2021-04-15 02:47:05,541 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.09ms, fps=2704 images/s, loss=0.5164, top1-acc=83.16%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:05.541098, cost_time=0:00:03.800720 2021-04-15 02:47:05,796 INFO : Epoch=0086 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:03:00.336174, arrival_time=2021-04-15 04:50:06.133019, cost_time=1:32:47.622031 2021-04-15 02:47:05,798 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 02:47:09,055 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.35ms, fps=786 images/s, loss=0.2591, top1-acc=90.90%, top5-acc=99.84%, remaining_time=0:01:00.576108, arrival_time=2021-04-15 02:48:09.631255, cost_time=0:00:03.256783 2021-04-15 02:47:12,136 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2674, top1-acc=90.55%, top5-acc=99.82%, remaining_time=0:00:55.771760, arrival_time=2021-04-15 02:48:07.907828, cost_time=0:00:06.337701 2021-04-15 02:47:15,223 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.2644, top1-acc=90.79%, top5-acc=99.82%, remaining_time=0:00:52.154378, arrival_time=2021-04-15 02:48:07.378177, cost_time=0:00:09.425497 2021-04-15 02:47:18,308 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.2608, top1-acc=91.11%, top5-acc=99.81%, remaining_time=0:00:48.787596, arrival_time=2021-04-15 02:48:07.095590, cost_time=0:00:12.509622 2021-04-15 02:47:21,388 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2619, top1-acc=91.14%, top5-acc=99.80%, remaining_time=0:00:45.523384, arrival_time=2021-04-15 02:48:06.911868, cost_time=0:00:15.590197 2021-04-15 02:47:24,478 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.2652, top1-acc=90.96%, top5-acc=99.79%, remaining_time=0:00:42.340880, arrival_time=2021-04-15 02:48:06.819112, cost_time=0:00:18.679823 2021-04-15 02:47:27,571 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=2.29ms, fps=828 images/s, loss=0.2672, top1-acc=90.85%, top5-acc=99.79%, remaining_time=0:00:39.191166, arrival_time=2021-04-15 02:48:06.762334, cost_time=0:00:21.772884 2021-04-15 02:47:30,654 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2700, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:36.041548, arrival_time=2021-04-15 02:48:06.696173, cost_time=0:00:24.856261 2021-04-15 02:47:33,737 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2694, top1-acc=90.79%, top5-acc=99.75%, remaining_time=0:00:32.905898, arrival_time=2021-04-15 02:48:06.643152, cost_time=0:00:27.938956 2021-04-15 02:47:36,823 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.34ms, fps=830 images/s, loss=0.2712, top1-acc=90.67%, top5-acc=99.76%, remaining_time=0:00:29.783520, arrival_time=2021-04-15 02:48:06.606411, cost_time=0:00:31.024521 2021-04-15 02:47:39,902 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.2704, top1-acc=90.69%, top5-acc=99.76%, remaining_time=0:00:26.662838, arrival_time=2021-04-15 02:48:06.564798, cost_time=0:00:34.103663 2021-04-15 02:47:42,985 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2717, top1-acc=90.63%, top5-acc=99.77%, remaining_time=0:00:23.551564, arrival_time=2021-04-15 02:48:06.536562, cost_time=0:00:37.186710 2021-04-15 02:47:46,070 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.2714, top1-acc=90.63%, top5-acc=99.77%, remaining_time=0:00:20.445612, arrival_time=2021-04-15 02:48:06.515810, cost_time=0:00:40.271719 2021-04-15 02:47:49,167 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.32ms, fps=827 images/s, loss=0.2705, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:17.347848, arrival_time=2021-04-15 02:48:06.515712, cost_time=0:00:43.369568 2021-04-15 02:47:52,263 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.70ms, fps=827 images/s, loss=0.2686, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:14.249236, arrival_time=2021-04-15 02:48:06.512548, cost_time=0:00:46.464946 2021-04-15 02:47:55,355 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.2679, top1-acc=90.73%, top5-acc=99.79%, remaining_time=0:00:11.150244, arrival_time=2021-04-15 02:48:06.505325, cost_time=0:00:49.556705 2021-04-15 02:47:58,440 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.2671, top1-acc=90.78%, top5-acc=99.78%, remaining_time=0:00:08.051134, arrival_time=2021-04-15 02:48:06.491564, cost_time=0:00:52.642068 2021-04-15 02:48:01,528 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.86ms, fps=829 images/s, loss=0.2674, top1-acc=90.76%, top5-acc=99.78%, remaining_time=0:00:04.953808, arrival_time=2021-04-15 02:48:06.482583, cost_time=0:00:55.730372 2021-04-15 02:48:04,628 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.2681, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:01.857792, arrival_time=2021-04-15 02:48:06.486168, cost_time=0:00:58.830017 2021-04-15 02:48:06,278 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.41ms, fps=824 images/s, loss=0.2687, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:06.278637, cost_time=0:01:00.480279 2021-04-15 02:48:07,332 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.24ms, fps=2435 images/s, loss=0.4541, top1-acc=85.51%, top5-acc=99.61%, remaining_time=0:00:03.153480, arrival_time=2021-04-15 02:48:10.485401, cost_time=0:00:01.051165 2021-04-15 02:48:08,270 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.19ms, fps=2730 images/s, loss=0.4629, top1-acc=85.25%, top5-acc=99.39%, remaining_time=0:00:01.989460, arrival_time=2021-04-15 02:48:10.259584, cost_time=0:00:01.989462 2021-04-15 02:48:09,208 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.46ms, fps=2730 images/s, loss=0.4663, top1-acc=85.05%, top5-acc=99.39%, remaining_time=0:00:00.975820, arrival_time=2021-04-15 02:48:10.184041, cost_time=0:00:02.927461 2021-04-15 02:48:10,061 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=2722 images/s, loss=0.4622, top1-acc=85.02%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:10.061037, cost_time=0:00:03.780394 2021-04-15 02:48:10,331 INFO : Epoch=0087 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:01:55.329929, arrival_time=2021-04-15 04:50:05.661455, cost_time=1:33:52.156712 2021-04-15 02:48:10,332 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 02:48:13,599 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.53ms, fps=784 images/s, loss=0.2525, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:01:00.750762, arrival_time=2021-04-15 02:49:14.349975, cost_time=0:00:03.266172 2021-04-15 02:48:16,688 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2634, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:55.929808, arrival_time=2021-04-15 02:49:12.618530, cost_time=0:00:06.355653 2021-04-15 02:48:19,772 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2660, top1-acc=90.87%, top5-acc=99.73%, remaining_time=0:00:52.229078, arrival_time=2021-04-15 02:49:12.001102, cost_time=0:00:09.438979 2021-04-15 02:48:22,856 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2603, top1-acc=90.93%, top5-acc=99.78%, remaining_time=0:00:48.842820, arrival_time=2021-04-15 02:49:11.699662, cost_time=0:00:12.523796 2021-04-15 02:48:25,946 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.2611, top1-acc=90.93%, top5-acc=99.79%, remaining_time=0:00:45.592004, arrival_time=2021-04-15 02:49:11.538737, cost_time=0:00:15.613679 2021-04-15 02:48:29,033 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2625, top1-acc=90.97%, top5-acc=99.80%, remaining_time=0:00:42.387664, arrival_time=2021-04-15 02:49:11.421122, cost_time=0:00:18.700410 2021-04-15 02:48:32,118 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2667, top1-acc=90.76%, top5-acc=99.80%, remaining_time=0:00:39.213342, arrival_time=2021-04-15 02:49:11.331598, cost_time=0:00:21.785206 2021-04-15 02:48:35,202 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.2678, top1-acc=90.75%, top5-acc=99.79%, remaining_time=0:00:36.061152, arrival_time=2021-04-15 02:49:11.263942, cost_time=0:00:24.869737 2021-04-15 02:48:38,285 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2677, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:32.922010, arrival_time=2021-04-15 02:49:11.207585, cost_time=0:00:27.952615 2021-04-15 02:48:41,371 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2689, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:29.797152, arrival_time=2021-04-15 02:49:11.168934, cost_time=0:00:31.038741 2021-04-15 02:48:44,463 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2701, top1-acc=90.75%, top5-acc=99.79%, remaining_time=0:00:26.683908, arrival_time=2021-04-15 02:49:11.147514, cost_time=0:00:34.130634 2021-04-15 02:48:47,557 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2688, top1-acc=90.79%, top5-acc=99.78%, remaining_time=0:00:23.575656, arrival_time=2021-04-15 02:49:11.133417, cost_time=0:00:37.224702 2021-04-15 02:48:50,642 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2684, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:20.464950, arrival_time=2021-04-15 02:49:11.107631, cost_time=0:00:40.309717 2021-04-15 02:48:53,726 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2686, top1-acc=90.86%, top5-acc=99.78%, remaining_time=0:00:17.357424, arrival_time=2021-04-15 02:49:11.084077, cost_time=0:00:43.393612 2021-04-15 02:48:56,813 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2684, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:14.254020, arrival_time=2021-04-15 02:49:11.067431, cost_time=0:00:46.480428 2021-04-15 02:48:59,896 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2678, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:11.151792, arrival_time=2021-04-15 02:49:11.048353, cost_time=0:00:49.563591 2021-04-15 02:49:02,991 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.2702, top1-acc=90.82%, top5-acc=99.79%, remaining_time=0:00:08.053552, arrival_time=2021-04-15 02:49:11.044553, cost_time=0:00:52.657910 2021-04-15 02:49:06,082 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.2705, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:04.955552, arrival_time=2021-04-15 02:49:11.038489, cost_time=0:00:55.749966 2021-04-15 02:49:09,167 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2707, top1-acc=90.78%, top5-acc=99.78%, remaining_time=0:00:01.857930, arrival_time=2021-04-15 02:49:11.025289, cost_time=0:00:58.834390 2021-04-15 02:49:10,810 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.21ms, fps=828 images/s, loss=0.2717, top1-acc=90.77%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:10.810490, cost_time=0:01:00.477537 2021-04-15 02:49:11,908 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.34ms, fps=2336 images/s, loss=0.3952, top1-acc=86.21%, top5-acc=99.69%, remaining_time=0:00:03.286980, arrival_time=2021-04-15 02:49:15.194915, cost_time=0:00:01.095661 2021-04-15 02:49:12,845 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.55ms, fps=2733 images/s, loss=0.3832, top1-acc=87.13%, top5-acc=99.57%, remaining_time=0:00:02.032980, arrival_time=2021-04-15 02:49:14.878146, cost_time=0:00:02.032976 2021-04-15 02:49:13,782 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.48ms, fps=2732 images/s, loss=0.3837, top1-acc=87.04%, top5-acc=99.62%, remaining_time=0:00:00.990080, arrival_time=2021-04-15 02:49:14.772505, cost_time=0:00:02.970231 2021-04-15 02:49:14,635 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=2722 images/s, loss=0.3790, top1-acc=86.97%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:14.635164, cost_time=0:00:03.823002 2021-04-15 02:49:14,906 INFO : Epoch=0088 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=2:00:50.385296, arrival_time=2021-04-15 04:50:05.291399, cost_time=1:34:56.731283 2021-04-15 02:49:14,907 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 02:49:18,172 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.55ms, fps=784 images/s, loss=0.2730, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:01:00.727140, arrival_time=2021-04-15 02:50:18.899660, cost_time=0:00:03.264896 2021-04-15 02:49:21,263 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.2624, top1-acc=91.00%, top5-acc=99.73%, remaining_time=0:00:55.929456, arrival_time=2021-04-15 02:50:17.192719, cost_time=0:00:06.355611 2021-04-15 02:49:24,353 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=2.03ms, fps=829 images/s, loss=0.2586, top1-acc=90.87%, top5-acc=99.77%, remaining_time=0:00:52.264602, arrival_time=2021-04-15 02:50:16.617677, cost_time=0:00:09.445414 2021-04-15 02:49:27,451 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.2494, top1-acc=91.16%, top5-acc=99.78%, remaining_time=0:00:48.922224, arrival_time=2021-04-15 02:50:16.373992, cost_time=0:00:12.544162 2021-04-15 02:49:30,541 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2511, top1-acc=91.09%, top5-acc=99.79%, remaining_time=0:00:45.650696, arrival_time=2021-04-15 02:50:16.192132, cost_time=0:00:15.633819 2021-04-15 02:49:33,622 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.2508, top1-acc=91.24%, top5-acc=99.78%, remaining_time=0:00:42.420576, arrival_time=2021-04-15 02:50:16.043150, cost_time=0:00:18.714967 2021-04-15 02:49:36,704 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.29ms, fps=831 images/s, loss=0.2548, top1-acc=91.09%, top5-acc=99.77%, remaining_time=0:00:39.234384, arrival_time=2021-04-15 02:50:15.938879, cost_time=0:00:21.796881 2021-04-15 02:49:39,788 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.2574, top1-acc=91.00%, top5-acc=99.77%, remaining_time=0:00:36.077276, arrival_time=2021-04-15 02:50:15.865811, cost_time=0:00:24.880916 2021-04-15 02:49:42,874 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2597, top1-acc=90.92%, top5-acc=99.76%, remaining_time=0:00:32.938228, arrival_time=2021-04-15 02:50:15.812270, cost_time=0:00:27.966415 2021-04-15 02:49:45,957 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2595, top1-acc=90.88%, top5-acc=99.77%, remaining_time=0:00:29.807808, arrival_time=2021-04-15 02:50:15.765129, cost_time=0:00:31.049788 2021-04-15 02:49:49,040 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.2591, top1-acc=90.92%, top5-acc=99.78%, remaining_time=0:00:26.685284, arrival_time=2021-04-15 02:50:15.725246, cost_time=0:00:34.132355 2021-04-15 02:49:52,119 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.2586, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:23.567828, arrival_time=2021-04-15 02:50:15.687764, cost_time=0:00:37.212412 2021-04-15 02:49:55,210 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2586, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:20.461188, arrival_time=2021-04-15 02:50:15.671188, cost_time=0:00:40.302383 2021-04-15 02:49:58,298 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.2588, top1-acc=90.98%, top5-acc=99.78%, remaining_time=0:00:17.356248, arrival_time=2021-04-15 02:50:15.654386, cost_time=0:00:43.390602 2021-04-15 02:50:01,380 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2597, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:14.251766, arrival_time=2021-04-15 02:50:15.632554, cost_time=0:00:46.473177 2021-04-15 02:50:04,467 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2590, top1-acc=90.98%, top5-acc=99.79%, remaining_time=0:00:11.151000, arrival_time=2021-04-15 02:50:15.618588, cost_time=0:00:49.560036 2021-04-15 02:50:07,557 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.2598, top1-acc=90.94%, top5-acc=99.79%, remaining_time=0:00:08.052382, arrival_time=2021-04-15 02:50:15.610033, cost_time=0:00:52.650132 2021-04-15 02:50:10,642 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2613, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:04.954192, arrival_time=2021-04-15 02:50:15.596425, cost_time=0:00:55.734629 2021-04-15 02:50:13,729 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.25ms, fps=829 images/s, loss=0.2628, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:01.857522, arrival_time=2021-04-15 02:50:15.586619, cost_time=0:00:58.821563 2021-04-15 02:50:15,373 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=0.2643, top1-acc=90.82%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:15.373871, cost_time=0:01:00.466346 2021-04-15 02:50:16,444 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.45ms, fps=2396 images/s, loss=0.4831, top1-acc=84.49%, top5-acc=99.26%, remaining_time=0:00:03.205950, arrival_time=2021-04-15 02:50:19.650226, cost_time=0:00:01.068647 2021-04-15 02:50:17,380 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.39ms, fps=2734 images/s, loss=0.4741, top1-acc=84.57%, top5-acc=99.28%, remaining_time=0:00:02.005340, arrival_time=2021-04-15 02:50:19.386295, cost_time=0:00:02.005340 2021-04-15 02:50:18,319 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.44ms, fps=2729 images/s, loss=0.4765, top1-acc=84.34%, top5-acc=99.34%, remaining_time=0:00:00.981280, arrival_time=2021-04-15 02:50:19.300725, cost_time=0:00:02.943828 2021-04-15 02:50:19,173 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=2717 images/s, loss=0.4654, top1-acc=84.51%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:19.173707, cost_time=0:00:03.798121 2021-04-15 02:50:19,423 INFO : Epoch=0089 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:59:45.377208, arrival_time=2021-04-15 04:50:04.800384, cost_time=1:36:01.248361 2021-04-15 02:50:19,424 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 02:50:22,709 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.48ms, fps=779 images/s, loss=0.2688, top1-acc=91.05%, top5-acc=99.69%, remaining_time=0:01:01.095234, arrival_time=2021-04-15 02:51:23.804517, cost_time=0:00:03.284693 2021-04-15 02:50:25,798 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.2649, top1-acc=91.15%, top5-acc=99.73%, remaining_time=0:00:56.085392, arrival_time=2021-04-15 02:51:21.883334, cost_time=0:00:06.373341 2021-04-15 02:50:28,887 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=2.01ms, fps=829 images/s, loss=0.2618, top1-acc=91.04%, top5-acc=99.78%, remaining_time=0:00:52.361546, arrival_time=2021-04-15 02:51:21.249105, cost_time=0:00:09.462930 2021-04-15 02:50:31,979 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2576, top1-acc=91.11%, top5-acc=99.78%, remaining_time=0:00:48.963564, arrival_time=2021-04-15 02:51:20.942927, cost_time=0:00:12.554760 2021-04-15 02:50:35,062 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.2535, top1-acc=91.26%, top5-acc=99.77%, remaining_time=0:00:45.662376, arrival_time=2021-04-15 02:51:20.724755, cost_time=0:00:15.637782 2021-04-15 02:50:38,149 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.2516, top1-acc=91.37%, top5-acc=99.77%, remaining_time=0:00:42.443968, arrival_time=2021-04-15 02:51:20.593830, cost_time=0:00:18.725255 2021-04-15 02:50:41,234 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.69ms, fps=830 images/s, loss=0.2490, top1-acc=91.48%, top5-acc=99.75%, remaining_time=0:00:39.256938, arrival_time=2021-04-15 02:51:20.490935, cost_time=0:00:21.809403 2021-04-15 02:50:44,320 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2498, top1-acc=91.40%, top5-acc=99.73%, remaining_time=0:00:36.098388, arrival_time=2021-04-15 02:51:20.418492, cost_time=0:00:24.895408 2021-04-15 02:50:47,419 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.2503, top1-acc=91.36%, top5-acc=99.74%, remaining_time=0:00:32.972360, arrival_time=2021-04-15 02:51:20.392272, cost_time=0:00:27.995381 2021-04-15 02:50:50,512 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.2520, top1-acc=91.26%, top5-acc=99.75%, remaining_time=0:00:29.844576, arrival_time=2021-04-15 02:51:20.357287, cost_time=0:00:31.088115 2021-04-15 02:50:53,605 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.2556, top1-acc=91.17%, top5-acc=99.74%, remaining_time=0:00:26.723124, arrival_time=2021-04-15 02:51:20.328349, cost_time=0:00:34.180696 2021-04-15 02:50:56,691 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2569, top1-acc=91.12%, top5-acc=99.76%, remaining_time=0:00:23.602104, arrival_time=2021-04-15 02:51:20.293169, cost_time=0:00:37.266470 2021-04-15 02:50:59,782 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.2584, top1-acc=91.03%, top5-acc=99.77%, remaining_time=0:00:20.489436, arrival_time=2021-04-15 02:51:20.271890, cost_time=0:00:40.357922 2021-04-15 02:51:02,879 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2579, top1-acc=91.04%, top5-acc=99.77%, remaining_time=0:00:17.381672, arrival_time=2021-04-15 02:51:20.260604, cost_time=0:00:43.454198 2021-04-15 02:51:05,973 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2572, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:14.274858, arrival_time=2021-04-15 02:51:20.247832, cost_time=0:00:46.548444 2021-04-15 02:51:09,066 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.62ms, fps=828 images/s, loss=0.2583, top1-acc=91.01%, top5-acc=99.79%, remaining_time=0:00:11.169360, arrival_time=2021-04-15 02:51:20.235485, cost_time=0:00:49.641602 2021-04-15 02:51:12,163 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.51ms, fps=827 images/s, loss=0.2579, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:08.065954, arrival_time=2021-04-15 02:51:20.229406, cost_time=0:00:52.738847 2021-04-15 02:51:15,257 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.2595, top1-acc=91.03%, top5-acc=99.79%, remaining_time=0:00:04.962944, arrival_time=2021-04-15 02:51:20.220595, cost_time=0:00:55.833128 2021-04-15 02:51:18,342 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.2608, top1-acc=90.99%, top5-acc=99.79%, remaining_time=0:00:01.860564, arrival_time=2021-04-15 02:51:20.202854, cost_time=0:00:58.917777 2021-04-15 02:51:19,985 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.19ms, fps=828 images/s, loss=0.2615, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:19.984998, cost_time=0:01:00.560485 2021-04-15 02:51:21,039 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.31ms, fps=2433 images/s, loss=0.3580, top1-acc=87.42%, top5-acc=99.53%, remaining_time=0:00:03.156840, arrival_time=2021-04-15 02:51:24.195921, cost_time=0:00:01.052282 2021-04-15 02:51:21,975 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.90ms, fps=2735 images/s, loss=0.3832, top1-acc=86.87%, top5-acc=99.41%, remaining_time=0:00:01.988580, arrival_time=2021-04-15 02:51:23.964046, cost_time=0:00:01.988586 2021-04-15 02:51:22,912 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.41ms, fps=2733 images/s, loss=0.3914, top1-acc=86.65%, top5-acc=99.40%, remaining_time=0:00:00.975270, arrival_time=2021-04-15 02:51:23.888072, cost_time=0:00:02.925800 2021-04-15 02:51:23,766 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.06ms, fps=2720 images/s, loss=0.4014, top1-acc=86.36%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:23.766386, cost_time=0:00:03.779597 2021-04-15 02:51:24,038 INFO : Epoch=0090 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:58:40.500310, arrival_time=2021-04-15 04:50:04.539024, cost_time=1:37:05.863898 2021-04-15 02:51:24,040 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 02:51:27,290 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.92ms, fps=788 images/s, loss=0.2495, top1-acc=91.68%, top5-acc=99.77%, remaining_time=0:01:00.459114, arrival_time=2021-04-15 02:52:27.749899, cost_time=0:00:03.250489 2021-04-15 02:51:30,383 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=2.01ms, fps=828 images/s, loss=0.2474, top1-acc=91.72%, top5-acc=99.73%, remaining_time=0:00:55.815936, arrival_time=2021-04-15 02:52:26.198923, cost_time=0:00:06.342728 2021-04-15 02:51:33,475 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.2437, top1-acc=91.69%, top5-acc=99.74%, remaining_time=0:00:52.208826, arrival_time=2021-04-15 02:52:25.684418, cost_time=0:00:09.435329 2021-04-15 02:51:36,572 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.2436, top1-acc=91.72%, top5-acc=99.78%, remaining_time=0:00:48.874020, arrival_time=2021-04-15 02:52:25.446081, cost_time=0:00:12.531803 2021-04-15 02:51:39,659 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2481, top1-acc=91.52%, top5-acc=99.77%, remaining_time=0:00:45.606604, arrival_time=2021-04-15 02:52:25.265535, cost_time=0:00:15.618686 2021-04-15 02:51:42,744 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2522, top1-acc=91.44%, top5-acc=99.79%, remaining_time=0:00:42.395416, arrival_time=2021-04-15 02:52:25.139560, cost_time=0:00:18.703885 2021-04-15 02:51:45,831 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.2504, top1-acc=91.48%, top5-acc=99.77%, remaining_time=0:00:39.223548, arrival_time=2021-04-15 02:52:25.054625, cost_time=0:00:21.790826 2021-04-15 02:51:48,918 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.2540, top1-acc=91.42%, top5-acc=99.77%, remaining_time=0:00:36.073912, arrival_time=2021-04-15 02:52:24.992728, cost_time=0:00:24.878521 2021-04-15 02:51:52,001 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.2560, top1-acc=91.32%, top5-acc=99.78%, remaining_time=0:00:32.932610, arrival_time=2021-04-15 02:52:24.934461, cost_time=0:00:27.961681 2021-04-15 02:51:55,091 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2566, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:29.808768, arrival_time=2021-04-15 02:52:24.899836, cost_time=0:00:31.050818 2021-04-15 02:51:58,171 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.2551, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:26.684338, arrival_time=2021-04-15 02:52:24.855634, cost_time=0:00:34.131126 2021-04-15 02:52:01,254 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2569, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:23.569196, arrival_time=2021-04-15 02:52:24.824006, cost_time=0:00:37.214555 2021-04-15 02:52:04,339 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2578, top1-acc=91.10%, top5-acc=99.80%, remaining_time=0:00:20.459538, arrival_time=2021-04-15 02:52:24.798852, cost_time=0:00:40.299143 2021-04-15 02:52:07,429 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2596, top1-acc=91.10%, top5-acc=99.79%, remaining_time=0:00:17.355744, arrival_time=2021-04-15 02:52:24.785388, cost_time=0:00:43.389397 2021-04-15 02:52:10,514 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2591, top1-acc=91.11%, top5-acc=99.79%, remaining_time=0:00:14.252134, arrival_time=2021-04-15 02:52:24.766711, cost_time=0:00:46.474395 2021-04-15 02:52:13,601 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=0.2587, top1-acc=91.15%, top5-acc=99.79%, remaining_time=0:00:11.151216, arrival_time=2021-04-15 02:52:24.752432, cost_time=0:00:49.561037 2021-04-15 02:52:16,696 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.2589, top1-acc=91.13%, top5-acc=99.79%, remaining_time=0:00:08.053240, arrival_time=2021-04-15 02:52:24.749297, cost_time=0:00:52.655783 2021-04-15 02:52:19,784 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.2583, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:04.955024, arrival_time=2021-04-15 02:52:24.739205, cost_time=0:00:55.743997 2021-04-15 02:52:22,868 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.2592, top1-acc=91.11%, top5-acc=99.79%, remaining_time=0:00:01.857744, arrival_time=2021-04-15 02:52:24.726446, cost_time=0:00:58.828534 2021-04-15 02:52:24,511 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.23ms, fps=828 images/s, loss=0.2587, top1-acc=91.13%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:24.511842, cost_time=0:01:00.471684 2021-04-15 02:52:25,557 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.29ms, fps=2451 images/s, loss=0.4005, top1-acc=86.87%, top5-acc=99.57%, remaining_time=0:00:03.133200, arrival_time=2021-04-15 02:52:28.691068, cost_time=0:00:01.044402 2021-04-15 02:52:26,494 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.35ms, fps=2734 images/s, loss=0.4044, top1-acc=86.58%, top5-acc=99.55%, remaining_time=0:00:01.981080, arrival_time=2021-04-15 02:52:28.475612, cost_time=0:00:01.981072 2021-04-15 02:52:27,431 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.26ms, fps=2733 images/s, loss=0.4147, top1-acc=86.35%, top5-acc=99.49%, remaining_time=0:00:00.972700, arrival_time=2021-04-15 02:52:28.404328, cost_time=0:00:02.918098 2021-04-15 02:52:28,284 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.09ms, fps=2723 images/s, loss=0.3994, top1-acc=86.46%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:28.284066, cost_time=0:00:03.770624 2021-04-15 02:52:28,552 INFO : Epoch=0091 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:57:35.507107, arrival_time=2021-04-15 04:50:04.059457, cost_time=1:38:10.377531 2021-04-15 02:52:28,553 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 02:52:31,828 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.34ms, fps=782 images/s, loss=0.2486, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:01:00.909978, arrival_time=2021-04-15 02:53:32.738559, cost_time=0:00:03.274726 2021-04-15 02:52:34,923 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.2504, top1-acc=91.58%, top5-acc=99.69%, remaining_time=0:00:56.051424, arrival_time=2021-04-15 02:53:30.974742, cost_time=0:00:06.369470 2021-04-15 02:52:38,018 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.81ms, fps=827 images/s, loss=0.2483, top1-acc=91.55%, top5-acc=99.74%, remaining_time=0:00:52.372336, arrival_time=2021-04-15 02:53:30.391060, cost_time=0:00:09.464872 2021-04-15 02:52:41,115 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.2512, top1-acc=91.40%, top5-acc=99.77%, remaining_time=0:00:48.989148, arrival_time=2021-04-15 02:53:30.104335, cost_time=0:00:12.561330 2021-04-15 02:52:44,203 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.2479, top1-acc=91.51%, top5-acc=99.79%, remaining_time=0:00:45.696686, arrival_time=2021-04-15 02:53:29.900058, cost_time=0:00:15.649528 2021-04-15 02:52:47,293 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.2478, top1-acc=91.47%, top5-acc=99.79%, remaining_time=0:00:42.477152, arrival_time=2021-04-15 02:53:29.770945, cost_time=0:00:18.739946 2021-04-15 02:52:50,381 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.74ms, fps=829 images/s, loss=0.2517, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:00:39.289320, arrival_time=2021-04-15 02:53:29.670566, cost_time=0:00:21.827389 2021-04-15 02:52:53,474 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.18ms, fps=828 images/s, loss=0.2524, top1-acc=91.20%, top5-acc=99.79%, remaining_time=0:00:36.134116, arrival_time=2021-04-15 02:53:29.608074, cost_time=0:00:24.920114 2021-04-15 02:52:56,557 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.2515, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:32.982324, arrival_time=2021-04-15 02:53:29.539948, cost_time=0:00:28.003847 2021-04-15 02:52:59,641 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.75ms, fps=830 images/s, loss=0.2531, top1-acc=91.20%, top5-acc=99.80%, remaining_time=0:00:29.844288, arrival_time=2021-04-15 02:53:29.486003, cost_time=0:00:31.087836 2021-04-15 02:53:02,732 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.2520, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:26.721662, arrival_time=2021-04-15 02:53:29.454320, cost_time=0:00:34.178890 2021-04-15 02:53:05,819 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.2535, top1-acc=91.19%, top5-acc=99.79%, remaining_time=0:00:23.601724, arrival_time=2021-04-15 02:53:29.421469, cost_time=0:00:37.265855 2021-04-15 02:53:08,903 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2537, top1-acc=91.20%, top5-acc=99.79%, remaining_time=0:00:20.485344, arrival_time=2021-04-15 02:53:29.389027, cost_time=0:00:40.349908 2021-04-15 02:53:11,988 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2535, top1-acc=91.19%, top5-acc=99.80%, remaining_time=0:00:17.373720, arrival_time=2021-04-15 02:53:29.361985, cost_time=0:00:43.434322 2021-04-15 02:53:15,069 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2546, top1-acc=91.16%, top5-acc=99.80%, remaining_time=0:00:14.264830, arrival_time=2021-04-15 02:53:29.334358, cost_time=0:00:46.515755 2021-04-15 02:53:18,156 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2556, top1-acc=91.13%, top5-acc=99.80%, remaining_time=0:00:11.160612, arrival_time=2021-04-15 02:53:29.317127, cost_time=0:00:49.602738 2021-04-15 02:53:21,242 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2567, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:08.058284, arrival_time=2021-04-15 02:53:29.300991, cost_time=0:00:52.688862 2021-04-15 02:53:24,325 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2574, top1-acc=91.11%, top5-acc=99.80%, remaining_time=0:00:04.957456, arrival_time=2021-04-15 02:53:29.282662, cost_time=0:00:55.771426 2021-04-15 02:53:27,414 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.17ms, fps=829 images/s, loss=0.2584, top1-acc=91.08%, top5-acc=99.80%, remaining_time=0:00:01.858770, arrival_time=2021-04-15 02:53:29.273503, cost_time=0:00:58.860958 2021-04-15 02:53:29,058 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.2602, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:29.058672, cost_time=0:01:00.504911 2021-04-15 02:53:30,107 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.30ms, fps=2445 images/s, loss=0.4819, top1-acc=84.37%, top5-acc=99.69%, remaining_time=0:00:03.141390, arrival_time=2021-04-15 02:53:33.248997, cost_time=0:00:01.047130 2021-04-15 02:53:31,047 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.34ms, fps=2724 images/s, loss=0.4728, top1-acc=84.41%, top5-acc=99.47%, remaining_time=0:00:01.987220, arrival_time=2021-04-15 02:53:33.035013, cost_time=0:00:01.987228 2021-04-15 02:53:31,987 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.83ms, fps=2725 images/s, loss=0.4613, top1-acc=84.74%, top5-acc=99.49%, remaining_time=0:00:00.975710, arrival_time=2021-04-15 02:53:32.963305, cost_time=0:00:02.927123 2021-04-15 02:53:32,848 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.13ms, fps=2696 images/s, loss=0.4504, top1-acc=84.90%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:32.848373, cost_time=0:00:03.787911 2021-04-15 02:53:33,124 INFO : Epoch=0092 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:56:30.592788, arrival_time=2021-04-15 04:50:03.717028, cost_time=1:39:14.949415 2021-04-15 02:53:33,125 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 02:53:36,375 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.49ms, fps=788 images/s, loss=0.2711, top1-acc=90.23%, top5-acc=99.84%, remaining_time=0:01:00.442002, arrival_time=2021-04-15 02:54:36.817361, cost_time=0:00:03.249566 2021-04-15 02:53:39,464 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.92ms, fps=829 images/s, loss=0.2561, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:55.777568, arrival_time=2021-04-15 02:54:35.241766, cost_time=0:00:06.338370 2021-04-15 02:53:42,552 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.28ms, fps=829 images/s, loss=0.2520, top1-acc=91.30%, top5-acc=99.77%, remaining_time=0:00:52.159358, arrival_time=2021-04-15 02:54:34.711535, cost_time=0:00:09.426377 2021-04-15 02:53:45,640 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=5.13ms, fps=829 images/s, loss=0.2474, top1-acc=91.38%, top5-acc=99.81%, remaining_time=0:00:48.806940, arrival_time=2021-04-15 02:54:34.447338, cost_time=0:00:12.514591 2021-04-15 02:53:48,728 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2495, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:45.559446, arrival_time=2021-04-15 02:54:34.287816, cost_time=0:00:15.602569 2021-04-15 02:53:51,810 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.2500, top1-acc=91.20%, top5-acc=99.82%, remaining_time=0:00:42.352168, arrival_time=2021-04-15 02:54:34.162643, cost_time=0:00:18.684759 2021-04-15 02:53:54,896 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.20ms, fps=830 images/s, loss=0.2477, top1-acc=91.25%, top5-acc=99.83%, remaining_time=0:00:39.186126, arrival_time=2021-04-15 02:54:34.082121, cost_time=0:00:21.770104 2021-04-15 02:53:57,983 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.2506, top1-acc=91.14%, top5-acc=99.82%, remaining_time=0:00:36.043288, arrival_time=2021-04-15 02:54:34.026462, cost_time=0:00:24.857443 2021-04-15 02:54:01,066 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2512, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:32.908230, arrival_time=2021-04-15 02:54:33.975068, cost_time=0:00:27.940963 2021-04-15 02:54:04,152 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.28ms, fps=830 images/s, loss=0.2511, top1-acc=91.19%, top5-acc=99.80%, remaining_time=0:00:29.785152, arrival_time=2021-04-15 02:54:33.937182, cost_time=0:00:31.026241 2021-04-15 02:54:07,244 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.2505, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:00:26.674276, arrival_time=2021-04-15 02:54:33.918442, cost_time=0:00:34.118291 2021-04-15 02:54:10,331 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.2496, top1-acc=91.28%, top5-acc=99.79%, remaining_time=0:00:23.563572, arrival_time=2021-04-15 02:54:33.894880, cost_time=0:00:37.205582 2021-04-15 02:54:13,416 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.2482, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:20.455182, arrival_time=2021-04-15 02:54:33.871502, cost_time=0:00:40.290530 2021-04-15 02:54:16,497 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2496, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:17.348688, arrival_time=2021-04-15 02:54:33.846112, cost_time=0:00:43.371692 2021-04-15 02:54:19,580 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2510, top1-acc=91.20%, top5-acc=99.80%, remaining_time=0:00:14.246108, arrival_time=2021-04-15 02:54:33.826543, cost_time=0:00:46.454713 2021-04-15 02:54:22,666 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.2519, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:11.146716, arrival_time=2021-04-15 02:54:33.813419, cost_time=0:00:49.540901 2021-04-15 02:54:25,751 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.2503, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:08.048586, arrival_time=2021-04-15 02:54:33.799693, cost_time=0:00:52.625401 2021-04-15 02:54:28,839 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.89ms, fps=829 images/s, loss=0.2510, top1-acc=91.22%, top5-acc=99.79%, remaining_time=0:00:04.952336, arrival_time=2021-04-15 02:54:33.791944, cost_time=0:00:55.713828 2021-04-15 02:54:31,923 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2537, top1-acc=91.13%, top5-acc=99.79%, remaining_time=0:00:01.856760, arrival_time=2021-04-15 02:54:33.779840, cost_time=0:00:58.797364 2021-04-15 02:54:33,565 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.17ms, fps=828 images/s, loss=0.2558, top1-acc=91.10%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:33.565505, cost_time=0:01:00.439804 2021-04-15 02:54:34,610 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.29ms, fps=2453 images/s, loss=0.4931, top1-acc=83.48%, top5-acc=99.34%, remaining_time=0:00:03.131430, arrival_time=2021-04-15 02:54:37.742340, cost_time=0:00:01.043807 2021-04-15 02:54:35,546 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.45ms, fps=2738 images/s, loss=0.5179, top1-acc=83.03%, top5-acc=99.20%, remaining_time=0:00:01.979240, arrival_time=2021-04-15 02:54:37.525572, cost_time=0:00:01.979236 2021-04-15 02:54:36,481 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.25ms, fps=2740 images/s, loss=0.4946, top1-acc=83.75%, top5-acc=99.35%, remaining_time=0:00:00.971320, arrival_time=2021-04-15 02:54:37.452375, cost_time=0:00:02.913958 2021-04-15 02:54:37,331 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=2729 images/s, loss=0.4974, top1-acc=83.69%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:37.331608, cost_time=0:00:03.764531 2021-04-15 02:54:37,577 INFO : Epoch=0093 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:55:25.548785, arrival_time=2021-04-15 04:50:03.125773, cost_time=1:40:19.402173 2021-04-15 02:54:37,578 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 02:54:40,839 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.07ms, fps=785 images/s, loss=0.2964, top1-acc=89.65%, top5-acc=99.77%, remaining_time=0:01:00.651624, arrival_time=2021-04-15 02:55:41.490881, cost_time=0:00:03.260835 2021-04-15 02:54:43,940 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.05ms, fps=826 images/s, loss=0.2805, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:55.984896, arrival_time=2021-04-15 02:55:39.925257, cost_time=0:00:06.361928 2021-04-15 02:54:47,034 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.73ms, fps=828 images/s, loss=0.2693, top1-acc=90.61%, top5-acc=99.80%, remaining_time=0:00:52.322038, arrival_time=2021-04-15 02:55:39.356237, cost_time=0:00:09.455803 2021-04-15 02:54:50,124 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2699, top1-acc=90.60%, top5-acc=99.79%, remaining_time=0:00:48.930492, arrival_time=2021-04-15 02:55:39.055183, cost_time=0:00:12.546285 2021-04-15 02:54:53,212 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.2597, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:45.649820, arrival_time=2021-04-15 02:55:38.861740, cost_time=0:00:15.633525 2021-04-15 02:54:56,296 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2579, top1-acc=91.11%, top5-acc=99.82%, remaining_time=0:00:42.427920, arrival_time=2021-04-15 02:55:38.724519, cost_time=0:00:18.718197 2021-04-15 02:54:59,382 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2569, top1-acc=91.12%, top5-acc=99.83%, remaining_time=0:00:39.246732, arrival_time=2021-04-15 02:55:38.628839, cost_time=0:00:21.803709 2021-04-15 02:55:02,471 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.2533, top1-acc=91.28%, top5-acc=99.82%, remaining_time=0:00:36.095024, arrival_time=2021-04-15 02:55:38.566534, cost_time=0:00:24.893114 2021-04-15 02:55:05,553 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2518, top1-acc=91.38%, top5-acc=99.84%, remaining_time=0:00:32.948192, arrival_time=2021-04-15 02:55:38.501424, cost_time=0:00:27.974919 2021-04-15 02:55:08,641 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.30ms, fps=829 images/s, loss=0.2518, top1-acc=91.46%, top5-acc=99.84%, remaining_time=0:00:29.820096, arrival_time=2021-04-15 02:55:38.461059, cost_time=0:00:31.062571 2021-04-15 02:55:11,720 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.2523, top1-acc=91.43%, top5-acc=99.84%, remaining_time=0:00:26.692852, arrival_time=2021-04-15 02:55:38.413196, cost_time=0:00:34.142035 2021-04-15 02:55:14,802 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.28ms, fps=831 images/s, loss=0.2523, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:23.575124, arrival_time=2021-04-15 02:55:38.377358, cost_time=0:00:37.223824 2021-04-15 02:55:17,888 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2528, top1-acc=91.39%, top5-acc=99.83%, remaining_time=0:00:20.465280, arrival_time=2021-04-15 02:55:38.353967, cost_time=0:00:40.310372 2021-04-15 02:55:20,969 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2543, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:17.356248, arrival_time=2021-04-15 02:55:38.325234, cost_time=0:00:43.390593 2021-04-15 02:55:24,056 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.2554, top1-acc=91.30%, top5-acc=99.82%, remaining_time=0:00:14.253238, arrival_time=2021-04-15 02:55:38.309520, cost_time=0:00:46.477952 2021-04-15 02:55:27,146 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2562, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:11.152764, arrival_time=2021-04-15 02:55:38.298982, cost_time=0:00:49.567907 2021-04-15 02:55:30,230 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2560, top1-acc=91.30%, top5-acc=99.82%, remaining_time=0:00:08.052668, arrival_time=2021-04-15 02:55:38.283128, cost_time=0:00:52.652040 2021-04-15 02:55:33,315 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2550, top1-acc=91.30%, top5-acc=99.82%, remaining_time=0:00:04.954448, arrival_time=2021-04-15 02:55:38.270315, cost_time=0:00:55.737552 2021-04-15 02:55:36,399 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.17ms, fps=830 images/s, loss=0.2546, top1-acc=91.33%, top5-acc=99.81%, remaining_time=0:00:01.857498, arrival_time=2021-04-15 02:55:38.256583, cost_time=0:00:58.820772 2021-04-15 02:55:38,042 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.13ms, fps=828 images/s, loss=0.2542, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:38.042131, cost_time=0:01:00.463836 2021-04-15 02:55:39,113 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.21ms, fps=2393 images/s, loss=0.4431, top1-acc=85.12%, top5-acc=99.41%, remaining_time=0:00:03.209670, arrival_time=2021-04-15 02:55:42.323353, cost_time=0:00:01.069889 2021-04-15 02:55:40,049 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.29ms, fps=2738 images/s, loss=0.4319, top1-acc=85.49%, top5-acc=99.45%, remaining_time=0:00:02.005520, arrival_time=2021-04-15 02:55:42.054752, cost_time=0:00:02.005513 2021-04-15 02:55:40,984 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.30ms, fps=2737 images/s, loss=0.4170, top1-acc=86.04%, top5-acc=99.48%, remaining_time=0:00:00.980360, arrival_time=2021-04-15 02:55:41.965168, cost_time=0:00:02.941084 2021-04-15 02:55:41,836 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=2726 images/s, loss=0.4094, top1-acc=86.16%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:41.836343, cost_time=0:00:03.792631 2021-04-15 02:55:42,127 INFO : Epoch=0094 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:54:20.627506, arrival_time=2021-04-15 04:50:02.755005, cost_time=1:41:23.952681 2021-04-15 02:55:42,128 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 02:55:45,385 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.46ms, fps=786 images/s, loss=0.2162, top1-acc=92.19%, top5-acc=99.88%, remaining_time=0:01:00.559740, arrival_time=2021-04-15 02:56:45.944666, cost_time=0:00:03.255898 2021-04-15 02:55:48,485 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.2290, top1-acc=91.87%, top5-acc=99.90%, remaining_time=0:00:55.931744, arrival_time=2021-04-15 02:56:44.416662, cost_time=0:00:06.355880 2021-04-15 02:55:51,581 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.2373, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:00:52.300956, arrival_time=2021-04-15 02:56:43.882061, cost_time=0:00:09.451990 2021-04-15 02:55:54,672 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.2377, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:48.919728, arrival_time=2021-04-15 02:56:43.592292, cost_time=0:00:12.543524 2021-04-15 02:55:57,754 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.2412, top1-acc=91.66%, top5-acc=99.80%, remaining_time=0:00:45.626168, arrival_time=2021-04-15 02:56:43.380580, cost_time=0:00:15.625394 2021-04-15 02:56:00,845 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.31ms, fps=828 images/s, loss=0.2448, top1-acc=91.60%, top5-acc=99.80%, remaining_time=0:00:42.423160, arrival_time=2021-04-15 02:56:43.268315, cost_time=0:00:18.716129 2021-04-15 02:56:03,933 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2461, top1-acc=91.50%, top5-acc=99.81%, remaining_time=0:00:39.248748, arrival_time=2021-04-15 02:56:43.182616, cost_time=0:00:21.804844 2021-04-15 02:56:07,023 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=2.16ms, fps=829 images/s, loss=0.2446, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:36.097460, arrival_time=2021-04-15 02:56:43.121269, cost_time=0:00:24.894783 2021-04-15 02:56:10,116 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.2445, top1-acc=91.57%, top5-acc=99.82%, remaining_time=0:00:32.962820, arrival_time=2021-04-15 02:56:43.079062, cost_time=0:00:27.987293 2021-04-15 02:56:13,201 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2473, top1-acc=91.49%, top5-acc=99.83%, remaining_time=0:00:29.829600, arrival_time=2021-04-15 02:56:43.031122, cost_time=0:00:31.072504 2021-04-15 02:56:16,281 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.2476, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:26.700850, arrival_time=2021-04-15 02:56:42.982017, cost_time=0:00:34.152212 2021-04-15 02:56:19,373 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.2488, top1-acc=91.39%, top5-acc=99.83%, remaining_time=0:00:23.587892, arrival_time=2021-04-15 02:56:42.960923, cost_time=0:00:37.243994 2021-04-15 02:56:22,468 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.2494, top1-acc=91.37%, top5-acc=99.83%, remaining_time=0:00:20.480262, arrival_time=2021-04-15 02:56:42.949161, cost_time=0:00:40.339945 2021-04-15 02:56:25,558 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2510, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:17.371648, arrival_time=2021-04-15 02:56:42.929695, cost_time=0:00:43.429104 2021-04-15 02:56:28,644 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2500, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:14.264738, arrival_time=2021-04-15 02:56:42.909175, cost_time=0:00:46.515408 2021-04-15 02:56:31,727 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.2501, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:11.159604, arrival_time=2021-04-15 02:56:42.886755, cost_time=0:00:49.598210 2021-04-15 02:56:34,808 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.2495, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:08.056854, arrival_time=2021-04-15 02:56:42.865477, cost_time=0:00:52.679501 2021-04-15 02:56:37,895 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2507, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:04.957040, arrival_time=2021-04-15 02:56:42.852654, cost_time=0:00:55.766657 2021-04-15 02:56:40,982 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.2521, top1-acc=91.25%, top5-acc=99.81%, remaining_time=0:00:01.858536, arrival_time=2021-04-15 02:56:42.841082, cost_time=0:00:58.853596 2021-04-15 02:56:42,628 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.22ms, fps=827 images/s, loss=0.2525, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:42.628176, cost_time=0:01:00.499246 2021-04-15 02:56:43,678 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.27ms, fps=2441 images/s, loss=0.4730, top1-acc=84.26%, top5-acc=99.41%, remaining_time=0:00:03.146250, arrival_time=2021-04-15 02:56:46.824835, cost_time=0:00:01.048754 2021-04-15 02:56:44,613 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.30ms, fps=2739 images/s, loss=0.4741, top1-acc=84.67%, top5-acc=99.43%, remaining_time=0:00:01.983820, arrival_time=2021-04-15 02:56:46.597462, cost_time=0:00:01.983818 2021-04-15 02:56:45,552 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.23ms, fps=2728 images/s, loss=0.4739, top1-acc=84.92%, top5-acc=99.47%, remaining_time=0:00:00.974170, arrival_time=2021-04-15 02:56:46.526587, cost_time=0:00:02.922515 2021-04-15 02:56:46,404 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.4741, top1-acc=85.04%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:46.404493, cost_time=0:00:03.774671 2021-04-15 02:56:46,639 INFO : Epoch=0095 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:53:15.671610, arrival_time=2021-04-15 04:50:02.311198, cost_time=1:42:28.464775 2021-04-15 02:56:46,640 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 02:56:49,898 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.41ms, fps=786 images/s, loss=0.2603, top1-acc=91.21%, top5-acc=99.92%, remaining_time=0:01:00.581502, arrival_time=2021-04-15 02:57:50.479674, cost_time=0:00:03.257072 2021-04-15 02:56:52,984 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2635, top1-acc=91.02%, top5-acc=99.90%, remaining_time=0:00:55.820688, arrival_time=2021-04-15 02:57:48.805044, cost_time=0:00:06.343263 2021-04-15 02:56:56,069 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2572, top1-acc=91.18%, top5-acc=99.88%, remaining_time=0:00:52.168654, arrival_time=2021-04-15 02:57:48.237803, cost_time=0:00:09.428058 2021-04-15 02:56:59,154 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2559, top1-acc=91.06%, top5-acc=99.84%, remaining_time=0:00:48.800544, arrival_time=2021-04-15 02:57:47.954609, cost_time=0:00:12.512971 2021-04-15 02:57:02,240 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2570, top1-acc=90.90%, top5-acc=99.85%, remaining_time=0:00:45.550686, arrival_time=2021-04-15 02:57:47.791361, cost_time=0:00:15.599572 2021-04-15 02:57:05,329 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2530, top1-acc=91.02%, top5-acc=99.87%, remaining_time=0:00:42.361008, arrival_time=2021-04-15 02:57:47.690789, cost_time=0:00:18.688694 2021-04-15 02:57:08,418 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2508, top1-acc=91.12%, top5-acc=99.85%, remaining_time=0:00:39.199356, arrival_time=2021-04-15 02:57:47.617893, cost_time=0:00:21.777400 2021-04-15 02:57:11,521 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=2.12ms, fps=825 images/s, loss=0.2497, top1-acc=91.12%, top5-acc=99.85%, remaining_time=0:00:36.075884, arrival_time=2021-04-15 02:57:47.596889, cost_time=0:00:24.879915 2021-04-15 02:57:14,612 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.2478, top1-acc=91.23%, top5-acc=99.84%, remaining_time=0:00:32.944588, arrival_time=2021-04-15 02:57:47.557420, cost_time=0:00:27.971807 2021-04-15 02:57:17,700 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.63ms, fps=829 images/s, loss=0.2451, top1-acc=91.33%, top5-acc=99.84%, remaining_time=0:00:29.816640, arrival_time=2021-04-15 02:57:47.516737, cost_time=0:00:31.058998 2021-04-15 02:57:20,784 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.2429, top1-acc=91.43%, top5-acc=99.84%, remaining_time=0:00:26.694314, arrival_time=2021-04-15 02:57:47.479210, cost_time=0:00:34.143846 2021-04-15 02:57:23,870 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2430, top1-acc=91.46%, top5-acc=99.83%, remaining_time=0:00:23.578620, arrival_time=2021-04-15 02:57:47.449133, cost_time=0:00:37.229377 2021-04-15 02:57:26,953 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2426, top1-acc=91.49%, top5-acc=99.84%, remaining_time=0:00:20.466204, arrival_time=2021-04-15 02:57:47.419449, cost_time=0:00:40.312202 2021-04-15 02:57:30,046 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.2417, top1-acc=91.53%, top5-acc=99.85%, remaining_time=0:00:17.362184, arrival_time=2021-04-15 02:57:47.408860, cost_time=0:00:43.405481 2021-04-15 02:57:33,141 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2418, top1-acc=91.54%, top5-acc=99.85%, remaining_time=0:00:14.260046, arrival_time=2021-04-15 02:57:47.401168, cost_time=0:00:46.500098 2021-04-15 02:57:36,234 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.90ms, fps=828 images/s, loss=0.2422, top1-acc=91.52%, top5-acc=99.85%, remaining_time=0:00:11.158452, arrival_time=2021-04-15 02:57:47.392717, cost_time=0:00:49.593149 2021-04-15 02:57:39,321 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.2420, top1-acc=91.55%, top5-acc=99.84%, remaining_time=0:00:08.056984, arrival_time=2021-04-15 02:57:47.378445, cost_time=0:00:52.680359 2021-04-15 02:57:42,413 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.2427, top1-acc=91.52%, top5-acc=99.84%, remaining_time=0:00:04.957552, arrival_time=2021-04-15 02:57:47.371073, cost_time=0:00:55.772415 2021-04-15 02:57:45,500 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2448, top1-acc=91.45%, top5-acc=99.84%, remaining_time=0:00:01.858698, arrival_time=2021-04-15 02:57:47.358634, cost_time=0:00:58.858737 2021-04-15 02:57:47,145 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.20ms, fps=827 images/s, loss=0.2464, top1-acc=91.40%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:47.145167, cost_time=0:01:00.504164 2021-04-15 02:57:48,196 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.31ms, fps=2440 images/s, loss=0.3869, top1-acc=87.54%, top5-acc=99.49%, remaining_time=0:00:03.147420, arrival_time=2021-04-15 02:57:51.343530, cost_time=0:00:01.049143 2021-04-15 02:57:49,133 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.42ms, fps=2733 images/s, loss=0.3949, top1-acc=86.76%, top5-acc=99.59%, remaining_time=0:00:01.986520, arrival_time=2021-04-15 02:57:51.119939, cost_time=0:00:01.986515 2021-04-15 02:57:50,073 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.34ms, fps=2726 images/s, loss=0.3916, top1-acc=86.91%, top5-acc=99.60%, remaining_time=0:00:00.975370, arrival_time=2021-04-15 02:57:51.048375, cost_time=0:00:02.926119 2021-04-15 02:57:50,927 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.06ms, fps=2716 images/s, loss=0.3811, top1-acc=86.96%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:50.927520, cost_time=0:00:03.780666 2021-04-15 02:57:51,173 INFO : Epoch=0096 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:52:10.748232, arrival_time=2021-04-15 04:50:01.921372, cost_time=1:43:32.998323 2021-04-15 02:57:51,174 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 02:57:54,421 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.55ms, fps=788 images/s, loss=0.2517, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:01:00.396060, arrival_time=2021-04-15 02:58:54.817808, cost_time=0:00:03.247098 2021-04-15 02:57:57,521 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.87ms, fps=826 images/s, loss=0.2560, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:55.853072, arrival_time=2021-04-15 02:58:53.374757, cost_time=0:00:06.346938 2021-04-15 02:58:00,615 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.2502, top1-acc=91.85%, top5-acc=99.87%, remaining_time=0:00:52.240698, arrival_time=2021-04-15 02:58:52.856433, cost_time=0:00:09.441085 2021-04-15 02:58:03,701 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.2561, top1-acc=91.58%, top5-acc=99.85%, remaining_time=0:00:48.853896, arrival_time=2021-04-15 02:58:52.555193, cost_time=0:00:12.526658 2021-04-15 02:58:06,791 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.2494, top1-acc=91.76%, top5-acc=99.84%, remaining_time=0:00:45.602224, arrival_time=2021-04-15 02:58:52.394047, cost_time=0:00:15.617179 2021-04-15 02:58:09,886 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.2463, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:42.413368, arrival_time=2021-04-15 02:58:52.299822, cost_time=0:00:18.711808 2021-04-15 02:58:12,971 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.2454, top1-acc=91.80%, top5-acc=99.84%, remaining_time=0:00:39.234258, arrival_time=2021-04-15 02:58:52.205737, cost_time=0:00:21.796829 2021-04-15 02:58:16,060 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.87ms, fps=829 images/s, loss=0.2431, top1-acc=91.86%, top5-acc=99.84%, remaining_time=0:00:36.084236, arrival_time=2021-04-15 02:58:52.144572, cost_time=0:00:24.885688 2021-04-15 02:58:19,145 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.2464, top1-acc=91.72%, top5-acc=99.84%, remaining_time=0:00:32.942998, arrival_time=2021-04-15 02:58:52.088085, cost_time=0:00:27.970510 2021-04-15 02:58:22,230 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.73ms, fps=830 images/s, loss=0.2464, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:29.813856, arrival_time=2021-04-15 02:58:52.044615, cost_time=0:00:31.056106 2021-04-15 02:58:25,314 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2438, top1-acc=91.75%, top5-acc=99.84%, remaining_time=0:00:26.691132, arrival_time=2021-04-15 02:58:52.005543, cost_time=0:00:34.139840 2021-04-15 02:58:28,399 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.2428, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:23.575808, arrival_time=2021-04-15 02:58:51.975430, cost_time=0:00:37.224966 2021-04-15 02:58:31,483 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2448, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:20.464554, arrival_time=2021-04-15 02:58:51.948135, cost_time=0:00:40.309004 2021-04-15 02:58:34,571 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=0.2462, top1-acc=91.62%, top5-acc=99.83%, remaining_time=0:00:17.358824, arrival_time=2021-04-15 02:58:51.930590, cost_time=0:00:43.397125 2021-04-15 02:58:37,655 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.2469, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:14.254296, arrival_time=2021-04-15 02:58:51.910227, cost_time=0:00:46.481355 2021-04-15 02:58:40,736 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2488, top1-acc=91.50%, top5-acc=99.82%, remaining_time=0:00:11.151432, arrival_time=2021-04-15 02:58:51.888014, cost_time=0:00:49.561998 2021-04-15 02:58:43,823 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.2488, top1-acc=91.49%, top5-acc=99.83%, remaining_time=0:00:08.052148, arrival_time=2021-04-15 02:58:51.875400, cost_time=0:00:52.648605 2021-04-15 02:58:46,909 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2490, top1-acc=91.50%, top5-acc=99.83%, remaining_time=0:00:04.954176, arrival_time=2021-04-15 02:58:51.863310, cost_time=0:00:55.734543 2021-04-15 02:58:49,995 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.2503, top1-acc=91.43%, top5-acc=99.83%, remaining_time=0:00:01.857504, arrival_time=2021-04-15 02:58:51.853042, cost_time=0:00:58.820967 2021-04-15 02:58:51,642 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.38ms, fps=826 images/s, loss=0.2509, top1-acc=91.44%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:51.642809, cost_time=0:01:00.468267 2021-04-15 02:58:52,736 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.21ms, fps=2344 images/s, loss=0.3945, top1-acc=86.37%, top5-acc=99.65%, remaining_time=0:00:03.276870, arrival_time=2021-04-15 02:58:56.013569, cost_time=0:00:01.092289 2021-04-15 02:58:53,674 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.37ms, fps=2732 images/s, loss=0.3867, top1-acc=86.80%, top5-acc=99.67%, remaining_time=0:00:02.029820, arrival_time=2021-04-15 02:58:55.704141, cost_time=0:00:02.029826 2021-04-15 02:58:54,610 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.33ms, fps=2735 images/s, loss=0.3914, top1-acc=86.89%, top5-acc=99.60%, remaining_time=0:00:00.988800, arrival_time=2021-04-15 02:58:55.599579, cost_time=0:00:02.966387 2021-04-15 02:58:55,463 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.05ms, fps=2721 images/s, loss=0.3916, top1-acc=86.91%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:55.463614, cost_time=0:00:03.819228 2021-04-15 02:58:55,733 INFO : Epoch=0097 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:51:05.861712, arrival_time=2021-04-15 04:50:01.595609, cost_time=1:44:37.559080 2021-04-15 02:58:55,735 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 02:58:58,981 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.62ms, fps=789 images/s, loss=0.2370, top1-acc=91.72%, top5-acc=99.96%, remaining_time=0:01:00.381738, arrival_time=2021-04-15 02:59:59.363583, cost_time=0:00:03.246331 2021-04-15 02:59:02,067 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.91ms, fps=830 images/s, loss=0.2348, top1-acc=91.60%, top5-acc=99.90%, remaining_time=0:00:55.720544, arrival_time=2021-04-15 02:59:57.787892, cost_time=0:00:06.331886 2021-04-15 02:59:05,152 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.2343, top1-acc=91.86%, top5-acc=99.86%, remaining_time=0:00:52.110056, arrival_time=2021-04-15 02:59:57.262961, cost_time=0:00:09.417475 2021-04-15 02:59:08,239 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2300, top1-acc=91.87%, top5-acc=99.88%, remaining_time=0:00:48.767160, arrival_time=2021-04-15 02:59:57.006983, cost_time=0:00:12.504409 2021-04-15 02:59:11,321 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2303, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:45.510536, arrival_time=2021-04-15 02:59:56.831887, cost_time=0:00:15.585815 2021-04-15 02:59:14,405 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.2287, top1-acc=91.97%, top5-acc=99.85%, remaining_time=0:00:42.319664, arrival_time=2021-04-15 02:59:56.725474, cost_time=0:00:18.670460 2021-04-15 02:59:17,489 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2299, top1-acc=91.84%, top5-acc=99.87%, remaining_time=0:00:39.156768, arrival_time=2021-04-15 02:59:56.645978, cost_time=0:00:21.753786 2021-04-15 02:59:20,574 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2294, top1-acc=91.84%, top5-acc=99.85%, remaining_time=0:00:36.016376, arrival_time=2021-04-15 02:59:56.590662, cost_time=0:00:24.838859 2021-04-15 02:59:23,661 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.2299, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:32.891058, arrival_time=2021-04-15 02:59:56.552723, cost_time=0:00:27.926328 2021-04-15 02:59:26,760 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.2352, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:00:29.783904, arrival_time=2021-04-15 02:59:56.544237, cost_time=0:00:31.024905 2021-04-15 02:59:29,845 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2368, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:26.668256, arrival_time=2021-04-15 02:59:56.514199, cost_time=0:00:34.110602 2021-04-15 02:59:32,939 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2383, top1-acc=91.59%, top5-acc=99.83%, remaining_time=0:00:23.562584, arrival_time=2021-04-15 02:59:56.502096, cost_time=0:00:37.204092 2021-04-15 02:59:36,023 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2391, top1-acc=91.63%, top5-acc=99.83%, remaining_time=0:00:20.453994, arrival_time=2021-04-15 02:59:56.477527, cost_time=0:00:40.288161 2021-04-15 02:59:39,106 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2396, top1-acc=91.63%, top5-acc=99.83%, remaining_time=0:00:17.348408, arrival_time=2021-04-15 02:59:56.454865, cost_time=0:00:43.371044 2021-04-15 02:59:42,190 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.2405, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:00:14.246200, arrival_time=2021-04-15 02:59:56.436596, cost_time=0:00:46.455044 2021-04-15 02:59:45,278 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.2397, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:11.147220, arrival_time=2021-04-15 02:59:56.425769, cost_time=0:00:49.543186 2021-04-15 02:59:48,367 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.2413, top1-acc=91.61%, top5-acc=99.82%, remaining_time=0:00:08.049574, arrival_time=2021-04-15 02:59:56.416900, cost_time=0:00:52.631876 2021-04-15 02:59:51,451 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2429, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:04.952544, arrival_time=2021-04-15 02:59:56.404006, cost_time=0:00:55.716122 2021-04-15 02:59:54,538 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.28ms, fps=829 images/s, loss=0.2446, top1-acc=91.50%, top5-acc=99.81%, remaining_time=0:00:01.856934, arrival_time=2021-04-15 02:59:56.395196, cost_time=0:00:58.802926 2021-04-15 02:59:56,183 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.26ms, fps=827 images/s, loss=0.2455, top1-acc=91.47%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:56.183255, cost_time=0:01:00.447938 2021-04-15 02:59:57,235 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.85ms, fps=2437 images/s, loss=0.4261, top1-acc=85.43%, top5-acc=99.45%, remaining_time=0:00:03.150780, arrival_time=2021-04-15 03:00:00.385990, cost_time=0:00:01.050255 2021-04-15 02:59:58,170 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.26ms, fps=2737 images/s, loss=0.4267, top1-acc=85.90%, top5-acc=99.39%, remaining_time=0:00:01.986060, arrival_time=2021-04-15 03:00:00.156987, cost_time=0:00:01.986056 2021-04-15 02:59:59,106 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.32ms, fps=2737 images/s, loss=0.4232, top1-acc=86.28%, top5-acc=99.40%, remaining_time=0:00:00.973890, arrival_time=2021-04-15 03:00:00.080454, cost_time=0:00:02.921683 2021-04-15 02:59:59,958 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=2725 images/s, loss=0.4051, top1-acc=86.42%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:59.958131, cost_time=0:00:03.773282 2021-04-15 03:00:00,230 INFO : Epoch=0098 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:50:00.914598, arrival_time=2021-04-15 04:50:01.144575, cost_time=1:45:42.055157 2021-04-15 03:00:00,231 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 03:00:03,488 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.41ms, fps=786 images/s, loss=0.2265, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:01:00.585222, arrival_time=2021-04-15 03:01:04.073949, cost_time=0:00:03.257266 2021-04-15 03:00:06,582 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.31ms, fps=828 images/s, loss=0.2356, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:55.884224, arrival_time=2021-04-15 03:01:02.466178, cost_time=0:00:06.350485 2021-04-15 03:00:09,674 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.2312, top1-acc=91.86%, top5-acc=99.88%, remaining_time=0:00:52.253148, arrival_time=2021-04-15 03:01:01.927951, cost_time=0:00:09.443333 2021-04-15 03:00:12,761 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2268, top1-acc=91.97%, top5-acc=99.89%, remaining_time=0:00:48.866220, arrival_time=2021-04-15 03:01:01.627477, cost_time=0:00:12.529789 2021-04-15 03:00:15,850 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2269, top1-acc=91.98%, top5-acc=99.88%, remaining_time=0:00:45.606896, arrival_time=2021-04-15 03:01:01.457191, cost_time=0:00:15.618825 2021-04-15 03:00:18,936 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.2292, top1-acc=91.96%, top5-acc=99.88%, remaining_time=0:00:42.396776, arrival_time=2021-04-15 03:01:01.332715, cost_time=0:00:18.704472 2021-04-15 03:00:22,023 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=0.2274, top1-acc=92.08%, top5-acc=99.89%, remaining_time=0:00:39.226068, arrival_time=2021-04-15 03:01:01.249802, cost_time=0:00:21.792272 2021-04-15 03:00:25,107 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2251, top1-acc=92.21%, top5-acc=99.89%, remaining_time=0:00:36.069272, arrival_time=2021-04-15 03:01:01.176247, cost_time=0:00:24.875388 2021-04-15 03:00:28,199 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.2271, top1-acc=92.16%, top5-acc=99.89%, remaining_time=0:00:32.939712, arrival_time=2021-04-15 03:01:01.138782, cost_time=0:00:27.967670 2021-04-15 03:00:31,288 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2275, top1-acc=92.16%, top5-acc=99.89%, remaining_time=0:00:29.815104, arrival_time=2021-04-15 03:01:01.103965, cost_time=0:00:31.057357 2021-04-15 03:00:34,383 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.2296, top1-acc=92.10%, top5-acc=99.87%, remaining_time=0:00:26.700506, arrival_time=2021-04-15 03:01:01.083673, cost_time=0:00:34.151785 2021-04-15 03:00:37,518 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=4.58ms, fps=817 images/s, loss=0.2317, top1-acc=92.01%, top5-acc=99.87%, remaining_time=0:00:23.615100, arrival_time=2021-04-15 03:01:01.133550, cost_time=0:00:37.286973 2021-04-15 03:00:40,603 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2336, top1-acc=91.93%, top5-acc=99.87%, remaining_time=0:00:20.496696, arrival_time=2021-04-15 03:01:01.100519, cost_time=0:00:40.372280 2021-04-15 03:00:43,692 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.05ms, fps=829 images/s, loss=0.2337, top1-acc=91.94%, top5-acc=99.86%, remaining_time=0:00:17.384248, arrival_time=2021-04-15 03:01:01.076369, cost_time=0:00:43.460648 2021-04-15 03:00:46,784 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2339, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:14.276376, arrival_time=2021-04-15 03:01:01.061208, cost_time=0:00:46.553355 2021-04-15 03:00:49,870 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2350, top1-acc=91.90%, top5-acc=99.86%, remaining_time=0:00:11.168856, arrival_time=2021-04-15 03:01:01.039695, cost_time=0:00:49.639377 2021-04-15 03:00:52,960 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2366, top1-acc=91.83%, top5-acc=99.86%, remaining_time=0:00:08.064420, arrival_time=2021-04-15 03:01:01.024812, cost_time=0:00:52.728931 2021-04-15 03:00:56,047 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2364, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:04.961408, arrival_time=2021-04-15 03:01:01.008686, cost_time=0:00:55.815809 2021-04-15 03:00:59,132 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2376, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:01.860042, arrival_time=2021-04-15 03:01:00.992921, cost_time=0:00:58.901421 2021-04-15 03:01:00,775 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.30ms, fps=828 images/s, loss=0.2388, top1-acc=91.77%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:00.775546, cost_time=0:01:00.544160 2021-04-15 03:01:01,825 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.21ms, fps=2443 images/s, loss=0.4466, top1-acc=85.23%, top5-acc=99.65%, remaining_time=0:00:03.143490, arrival_time=2021-04-15 03:01:04.968838, cost_time=0:00:01.047826 2021-04-15 03:01:02,763 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.33ms, fps=2731 images/s, loss=0.4196, top1-acc=86.17%, top5-acc=99.57%, remaining_time=0:00:01.985680, arrival_time=2021-04-15 03:01:04.748829, cost_time=0:00:01.985683 2021-04-15 03:01:03,700 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.54ms, fps=2733 images/s, loss=0.4013, top1-acc=86.86%, top5-acc=99.58%, remaining_time=0:00:00.974270, arrival_time=2021-04-15 03:01:04.674536, cost_time=0:00:02.922821 2021-04-15 03:01:04,552 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=2723 images/s, loss=0.4149, top1-acc=87.01%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:04.552634, cost_time=0:00:03.775206 2021-04-15 03:01:04,805 INFO : Epoch=0099 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:48:56.057844, arrival_time=2021-04-15 04:50:00.863637, cost_time=1:46:46.630977 2021-04-15 03:01:04,807 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 03:01:08,066 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.32ms, fps=785 images/s, loss=0.2546, top1-acc=90.66%, top5-acc=99.92%, remaining_time=0:01:00.623538, arrival_time=2021-04-15 03:02:08.690257, cost_time=0:00:03.259331 2021-04-15 03:01:11,156 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2411, top1-acc=91.58%, top5-acc=99.88%, remaining_time=0:00:55.871904, arrival_time=2021-04-15 03:02:07.028378, cost_time=0:00:06.349078 2021-04-15 03:01:14,246 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.2279, top1-acc=92.16%, top5-acc=99.90%, remaining_time=0:00:52.231070, arrival_time=2021-04-15 03:02:06.477726, cost_time=0:00:09.439343 2021-04-15 03:01:17,333 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2265, top1-acc=92.15%, top5-acc=99.86%, remaining_time=0:00:48.850464, arrival_time=2021-04-15 03:02:06.183541, cost_time=0:00:12.525769 2021-04-15 03:01:20,417 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.28ms, fps=830 images/s, loss=0.2229, top1-acc=92.43%, top5-acc=99.87%, remaining_time=0:00:45.580178, arrival_time=2021-04-15 03:02:05.997137, cost_time=0:00:15.609657 2021-04-15 03:01:23,510 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.2248, top1-acc=92.38%, top5-acc=99.85%, remaining_time=0:00:42.392696, arrival_time=2021-04-15 03:02:05.902674, cost_time=0:00:18.702682 2021-04-15 03:01:26,593 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2220, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:39.214728, arrival_time=2021-04-15 03:02:05.807974, cost_time=0:00:21.785950 2021-04-15 03:01:29,688 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.2217, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:36.077160, arrival_time=2021-04-15 03:02:05.765297, cost_time=0:00:24.880829 2021-04-15 03:01:32,770 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.2235, top1-acc=92.49%, top5-acc=99.85%, remaining_time=0:00:32.934306, arrival_time=2021-04-15 03:02:05.704647, cost_time=0:00:27.963118 2021-04-15 03:01:35,854 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.2250, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:29.804832, arrival_time=2021-04-15 03:02:05.658819, cost_time=0:00:31.046682 2021-04-15 03:01:38,937 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2281, top1-acc=92.25%, top5-acc=99.85%, remaining_time=0:00:26.683822, arrival_time=2021-04-15 03:02:05.621512, cost_time=0:00:34.130462 2021-04-15 03:01:42,024 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=0.2299, top1-acc=92.18%, top5-acc=99.85%, remaining_time=0:00:23.570792, arrival_time=2021-04-15 03:02:05.595088, cost_time=0:00:37.216990 2021-04-15 03:01:45,108 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2312, top1-acc=92.16%, top5-acc=99.85%, remaining_time=0:00:20.460858, arrival_time=2021-04-15 03:02:05.569746, cost_time=0:00:40.301666 2021-04-15 03:01:48,200 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.59ms, fps=828 images/s, loss=0.2323, top1-acc=92.13%, top5-acc=99.86%, remaining_time=0:00:17.357144, arrival_time=2021-04-15 03:02:05.557305, cost_time=0:00:43.392859 2021-04-15 03:01:51,282 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.2334, top1-acc=92.09%, top5-acc=99.86%, remaining_time=0:00:14.252364, arrival_time=2021-04-15 03:02:05.534726, cost_time=0:00:46.475126 2021-04-15 03:01:54,370 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.2353, top1-acc=92.03%, top5-acc=99.86%, remaining_time=0:00:11.151756, arrival_time=2021-04-15 03:02:05.522365, cost_time=0:00:49.563389 2021-04-15 03:01:57,458 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.66ms, fps=829 images/s, loss=0.2351, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:08.052538, arrival_time=2021-04-15 03:02:05.511098, cost_time=0:00:52.651256 2021-04-15 03:02:00,541 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.2357, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:04.954128, arrival_time=2021-04-15 03:02:05.495215, cost_time=0:00:55.733856 2021-04-15 03:02:03,626 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.2369, top1-acc=91.96%, top5-acc=99.85%, remaining_time=0:00:01.857462, arrival_time=2021-04-15 03:02:05.484342, cost_time=0:00:58.819620 2021-04-15 03:02:05,276 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.2382, top1-acc=91.92%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:05.276061, cost_time=0:01:00.468854 2021-04-15 03:02:06,332 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.30ms, fps=2428 images/s, loss=0.4987, top1-acc=83.67%, top5-acc=99.61%, remaining_time=0:00:03.163710, arrival_time=2021-04-15 03:02:09.495990, cost_time=0:00:01.054570 2021-04-15 03:02:07,270 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.49ms, fps=2731 images/s, loss=0.4870, top1-acc=84.02%, top5-acc=99.59%, remaining_time=0:00:01.992140, arrival_time=2021-04-15 03:02:09.262131, cost_time=0:00:01.992143 2021-04-15 03:02:08,210 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.37ms, fps=2724 images/s, loss=0.4832, top1-acc=84.45%, top5-acc=99.54%, remaining_time=0:00:00.977580, arrival_time=2021-04-15 03:02:09.188033, cost_time=0:00:02.932741 2021-04-15 03:02:09,063 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=2719 images/s, loss=0.4744, top1-acc=84.60%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:09.063892, cost_time=0:00:03.786199 2021-04-15 03:02:09,332 INFO : Epoch=0100 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:47:51.158000, arrival_time=2021-04-15 04:50:00.490844, cost_time=1:47:51.158020 2021-04-15 03:02:09,334 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 03:02:12,588 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.21ms, fps=787 images/s, loss=0.2312, top1-acc=91.84%, top5-acc=100.00%, remaining_time=0:01:00.532212, arrival_time=2021-04-15 03:03:13.121122, cost_time=0:00:03.254421 2021-04-15 03:02:15,671 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2486, top1-acc=91.21%, top5-acc=99.94%, remaining_time=0:00:55.767360, arrival_time=2021-04-15 03:03:11.439057, cost_time=0:00:06.337209 2021-04-15 03:02:18,753 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2388, top1-acc=91.60%, top5-acc=99.93%, remaining_time=0:00:52.117526, arrival_time=2021-04-15 03:03:10.870851, cost_time=0:00:09.418825 2021-04-15 03:02:21,838 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.75ms, fps=830 images/s, loss=0.2376, top1-acc=91.73%, top5-acc=99.95%, remaining_time=0:00:48.766224, arrival_time=2021-04-15 03:03:10.604876, cost_time=0:00:12.504168 2021-04-15 03:02:24,926 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.2423, top1-acc=91.63%, top5-acc=99.92%, remaining_time=0:00:45.526742, arrival_time=2021-04-15 03:03:10.452660, cost_time=0:00:15.591349 2021-04-15 03:02:28,009 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2404, top1-acc=91.66%, top5-acc=99.89%, remaining_time=0:00:42.330136, arrival_time=2021-04-15 03:03:10.339684, cost_time=0:00:18.675052 2021-04-15 03:02:31,090 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.48ms, fps=831 images/s, loss=0.2364, top1-acc=91.85%, top5-acc=99.88%, remaining_time=0:00:39.160170, arrival_time=2021-04-15 03:03:10.250298, cost_time=0:00:21.755640 2021-04-15 03:02:34,172 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2379, top1-acc=91.90%, top5-acc=99.87%, remaining_time=0:00:36.014636, arrival_time=2021-04-15 03:03:10.186796, cost_time=0:00:24.837674 2021-04-15 03:02:37,252 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.2371, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:32.880670, arrival_time=2021-04-15 03:03:10.132735, cost_time=0:00:27.917588 2021-04-15 03:02:40,335 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.2357, top1-acc=91.85%, top5-acc=99.84%, remaining_time=0:00:29.760960, arrival_time=2021-04-15 03:03:10.096522, cost_time=0:00:31.001001 2021-04-15 03:02:43,419 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2383, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:26.648046, arrival_time=2021-04-15 03:03:10.067295, cost_time=0:00:34.084745 2021-04-15 03:02:46,507 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.2381, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:23.543128, arrival_time=2021-04-15 03:03:10.051001, cost_time=0:00:37.173383 2021-04-15 03:02:49,592 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.2389, top1-acc=91.70%, top5-acc=99.82%, remaining_time=0:00:20.438814, arrival_time=2021-04-15 03:03:10.031521, cost_time=0:00:40.258216 2021-04-15 03:02:52,678 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.21ms, fps=830 images/s, loss=0.2385, top1-acc=91.72%, top5-acc=99.82%, remaining_time=0:00:17.337488, arrival_time=2021-04-15 03:03:10.015753, cost_time=0:00:43.343769 2021-04-15 03:02:55,762 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.03ms, fps=830 images/s, loss=0.2380, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:14.237966, arrival_time=2021-04-15 03:03:10.000714, cost_time=0:00:46.428184 2021-04-15 03:02:58,846 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.2384, top1-acc=91.69%, top5-acc=99.83%, remaining_time=0:00:11.140272, arrival_time=2021-04-15 03:03:09.987081, cost_time=0:00:49.512284 2021-04-15 03:03:01,930 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.2398, top1-acc=91.62%, top5-acc=99.83%, remaining_time=0:00:08.044010, arrival_time=2021-04-15 03:03:09.973980, cost_time=0:00:52.595490 2021-04-15 03:03:05,009 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.2396, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:04.948928, arrival_time=2021-04-15 03:03:09.958764, cost_time=0:00:55.675353 2021-04-15 03:03:08,092 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.17ms, fps=831 images/s, loss=0.2395, top1-acc=91.61%, top5-acc=99.83%, remaining_time=0:00:01.855518, arrival_time=2021-04-15 03:03:09.948026, cost_time=0:00:58.758016 2021-04-15 03:03:09,738 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.22ms, fps=826 images/s, loss=0.2404, top1-acc=91.61%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:09.738709, cost_time=0:01:00.404220 2021-04-15 03:03:10,813 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.20ms, fps=2387 images/s, loss=0.4248, top1-acc=86.45%, top5-acc=99.41%, remaining_time=0:00:03.218010, arrival_time=2021-04-15 03:03:14.031274, cost_time=0:00:01.072668 2021-04-15 03:03:11,749 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.30ms, fps=2737 images/s, loss=0.4272, top1-acc=86.19%, top5-acc=99.39%, remaining_time=0:00:02.008440, arrival_time=2021-04-15 03:03:13.757456, cost_time=0:00:02.008431 2021-04-15 03:03:12,685 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.27ms, fps=2736 images/s, loss=0.4333, top1-acc=85.86%, top5-acc=99.40%, remaining_time=0:00:00.981470, arrival_time=2021-04-15 03:03:13.666472, cost_time=0:00:02.944416 2021-04-15 03:03:13,543 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=2704 images/s, loss=0.4328, top1-acc=85.93%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:13.543451, cost_time=0:00:03.802813 2021-04-15 03:03:13,816 INFO : Epoch=0101 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:46:46.222977, arrival_time=2021-04-15 04:50:00.039472, cost_time=1:48:55.641671 2021-04-15 03:03:13,817 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 03:03:17,095 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.47ms, fps=781 images/s, loss=0.2297, top1-acc=92.11%, top5-acc=99.96%, remaining_time=0:01:00.966336, arrival_time=2021-04-15 03:04:18.062215, cost_time=0:00:03.277756 2021-04-15 03:03:20,179 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2422, top1-acc=91.54%, top5-acc=99.94%, remaining_time=0:00:55.979440, arrival_time=2021-04-15 03:04:16.158779, cost_time=0:00:06.361306 2021-04-15 03:03:23,266 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.98ms, fps=829 images/s, loss=0.2397, top1-acc=91.65%, top5-acc=99.95%, remaining_time=0:00:52.282198, arrival_time=2021-04-15 03:04:15.548837, cost_time=0:00:09.448598 2021-04-15 03:03:26,362 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.2366, top1-acc=91.73%, top5-acc=99.94%, remaining_time=0:00:48.923160, arrival_time=2021-04-15 03:04:15.285612, cost_time=0:00:12.544407 2021-04-15 03:03:29,460 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.2332, top1-acc=91.88%, top5-acc=99.92%, remaining_time=0:00:45.675224, arrival_time=2021-04-15 03:04:15.135476, cost_time=0:00:15.642184 2021-04-15 03:03:32,543 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.95ms, fps=831 images/s, loss=0.2341, top1-acc=91.97%, top5-acc=99.90%, remaining_time=0:00:42.443832, arrival_time=2021-04-15 03:04:14.987088, cost_time=0:00:18.725237 2021-04-15 03:03:35,626 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2353, top1-acc=91.95%, top5-acc=99.91%, remaining_time=0:00:39.255678, arrival_time=2021-04-15 03:04:14.882319, cost_time=0:00:21.808683 2021-04-15 03:03:38,711 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2335, top1-acc=92.09%, top5-acc=99.90%, remaining_time=0:00:36.095604, arrival_time=2021-04-15 03:04:14.807144, cost_time=0:00:24.893508 2021-04-15 03:03:41,800 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2316, top1-acc=92.09%, top5-acc=99.90%, remaining_time=0:00:32.956884, arrival_time=2021-04-15 03:04:14.757227, cost_time=0:00:27.982234 2021-04-15 03:03:44,888 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.77ms, fps=829 images/s, loss=0.2328, top1-acc=92.03%, top5-acc=99.89%, remaining_time=0:00:29.827584, arrival_time=2021-04-15 03:04:14.715985, cost_time=0:00:31.070448 2021-04-15 03:03:47,968 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=2.10ms, fps=831 images/s, loss=0.2336, top1-acc=92.01%, top5-acc=99.88%, remaining_time=0:00:26.699302, arrival_time=2021-04-15 03:04:14.667626, cost_time=0:00:34.150292 2021-04-15 03:03:51,046 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.28ms, fps=832 images/s, loss=0.2320, top1-acc=92.05%, top5-acc=99.88%, remaining_time=0:00:23.577784, arrival_time=2021-04-15 03:04:14.623857, cost_time=0:00:37.228063 2021-04-15 03:03:54,131 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2337, top1-acc=92.01%, top5-acc=99.89%, remaining_time=0:00:20.466996, arrival_time=2021-04-15 03:04:14.598745, cost_time=0:00:40.313804 2021-04-15 03:03:57,228 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.2347, top1-acc=91.94%, top5-acc=99.87%, remaining_time=0:00:17.364032, arrival_time=2021-04-15 03:04:14.592177, cost_time=0:00:43.410123 2021-04-15 03:04:00,314 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2349, top1-acc=91.95%, top5-acc=99.87%, remaining_time=0:00:14.258804, arrival_time=2021-04-15 03:04:14.572873, cost_time=0:00:46.496110 2021-04-15 03:04:03,401 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2349, top1-acc=91.94%, top5-acc=99.88%, remaining_time=0:00:11.156292, arrival_time=2021-04-15 03:04:14.557710, cost_time=0:00:49.583472 2021-04-15 03:04:06,488 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2354, top1-acc=91.91%, top5-acc=99.87%, remaining_time=0:00:08.055502, arrival_time=2021-04-15 03:04:14.544177, cost_time=0:00:52.670640 2021-04-15 03:04:09,575 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2355, top1-acc=91.89%, top5-acc=99.87%, remaining_time=0:00:04.956224, arrival_time=2021-04-15 03:04:14.531637, cost_time=0:00:55.757462 2021-04-15 03:04:12,666 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.2367, top1-acc=91.85%, top5-acc=99.87%, remaining_time=0:00:01.858386, arrival_time=2021-04-15 03:04:14.525325, cost_time=0:00:58.848984 2021-04-15 03:04:14,319 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.77ms, fps=823 images/s, loss=0.2366, top1-acc=91.87%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:14.319791, cost_time=0:01:00.501782 2021-04-15 03:04:15,373 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.37ms, fps=2433 images/s, loss=0.4243, top1-acc=85.74%, top5-acc=99.57%, remaining_time=0:00:03.156270, arrival_time=2021-04-15 03:04:18.530111, cost_time=0:00:01.052087 2021-04-15 03:04:16,310 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.42ms, fps=2735 images/s, loss=0.4128, top1-acc=86.31%, top5-acc=99.55%, remaining_time=0:00:01.988360, arrival_time=2021-04-15 03:04:18.298462, cost_time=0:00:01.988354 2021-04-15 03:04:17,246 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.41ms, fps=2735 images/s, loss=0.4069, top1-acc=86.42%, top5-acc=99.51%, remaining_time=0:00:00.974840, arrival_time=2021-04-15 03:04:18.221103, cost_time=0:00:02.924530 2021-04-15 03:04:18,099 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.07ms, fps=2721 images/s, loss=0.3977, top1-acc=86.40%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:18.099359, cost_time=0:00:03.777634 2021-04-15 03:04:18,373 INFO : Epoch=0102 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:45:41.366850, arrival_time=2021-04-15 04:49:59.739862, cost_time=1:50:00.198197 2021-04-15 03:04:18,374 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 03:04:21,635 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.38ms, fps=785 images/s, loss=0.2403, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:01:00.650322, arrival_time=2021-04-15 03:05:22.285673, cost_time=0:00:03.260773 2021-04-15 03:04:24,735 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.14ms, fps=826 images/s, loss=0.2357, top1-acc=91.95%, top5-acc=99.84%, remaining_time=0:00:55.978736, arrival_time=2021-04-15 03:05:20.714469, cost_time=0:00:06.361228 2021-04-15 03:04:27,827 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2339, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:52.308094, arrival_time=2021-04-15 03:05:20.135959, cost_time=0:00:09.453278 2021-04-15 03:04:30,910 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.2363, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:48.890088, arrival_time=2021-04-15 03:05:19.800482, cost_time=0:00:12.535933 2021-04-15 03:04:33,993 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2368, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:45.608210, arrival_time=2021-04-15 03:05:19.601901, cost_time=0:00:15.619238 2021-04-15 03:04:37,078 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.2317, top1-acc=92.10%, top5-acc=99.86%, remaining_time=0:00:42.394736, arrival_time=2021-04-15 03:05:19.472785, cost_time=0:00:18.703585 2021-04-15 03:04:40,161 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2296, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:39.215988, arrival_time=2021-04-15 03:05:19.377152, cost_time=0:00:21.786671 2021-04-15 03:04:43,246 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.2319, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:36.064168, arrival_time=2021-04-15 03:05:19.310410, cost_time=0:00:24.871863 2021-04-15 03:04:46,335 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.2308, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:32.931550, arrival_time=2021-04-15 03:05:19.266725, cost_time=0:00:27.960718 2021-04-15 03:04:49,424 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2310, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:29.808288, arrival_time=2021-04-15 03:05:19.233089, cost_time=0:00:31.050343 2021-04-15 03:04:52,507 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.2316, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:26.685972, arrival_time=2021-04-15 03:05:19.193539, cost_time=0:00:34.133175 2021-04-15 03:04:55,594 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2308, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:23.572844, arrival_time=2021-04-15 03:05:19.167568, cost_time=0:00:37.220260 2021-04-15 03:04:58,677 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.2311, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:20.461782, arrival_time=2021-04-15 03:05:19.139700, cost_time=0:00:40.303525 2021-04-15 03:05:01,758 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.2306, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:17.353504, arrival_time=2021-04-15 03:05:19.111663, cost_time=0:00:43.383782 2021-04-15 03:05:04,845 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2316, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:14.251030, arrival_time=2021-04-15 03:05:19.096275, cost_time=0:00:46.470764 2021-04-15 03:05:07,933 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2311, top1-acc=92.11%, top5-acc=99.83%, remaining_time=0:00:11.150820, arrival_time=2021-04-15 03:05:19.084464, cost_time=0:00:49.559263 2021-04-15 03:05:11,019 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.98ms, fps=830 images/s, loss=0.2306, top1-acc=92.12%, top5-acc=99.83%, remaining_time=0:00:08.051602, arrival_time=2021-04-15 03:05:19.071145, cost_time=0:00:52.645090 2021-04-15 03:05:14,102 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.2302, top1-acc=92.14%, top5-acc=99.83%, remaining_time=0:00:04.953568, arrival_time=2021-04-15 03:05:19.055608, cost_time=0:00:55.727651 2021-04-15 03:05:17,188 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.22ms, fps=829 images/s, loss=0.2311, top1-acc=92.11%, top5-acc=99.82%, remaining_time=0:00:01.857300, arrival_time=2021-04-15 03:05:19.046178, cost_time=0:00:58.814499 2021-04-15 03:05:18,835 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.33ms, fps=826 images/s, loss=0.2315, top1-acc=92.10%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:18.835280, cost_time=0:01:00.460903 2021-04-15 03:05:19,881 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.29ms, fps=2451 images/s, loss=0.3858, top1-acc=87.19%, top5-acc=99.37%, remaining_time=0:00:03.133890, arrival_time=2021-04-15 03:05:23.015619, cost_time=0:00:01.044627 2021-04-15 03:05:20,817 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.36ms, fps=2736 images/s, loss=0.3769, top1-acc=87.44%, top5-acc=99.47%, remaining_time=0:00:01.980480, arrival_time=2021-04-15 03:05:22.798055, cost_time=0:00:01.980476 2021-04-15 03:05:21,754 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.25ms, fps=2734 images/s, loss=0.3842, top1-acc=87.25%, top5-acc=99.49%, remaining_time=0:00:00.972420, arrival_time=2021-04-15 03:05:22.726866, cost_time=0:00:02.917271 2021-04-15 03:05:22,605 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=2726 images/s, loss=0.4061, top1-acc=87.13%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:22.605940, cost_time=0:00:03.768868 2021-04-15 03:05:22,871 INFO : Epoch=0103 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:44:36.462212, arrival_time=2021-04-15 04:49:59.333993, cost_time=1:51:04.696960 2021-04-15 03:05:22,873 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 03:05:26,158 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=2.14ms, fps=779 images/s, loss=0.2346, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:01:01.109556, arrival_time=2021-04-15 03:06:27.268426, cost_time=0:00:03.285461 2021-04-15 03:05:29,252 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2289, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:56.131504, arrival_time=2021-04-15 03:06:25.383495, cost_time=0:00:06.378576 2021-04-15 03:05:32,340 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2222, top1-acc=92.33%, top5-acc=99.86%, remaining_time=0:00:52.387110, arrival_time=2021-04-15 03:06:24.727988, cost_time=0:00:09.467561 2021-04-15 03:05:35,425 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2214, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:00:48.954360, arrival_time=2021-04-15 03:06:24.380088, cost_time=0:00:12.552417 2021-04-15 03:05:38,507 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.26ms, fps=831 images/s, loss=0.2220, top1-acc=92.29%, top5-acc=99.86%, remaining_time=0:00:45.652594, arrival_time=2021-04-15 03:06:24.160379, cost_time=0:00:15.634474 2021-04-15 03:05:41,589 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2206, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:42.422616, arrival_time=2021-04-15 03:06:24.011792, cost_time=0:00:18.715873 2021-04-15 03:05:44,671 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2254, top1-acc=92.24%, top5-acc=99.85%, remaining_time=0:00:39.237408, arrival_time=2021-04-15 03:06:23.909285, cost_time=0:00:21.798557 2021-04-15 03:05:47,755 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.2264, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:36.078784, arrival_time=2021-04-15 03:06:23.834076, cost_time=0:00:24.881951 2021-04-15 03:05:50,841 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2258, top1-acc=92.12%, top5-acc=99.86%, remaining_time=0:00:32.940772, arrival_time=2021-04-15 03:06:23.782584, cost_time=0:00:27.968576 2021-04-15 03:05:53,925 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2283, top1-acc=92.01%, top5-acc=99.86%, remaining_time=0:00:29.809728, arrival_time=2021-04-15 03:06:23.734825, cost_time=0:00:31.051786 2021-04-15 03:05:57,006 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.26ms, fps=831 images/s, loss=0.2270, top1-acc=92.06%, top5-acc=99.86%, remaining_time=0:00:26.685628, arrival_time=2021-04-15 03:06:23.691610, cost_time=0:00:34.132748 2021-04-15 03:06:00,089 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2266, top1-acc=92.08%, top5-acc=99.86%, remaining_time=0:00:23.569880, arrival_time=2021-04-15 03:06:23.658806, cost_time=0:00:37.215605 2021-04-15 03:06:03,175 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2265, top1-acc=92.09%, top5-acc=99.85%, remaining_time=0:00:20.461188, arrival_time=2021-04-15 03:06:23.636739, cost_time=0:00:40.302318 2021-04-15 03:06:06,259 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2266, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:17.354344, arrival_time=2021-04-15 03:06:23.613527, cost_time=0:00:43.385873 2021-04-15 03:06:09,352 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.2274, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:14.253652, arrival_time=2021-04-15 03:06:23.606247, cost_time=0:00:46.479291 2021-04-15 03:06:12,453 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.2293, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:11.155428, arrival_time=2021-04-15 03:06:23.608482, cost_time=0:00:49.579641 2021-04-15 03:06:15,541 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=2.21ms, fps=829 images/s, loss=0.2303, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:08.055138, arrival_time=2021-04-15 03:06:23.596662, cost_time=0:00:52.668214 2021-04-15 03:06:18,626 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.2306, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:04.955840, arrival_time=2021-04-15 03:06:23.582441, cost_time=0:00:55.753145 2021-04-15 03:06:21,718 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2309, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:01.858278, arrival_time=2021-04-15 03:06:23.577163, cost_time=0:00:58.845560 2021-04-15 03:06:23,362 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=0.2317, top1-acc=91.99%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:23.362405, cost_time=0:01:00.489048 2021-04-15 03:06:24,411 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.48ms, fps=2445 images/s, loss=0.5022, top1-acc=83.75%, top5-acc=99.37%, remaining_time=0:00:03.140940, arrival_time=2021-04-15 03:06:27.552354, cost_time=0:00:01.046983 2021-04-15 03:06:25,351 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.28ms, fps=2723 images/s, loss=0.5053, top1-acc=83.24%, top5-acc=99.37%, remaining_time=0:00:01.987540, arrival_time=2021-04-15 03:06:27.339432, cost_time=0:00:01.987533 2021-04-15 03:06:26,291 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=2.15ms, fps=2726 images/s, loss=0.5064, top1-acc=83.12%, top5-acc=99.36%, remaining_time=0:00:00.975700, arrival_time=2021-04-15 03:06:27.267242, cost_time=0:00:02.927109 2021-04-15 03:06:27,145 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.07ms, fps=2719 images/s, loss=0.5060, top1-acc=82.86%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:27.145132, cost_time=0:00:03.780790 2021-04-15 03:06:27,417 INFO : Epoch=0104 complete, best val top1-acc=87.18%, top5-acc=99.53% (epoch=78), remaining_time=1:43:31.608960, arrival_time=2021-04-15 04:49:59.026853, cost_time=1:52:09.243073 2021-04-15 03:06:27,419 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 03:06:30,653 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.44ms, fps=792 images/s, loss=0.2187, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:01:00.144960, arrival_time=2021-04-15 03:07:30.797987, cost_time=0:00:03.233600 2021-04-15 03:06:33,741 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.30ms, fps=829 images/s, loss=0.2186, top1-acc=92.44%, top5-acc=99.88%, remaining_time=0:00:55.632016, arrival_time=2021-04-15 03:07:29.373247, cost_time=0:00:06.321813 2021-04-15 03:06:36,826 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.2112, top1-acc=92.76%, top5-acc=99.87%, remaining_time=0:00:52.053948, arrival_time=2021-04-15 03:07:28.880714, cost_time=0:00:09.407348 2021-04-15 03:06:39,912 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2083, top1-acc=92.75%, top5-acc=99.87%, remaining_time=0:00:48.724260, arrival_time=2021-04-15 03:07:28.637067, cost_time=0:00:12.493393 2021-04-15 03:06:43,009 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=2.30ms, fps=827 images/s, loss=0.2129, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:45.522216, arrival_time=2021-04-15 03:07:28.531411, cost_time=0:00:15.589779 2021-04-15 03:06:46,101 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.2147, top1-acc=92.55%, top5-acc=99.86%, remaining_time=0:00:42.346864, arrival_time=2021-04-15 03:07:28.448652, cost_time=0:00:18.682436 2021-04-15 03:06:49,205 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.63ms, fps=825 images/s, loss=0.2157, top1-acc=92.52%, top5-acc=99.85%, remaining_time=0:00:39.213972, arrival_time=2021-04-15 03:07:28.418934, cost_time=0:00:21.785512 2021-04-15 03:06:52,291 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.2153, top1-acc=92.55%, top5-acc=99.86%, remaining_time=0:00:36.064400, arrival_time=2021-04-15 03:07:28.355750, cost_time=0:00:24.872012 2021-04-15 03:06:55,378 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.2159, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:32.929536, arrival_time=2021-04-15 03:07:28.308035, cost_time=0:00:27.959046 2021-04-15 03:06:58,465 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2175, top1-acc=92.41%, top5-acc=99.88%, remaining_time=0:00:29.804640, arrival_time=2021-04-15 03:07:28.270490, cost_time=0:00:31.046516 2021-04-15 03:07:01,550 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2171, top1-acc=92.43%, top5-acc=99.87%, remaining_time=0:00:26.683994, arrival_time=2021-04-15 03:07:28.234181, cost_time=0:00:34.130708 2021-04-15 03:07:04,637 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=0.2186, top1-acc=92.38%, top5-acc=99.87%, remaining_time=0:00:23.571248, arrival_time=2021-04-15 03:07:28.208301, cost_time=0:00:37.217716 2021-04-15 03:07:07,723 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2193, top1-acc=92.35%, top5-acc=99.87%, remaining_time=0:00:20.462112, arrival_time=2021-04-15 03:07:28.185562, cost_time=0:00:40.304114 2021-04-15 03:07:10,815 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2188, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:17.358320, arrival_time=2021-04-15 03:07:28.173599, cost_time=0:00:43.395860 2021-04-15 03:07:13,903 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.2198, top1-acc=92.33%, top5-acc=99.86%, remaining_time=0:00:14.255078, arrival_time=2021-04-15 03:07:28.158314, cost_time=0:00:46.483893 2021-04-15 03:07:16,983 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.2212, top1-acc=92.30%, top5-acc=99.85%, remaining_time=0:00:11.151864, arrival_time=2021-04-15 03:07:28.135023, cost_time=0:00:49.563826 2021-04-15 03:07:20,070 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.2217, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:08.052564, arrival_time=2021-04-15 03:07:28.123353, cost_time=0:00:52.651448 2021-04-15 03:07:23,159 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2227, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:04.954656, arrival_time=2021-04-15 03:07:28.113956, cost_time=0:00:55.739881 2021-04-15 03:07:26,254 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.2228, top1-acc=92.26%, top5-acc=99.85%, remaining_time=0:00:01.857948, arrival_time=2021-04-15 03:07:28.112262, cost_time=0:00:58.834969 2021-04-15 03:07:27,901 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.20ms, fps=826 images/s, loss=0.2241, top1-acc=92.23%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:27.901586, cost_time=0:01:00.482253 2021-04-15 03:07:28,953 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=2.16ms, fps=2438 images/s, loss=0.3779, top1-acc=87.70%, top5-acc=99.53%, remaining_time=0:00:03.150270, arrival_time=2021-04-15 03:07:32.103841, cost_time=0:00:01.050090 2021-04-15 03:07:29,891 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.32ms, fps=2730 images/s, loss=0.3803, top1-acc=87.38%, top5-acc=99.55%, remaining_time=0:00:01.988220, arrival_time=2021-04-15 03:07:31.879856, cost_time=0:00:01.988221 2021-04-15 03:07:30,830 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.49ms, fps=2728 images/s, loss=0.3823, top1-acc=87.37%, top5-acc=99.58%, remaining_time=0:00:00.975630, arrival_time=2021-04-15 03:07:31.805937, cost_time=0:00:02.926882 2021-04-15 03:07:31,683 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.09ms, fps=2720 images/s, loss=0.3738, top1-acc=87.42%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:31.683566, cost_time=0:00:03.780178 2021-04-15 03:07:32,207 INFO : Epoch=0105 complete, best val top1-acc=87.42%, top5-acc=99.63% (epoch=105), remaining_time=1:42:26.981460, arrival_time=2021-04-15 04:49:59.188436, cost_time=1:53:14.032153 2021-04-15 03:07:32,208 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 03:07:35,451 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=2.08ms, fps=789 images/s, loss=0.2356, top1-acc=91.72%, top5-acc=99.92%, remaining_time=0:01:00.314778, arrival_time=2021-04-15 03:08:35.765922, cost_time=0:00:03.242730 2021-04-15 03:07:38,542 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.2261, top1-acc=92.07%, top5-acc=99.86%, remaining_time=0:00:55.737088, arrival_time=2021-04-15 03:08:34.279341, cost_time=0:00:06.333761 2021-04-15 03:07:41,628 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2281, top1-acc=91.95%, top5-acc=99.87%, remaining_time=0:00:52.125162, arrival_time=2021-04-15 03:08:33.753805, cost_time=0:00:09.420218 2021-04-15 03:07:44,718 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.2282, top1-acc=92.07%, top5-acc=99.86%, remaining_time=0:00:48.788844, arrival_time=2021-04-15 03:08:33.507222, cost_time=0:00:12.509960 2021-04-15 03:07:47,815 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.2266, top1-acc=92.13%, top5-acc=99.86%, remaining_time=0:00:45.572440, arrival_time=2021-04-15 03:08:33.387870, cost_time=0:00:15.607025 2021-04-15 03:07:50,903 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2232, top1-acc=92.25%, top5-acc=99.84%, remaining_time=0:00:42.374744, arrival_time=2021-04-15 03:08:33.277889, cost_time=0:00:18.694732 2021-04-15 03:07:53,993 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2218, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:39.212838, arrival_time=2021-04-15 03:08:33.206191, cost_time=0:00:21.784931 2021-04-15 03:07:57,082 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.2223, top1-acc=92.36%, top5-acc=99.83%, remaining_time=0:00:36.066604, arrival_time=2021-04-15 03:08:33.148525, cost_time=0:00:24.873506 2021-04-15 03:08:00,175 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.2222, top1-acc=92.34%, top5-acc=99.83%, remaining_time=0:00:32.938546, arrival_time=2021-04-15 03:08:33.113576, cost_time=0:00:27.966682 2021-04-15 03:08:03,263 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.2229, top1-acc=92.30%, top5-acc=99.82%, remaining_time=0:00:29.812896, arrival_time=2021-04-15 03:08:33.076416, cost_time=0:00:31.055103 2021-04-15 03:08:06,346 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2218, top1-acc=92.37%, top5-acc=99.82%, remaining_time=0:00:26.689670, arrival_time=2021-04-15 03:08:33.035939, cost_time=0:00:34.137939 2021-04-15 03:08:09,435 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.2216, top1-acc=92.40%, top5-acc=99.82%, remaining_time=0:00:23.577100, arrival_time=2021-04-15 03:08:33.012473, cost_time=0:00:37.226951 2021-04-15 03:08:12,519 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.2231, top1-acc=92.36%, top5-acc=99.83%, remaining_time=0:00:20.465742, arrival_time=2021-04-15 03:08:32.985549, cost_time=0:00:40.311320 2021-04-15 03:08:15,608 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.85ms, fps=829 images/s, loss=0.2245, top1-acc=92.32%, top5-acc=99.83%, remaining_time=0:00:17.360000, arrival_time=2021-04-15 03:08:32.968352, cost_time=0:00:43.400001 2021-04-15 03:08:18,689 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.2250, top1-acc=92.30%, top5-acc=99.83%, remaining_time=0:00:14.254066, arrival_time=2021-04-15 03:08:32.943056, cost_time=0:00:46.480654 2021-04-15 03:08:21,773 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.2241, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:11.152080, arrival_time=2021-04-15 03:08:32.925342, cost_time=0:00:49.564828 2021-04-15 03:08:24,855 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.2237, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:08.051966, arrival_time=2021-04-15 03:08:32.907771, cost_time=0:00:52.647470 2021-04-15 03:08:27,939 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2244, top1-acc=92.26%, top5-acc=99.84%, remaining_time=0:00:04.953888, arrival_time=2021-04-15 03:08:32.893495, cost_time=0:00:55.731267 2021-04-15 03:08:31,022 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.28ms, fps=831 images/s, loss=0.2247, top1-acc=92.23%, top5-acc=99.84%, remaining_time=0:00:01.857276, arrival_time=2021-04-15 03:08:32.879408, cost_time=0:00:58.813726 2021-04-15 03:08:32,670 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.47ms, fps=825 images/s, loss=0.2240, top1-acc=92.24%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:32.670746, cost_time=0:01:00.462401 2021-04-15 03:08:33,763 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.40ms, fps=2346 images/s, loss=0.4364, top1-acc=84.49%, top5-acc=99.45%, remaining_time=0:00:03.273540, arrival_time=2021-04-15 03:08:37.037377, cost_time=0:00:01.091180 2021-04-15 03:08:34,699 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.28ms, fps=2737 images/s, loss=0.4449, top1-acc=84.96%, top5-acc=99.43%, remaining_time=0:00:02.027000, arrival_time=2021-04-15 03:08:36.726632, cost_time=0:00:02.026990 2021-04-15 03:08:35,635 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.29ms, fps=2735 images/s, loss=0.4226, top1-acc=85.81%, top5-acc=99.49%, remaining_time=0:00:00.987760, arrival_time=2021-04-15 03:08:36.623693, cost_time=0:00:02.963286 2021-04-15 03:08:36,488 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=2723 images/s, loss=0.4299, top1-acc=85.68%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:36.488332, cost_time=0:00:03.815712 2021-04-15 03:08:36,762 INFO : Epoch=0106 complete, best val top1-acc=87.42%, top5-acc=99.63% (epoch=105), remaining_time=1:41:22.143852, arrival_time=2021-04-15 04:49:58.906461, cost_time=1:54:18.587799 2021-04-15 03:08:36,763 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 03:08:40,018 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.54ms, fps=787 images/s, loss=0.2381, top1-acc=91.64%, top5-acc=99.92%, remaining_time=0:01:00.537792, arrival_time=2021-04-15 03:09:40.556597, cost_time=0:00:03.254724 2021-04-15 03:08:43,108 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.94ms, fps=829 images/s, loss=0.2234, top1-acc=92.05%, top5-acc=99.88%, remaining_time=0:00:55.833008, arrival_time=2021-04-15 03:09:38.941726, cost_time=0:00:06.344662 2021-04-15 03:08:46,197 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2180, top1-acc=92.25%, top5-acc=99.91%, remaining_time=0:00:52.198700, arrival_time=2021-04-15 03:09:38.396227, cost_time=0:00:09.433506 2021-04-15 03:08:49,294 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.2238, top1-acc=92.10%, top5-acc=99.92%, remaining_time=0:00:48.867936, arrival_time=2021-04-15 03:09:38.162234, cost_time=0:00:12.530252 2021-04-15 03:08:52,381 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.2184, top1-acc=92.21%, top5-acc=99.93%, remaining_time=0:00:45.601494, arrival_time=2021-04-15 03:09:37.982463, cost_time=0:00:15.616938 2021-04-15 03:08:55,468 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.71ms, fps=829 images/s, loss=0.2177, top1-acc=92.27%, top5-acc=99.92%, remaining_time=0:00:42.396640, arrival_time=2021-04-15 03:09:37.865091, cost_time=0:00:18.704408 2021-04-15 03:08:58,567 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.80ms, fps=826 images/s, loss=0.2171, top1-acc=92.39%, top5-acc=99.92%, remaining_time=0:00:39.246858, arrival_time=2021-04-15 03:09:37.814714, cost_time=0:00:21.803837 2021-04-15 03:09:01,665 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.56ms, fps=827 images/s, loss=0.2178, top1-acc=92.47%, top5-acc=99.91%, remaining_time=0:00:36.106740, arrival_time=2021-04-15 03:09:37.771942, cost_time=0:00:24.901239 2021-04-15 03:09:04,757 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.2197, top1-acc=92.45%, top5-acc=99.91%, remaining_time=0:00:32.969392, arrival_time=2021-04-15 03:09:37.726327, cost_time=0:00:27.992906 2021-04-15 03:09:07,852 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=2.12ms, fps=827 images/s, loss=0.2193, top1-acc=92.51%, top5-acc=99.92%, remaining_time=0:00:29.844480, arrival_time=2021-04-15 03:09:37.696530, cost_time=0:00:31.088030 2021-04-15 03:09:10,946 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.2186, top1-acc=92.54%, top5-acc=99.91%, remaining_time=0:00:26.724242, arrival_time=2021-04-15 03:09:37.670350, cost_time=0:00:34.182147 2021-04-15 03:09:14,042 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.08ms, fps=827 images/s, loss=0.2203, top1-acc=92.53%, top5-acc=99.90%, remaining_time=0:00:23.609780, arrival_time=2021-04-15 03:09:37.652357, cost_time=0:00:37.278545 2021-04-15 03:09:17,128 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.2199, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:20.492802, arrival_time=2021-04-15 03:09:37.621352, cost_time=0:00:40.364585 2021-04-15 03:09:20,215 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.84ms, fps=829 images/s, loss=0.2197, top1-acc=92.56%, top5-acc=99.89%, remaining_time=0:00:17.380776, arrival_time=2021-04-15 03:09:37.596658, cost_time=0:00:43.451936 2021-04-15 03:09:23,306 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2188, top1-acc=92.57%, top5-acc=99.89%, remaining_time=0:00:14.272926, arrival_time=2021-04-15 03:09:37.579105, cost_time=0:00:46.542146 2021-04-15 03:09:26,394 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.2197, top1-acc=92.53%, top5-acc=99.89%, remaining_time=0:00:11.166804, arrival_time=2021-04-15 03:09:37.560969, cost_time=0:00:49.630226 2021-04-15 03:09:29,485 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.2208, top1-acc=92.52%, top5-acc=99.88%, remaining_time=0:00:08.063276, arrival_time=2021-04-15 03:09:37.548631, cost_time=0:00:52.721413 2021-04-15 03:09:32,584 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.31ms, fps=826 images/s, loss=0.2220, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:00:04.961776, arrival_time=2021-04-15 03:09:37.545835, cost_time=0:00:55.820024 2021-04-15 03:09:35,679 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.23ms, fps=827 images/s, loss=0.2217, top1-acc=92.49%, top5-acc=99.88%, remaining_time=0:00:01.860492, arrival_time=2021-04-15 03:09:37.540032, cost_time=0:00:58.915597 2021-04-15 03:09:37,321 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.26ms, fps=829 images/s, loss=0.2224, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:37.321207, cost_time=0:01:00.557285 2021-04-15 03:09:38,411 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.20ms, fps=2352 images/s, loss=0.4429, top1-acc=85.04%, top5-acc=99.49%, remaining_time=0:00:03.265140, arrival_time=2021-04-15 03:09:41.676380, cost_time=0:00:01.088378 2021-04-15 03:09:39,350 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.32ms, fps=2727 images/s, loss=0.4602, top1-acc=84.92%, top5-acc=99.36%, remaining_time=0:00:02.027500, arrival_time=2021-04-15 03:09:41.377849, cost_time=0:00:02.027493 2021-04-15 03:09:40,289 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.55ms, fps=2728 images/s, loss=0.4524, top1-acc=85.08%, top5-acc=99.45%, remaining_time=0:00:00.988720, arrival_time=2021-04-15 03:09:41.277809, cost_time=0:00:02.966152 2021-04-15 03:09:41,159 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=2667 images/s, loss=0.4698, top1-acc=85.36%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:41.159585, cost_time=0:00:03.836677 2021-04-15 03:09:41,425 INFO : Epoch=0107 complete, best val top1-acc=87.42%, top5-acc=99.63% (epoch=105), remaining_time=1:40:17.404482, arrival_time=2021-04-15 04:49:58.829639, cost_time=1:55:23.250326 2021-04-15 03:09:41,426 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 03:09:44,767 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=4.08ms, fps=766 images/s, loss=0.2303, top1-acc=91.68%, top5-acc=99.88%, remaining_time=0:01:02.134416, arrival_time=2021-04-15 03:10:46.901742, cost_time=0:00:03.340561 2021-04-15 03:09:47,853 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=2.10ms, fps=830 images/s, loss=0.2113, top1-acc=92.46%, top5-acc=99.88%, remaining_time=0:00:56.552848, arrival_time=2021-04-15 03:10:44.406233, cost_time=0:00:06.426458 2021-04-15 03:09:50,939 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.66ms, fps=830 images/s, loss=0.2063, top1-acc=92.68%, top5-acc=99.86%, remaining_time=0:00:52.634948, arrival_time=2021-04-15 03:10:43.574042, cost_time=0:00:09.512331 2021-04-15 03:09:54,028 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2026, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:49.148268, arrival_time=2021-04-15 03:10:43.177170, cost_time=0:00:12.602136 2021-04-15 03:09:57,120 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.2056, top1-acc=92.77%, top5-acc=99.90%, remaining_time=0:00:45.825312, arrival_time=2021-04-15 03:10:42.945657, cost_time=0:00:15.693597 2021-04-15 03:10:00,211 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.2031, top1-acc=92.97%, top5-acc=99.92%, remaining_time=0:00:42.579288, arrival_time=2021-04-15 03:10:42.791064, cost_time=0:00:18.784983 2021-04-15 03:10:03,298 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.2018, top1-acc=92.99%, top5-acc=99.92%, remaining_time=0:00:39.370086, arrival_time=2021-04-15 03:10:42.669007, cost_time=0:00:21.872237 2021-04-15 03:10:06,381 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2007, top1-acc=92.99%, top5-acc=99.92%, remaining_time=0:00:36.184344, arrival_time=2021-04-15 03:10:42.565831, cost_time=0:00:24.954726 2021-04-15 03:10:09,478 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.54ms, fps=827 images/s, loss=0.2056, top1-acc=92.89%, top5-acc=99.92%, remaining_time=0:00:33.038186, arrival_time=2021-04-15 03:10:42.516206, cost_time=0:00:28.051269 2021-04-15 03:10:12,564 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.58ms, fps=830 images/s, loss=0.2095, top1-acc=92.72%, top5-acc=99.91%, remaining_time=0:00:29.892288, arrival_time=2021-04-15 03:10:42.456811, cost_time=0:00:31.137824 2021-04-15 03:10:15,649 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.2108, top1-acc=92.65%, top5-acc=99.91%, remaining_time=0:00:26.755976, arrival_time=2021-04-15 03:10:42.405509, cost_time=0:00:34.222783 2021-04-15 03:10:18,739 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2124, top1-acc=92.58%, top5-acc=99.90%, remaining_time=0:00:23.631136, arrival_time=2021-04-15 03:10:42.370175, cost_time=0:00:37.312345 2021-04-15 03:10:21,821 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.2117, top1-acc=92.61%, top5-acc=99.88%, remaining_time=0:00:20.508114, arrival_time=2021-04-15 03:10:42.329594, cost_time=0:00:40.394802 2021-04-15 03:10:24,911 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.29ms, fps=829 images/s, loss=0.2117, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:17.393824, arrival_time=2021-04-15 03:10:42.305162, cost_time=0:00:43.484545 2021-04-15 03:10:27,991 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.27ms, fps=831 images/s, loss=0.2112, top1-acc=92.61%, top5-acc=99.89%, remaining_time=0:00:14.279872, arrival_time=2021-04-15 03:10:42.271330, cost_time=0:00:46.564773 2021-04-15 03:10:31,076 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.2115, top1-acc=92.58%, top5-acc=99.89%, remaining_time=0:00:11.171232, arrival_time=2021-04-15 03:10:42.247770, cost_time=0:00:49.649849 2021-04-15 03:10:34,170 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.2117, top1-acc=92.61%, top5-acc=99.89%, remaining_time=0:00:08.066708, arrival_time=2021-04-15 03:10:42.237234, cost_time=0:00:52.743776 2021-04-15 03:10:37,258 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2118, top1-acc=92.61%, top5-acc=99.89%, remaining_time=0:00:04.962864, arrival_time=2021-04-15 03:10:42.221717, cost_time=0:00:55.832172 2021-04-15 03:10:40,353 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=0.2115, top1-acc=92.59%, top5-acc=99.89%, remaining_time=0:00:01.860846, arrival_time=2021-04-15 03:10:42.214349, cost_time=0:00:58.926814 2021-04-15 03:10:42,001 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.31ms, fps=825 images/s, loss=0.2120, top1-acc=92.60%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:42.001842, cost_time=0:01:00.575163 2021-04-15 03:10:43,069 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.32ms, fps=2402 images/s, loss=0.3836, top1-acc=87.50%, top5-acc=99.69%, remaining_time=0:00:03.197310, arrival_time=2021-04-15 03:10:46.266737, cost_time=0:00:01.065771 2021-04-15 03:10:44,005 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.41ms, fps=2735 images/s, loss=0.3879, top1-acc=87.52%, top5-acc=99.61%, remaining_time=0:00:02.002340, arrival_time=2021-04-15 03:10:46.008258, cost_time=0:00:02.002333 2021-04-15 03:10:44,943 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.30ms, fps=2733 images/s, loss=0.3821, top1-acc=87.54%, top5-acc=99.60%, remaining_time=0:00:00.979820, arrival_time=2021-04-15 03:10:45.922886, cost_time=0:00:02.939475 2021-04-15 03:10:45,798 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=2713 images/s, loss=0.3839, top1-acc=87.33%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:45.798399, cost_time=0:00:03.794848 2021-04-15 03:10:46,066 INFO : Epoch=0108 complete, best val top1-acc=87.42%, top5-acc=99.63% (epoch=105), remaining_time=1:39:12.648768, arrival_time=2021-04-15 04:49:58.715654, cost_time=1:56:27.892054 2021-04-15 03:10:46,068 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 03:10:49,313 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.34ms, fps=789 images/s, loss=0.1970, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:01:00.362580, arrival_time=2021-04-15 03:11:49.676210, cost_time=0:00:03.245297 2021-04-15 03:10:52,401 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.2031, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:55.729344, arrival_time=2021-04-15 03:11:48.130561, cost_time=0:00:06.332881 2021-04-15 03:10:55,486 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.2008, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:52.112878, arrival_time=2021-04-15 03:11:47.599210, cost_time=0:00:09.417985 2021-04-15 03:10:58,566 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.1963, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:48.742668, arrival_time=2021-04-15 03:11:47.309298, cost_time=0:00:12.498137 2021-04-15 03:11:01,652 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.1999, top1-acc=93.31%, top5-acc=99.90%, remaining_time=0:00:45.505718, arrival_time=2021-04-15 03:11:47.158222, cost_time=0:00:15.584143 2021-04-15 03:11:04,732 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.2015, top1-acc=93.16%, top5-acc=99.89%, remaining_time=0:00:42.305656, arrival_time=2021-04-15 03:11:47.038246, cost_time=0:00:18.664243 2021-04-15 03:11:07,813 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.69ms, fps=831 images/s, loss=0.2062, top1-acc=93.00%, top5-acc=99.88%, remaining_time=0:00:39.140640, arrival_time=2021-04-15 03:11:46.953747, cost_time=0:00:21.744780 2021-04-15 03:11:10,897 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.2077, top1-acc=92.96%, top5-acc=99.87%, remaining_time=0:00:36.002572, arrival_time=2021-04-15 03:11:46.900261, cost_time=0:00:24.829359 2021-04-15 03:11:13,985 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.2094, top1-acc=92.91%, top5-acc=99.87%, remaining_time=0:00:32.880352, arrival_time=2021-04-15 03:11:46.866041, cost_time=0:00:27.917273 2021-04-15 03:11:17,073 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.2098, top1-acc=92.86%, top5-acc=99.87%, remaining_time=0:00:29.764512, arrival_time=2021-04-15 03:11:46.837589, cost_time=0:00:31.004729 2021-04-15 03:11:20,153 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.2116, top1-acc=92.77%, top5-acc=99.86%, remaining_time=0:00:26.648734, arrival_time=2021-04-15 03:11:46.802634, cost_time=0:00:34.085539 2021-04-15 03:11:23,236 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2140, top1-acc=92.64%, top5-acc=99.85%, remaining_time=0:00:23.540088, arrival_time=2021-04-15 03:11:46.777041, cost_time=0:00:37.168620 2021-04-15 03:11:26,321 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2154, top1-acc=92.51%, top5-acc=99.85%, remaining_time=0:00:20.436306, arrival_time=2021-04-15 03:11:46.757984, cost_time=0:00:40.253339 2021-04-15 03:11:29,411 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2159, top1-acc=92.51%, top5-acc=99.85%, remaining_time=0:00:17.337208, arrival_time=2021-04-15 03:11:46.748613, cost_time=0:00:43.343071 2021-04-15 03:11:32,500 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2169, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:14.239070, arrival_time=2021-04-15 03:11:46.739189, cost_time=0:00:46.431711 2021-04-15 03:11:35,585 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.2180, top1-acc=92.42%, top5-acc=99.85%, remaining_time=0:00:11.141352, arrival_time=2021-04-15 03:11:46.726829, cost_time=0:00:49.517143 2021-04-15 03:11:38,669 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.2179, top1-acc=92.43%, top5-acc=99.85%, remaining_time=0:00:08.044816, arrival_time=2021-04-15 03:11:46.713879, cost_time=0:00:52.600711 2021-04-15 03:11:41,750 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.2173, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:04.949536, arrival_time=2021-04-15 03:11:46.700162, cost_time=0:00:55.682291 2021-04-15 03:11:44,834 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.20ms, fps=830 images/s, loss=0.2174, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:01.855776, arrival_time=2021-04-15 03:11:46.690267, cost_time=0:00:58.766159 2021-04-15 03:11:46,477 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.19ms, fps=828 images/s, loss=0.2178, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:46.477256, cost_time=0:01:00.408933 2021-04-15 03:11:47,536 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.37ms, fps=2420 images/s, loss=0.3125, top1-acc=88.83%, top5-acc=99.69%, remaining_time=0:00:03.173340, arrival_time=2021-04-15 03:11:50.710193, cost_time=0:00:01.057780 2021-04-15 03:11:48,473 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.58ms, fps=2735 images/s, loss=0.3203, top1-acc=89.28%, top5-acc=99.73%, remaining_time=0:00:01.994120, arrival_time=2021-04-15 03:11:50.467275, cost_time=0:00:01.994130 2021-04-15 03:11:49,414 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.18ms, fps=2720 images/s, loss=0.3344, top1-acc=88.75%, top5-acc=99.64%, remaining_time=0:00:00.978620, arrival_time=2021-04-15 03:11:50.393488, cost_time=0:00:02.935850 2021-04-15 03:11:50,267 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.25ms, fps=2722 images/s, loss=0.3412, top1-acc=88.69%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:50.267420, cost_time=0:00:03.788428 2021-04-15 03:11:50,823 INFO : Epoch=0109 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:38:07.990836, arrival_time=2021-04-15 04:49:58.813989, cost_time=1:57:32.648332 2021-04-15 03:11:50,824 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 03:11:54,069 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.63ms, fps=789 images/s, loss=0.2211, top1-acc=92.46%, top5-acc=99.88%, remaining_time=0:01:00.360906, arrival_time=2021-04-15 03:12:54.430643, cost_time=0:00:03.245206 2021-04-15 03:11:57,153 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.58ms, fps=830 images/s, loss=0.2152, top1-acc=92.68%, top5-acc=99.90%, remaining_time=0:00:55.691152, arrival_time=2021-04-15 03:12:52.844267, cost_time=0:00:06.328546 2021-04-15 03:12:00,234 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.2096, top1-acc=92.88%, top5-acc=99.93%, remaining_time=0:00:52.067892, arrival_time=2021-04-15 03:12:52.302291, cost_time=0:00:09.409854 2021-04-15 03:12:03,319 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.2059, top1-acc=92.98%, top5-acc=99.94%, remaining_time=0:00:48.731124, arrival_time=2021-04-15 03:12:52.050924, cost_time=0:00:12.495163 2021-04-15 03:12:06,405 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.2041, top1-acc=92.98%, top5-acc=99.92%, remaining_time=0:00:45.495644, arrival_time=2021-04-15 03:12:51.900980, cost_time=0:00:15.580715 2021-04-15 03:12:09,497 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.2052, top1-acc=92.91%, top5-acc=99.91%, remaining_time=0:00:42.325376, arrival_time=2021-04-15 03:12:51.822804, cost_time=0:00:18.672949 2021-04-15 03:12:12,595 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.2021, top1-acc=93.12%, top5-acc=99.91%, remaining_time=0:00:39.187638, arrival_time=2021-04-15 03:12:51.783080, cost_time=0:00:21.770908 2021-04-15 03:12:15,677 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.2016, top1-acc=93.19%, top5-acc=99.89%, remaining_time=0:00:36.037140, arrival_time=2021-04-15 03:12:51.714858, cost_time=0:00:24.853192 2021-04-15 03:12:18,758 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.2035, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:32.899856, arrival_time=2021-04-15 03:12:51.658200, cost_time=0:00:27.933869 2021-04-15 03:12:21,838 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.2040, top1-acc=93.01%, top5-acc=99.87%, remaining_time=0:00:29.773248, arrival_time=2021-04-15 03:12:51.611594, cost_time=0:00:31.013800 2021-04-15 03:12:24,925 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2044, top1-acc=93.04%, top5-acc=99.88%, remaining_time=0:00:26.660860, arrival_time=2021-04-15 03:12:51.586413, cost_time=0:00:34.101085 2021-04-15 03:12:28,010 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.2050, top1-acc=93.01%, top5-acc=99.87%, remaining_time=0:00:23.550728, arrival_time=2021-04-15 03:12:51.560646, cost_time=0:00:37.185372 2021-04-15 03:12:31,093 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.2052, top1-acc=93.03%, top5-acc=99.87%, remaining_time=0:00:20.444160, arrival_time=2021-04-15 03:12:51.537500, cost_time=0:00:40.268846 2021-04-15 03:12:34,179 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.2065, top1-acc=92.97%, top5-acc=99.88%, remaining_time=0:00:17.342080, arrival_time=2021-04-15 03:12:51.521799, cost_time=0:00:43.355144 2021-04-15 03:12:37,263 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.2065, top1-acc=92.96%, top5-acc=99.88%, remaining_time=0:00:14.241324, arrival_time=2021-04-15 03:12:51.504865, cost_time=0:00:46.439035 2021-04-15 03:12:40,347 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.2077, top1-acc=92.90%, top5-acc=99.88%, remaining_time=0:00:11.142612, arrival_time=2021-04-15 03:12:51.489767, cost_time=0:00:49.522686 2021-04-15 03:12:43,439 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.2089, top1-acc=92.87%, top5-acc=99.88%, remaining_time=0:00:08.046974, arrival_time=2021-04-15 03:12:51.486350, cost_time=0:00:52.614833 2021-04-15 03:12:46,534 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.2103, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:04.952032, arrival_time=2021-04-15 03:12:51.486813, cost_time=0:00:55.710307 2021-04-15 03:12:49,627 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.26ms, fps=828 images/s, loss=0.2111, top1-acc=92.74%, top5-acc=99.87%, remaining_time=0:00:01.856934, arrival_time=2021-04-15 03:12:51.484333, cost_time=0:00:58.802935 2021-04-15 03:12:51,278 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.22ms, fps=824 images/s, loss=0.2119, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:51.278186, cost_time=0:01:00.453728 2021-04-15 03:12:52,346 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.31ms, fps=2401 images/s, loss=0.3873, top1-acc=87.73%, top5-acc=99.65%, remaining_time=0:00:03.198510, arrival_time=2021-04-15 03:12:55.544656, cost_time=0:00:01.066170 2021-04-15 03:12:53,281 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.26ms, fps=2740 images/s, loss=0.4094, top1-acc=86.60%, top5-acc=99.63%, remaining_time=0:00:02.000920, arrival_time=2021-04-15 03:12:55.281886, cost_time=0:00:02.000927 2021-04-15 03:12:54,219 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.44ms, fps=2729 images/s, loss=0.4220, top1-acc=85.99%, top5-acc=99.51%, remaining_time=0:00:00.979880, arrival_time=2021-04-15 03:12:55.199491, cost_time=0:00:02.939637 2021-04-15 03:12:55,070 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.05ms, fps=2727 images/s, loss=0.4212, top1-acc=86.02%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:55.070820, cost_time=0:00:03.790869 2021-04-15 03:12:55,359 INFO : Epoch=0110 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:37:03.151020, arrival_time=2021-04-15 04:49:58.510399, cost_time=1:58:37.184559 2021-04-15 03:12:55,360 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 03:12:58,607 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.38ms, fps=789 images/s, loss=0.2131, top1-acc=92.81%, top5-acc=99.96%, remaining_time=0:01:00.375600, arrival_time=2021-04-15 03:13:58.982517, cost_time=0:00:03.245995 2021-04-15 03:13:01,692 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.2084, top1-acc=92.95%, top5-acc=99.96%, remaining_time=0:00:55.721072, arrival_time=2021-04-15 03:13:57.413935, cost_time=0:00:06.331945 2021-04-15 03:13:04,789 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.2039, top1-acc=92.97%, top5-acc=99.95%, remaining_time=0:00:52.172306, arrival_time=2021-04-15 03:13:56.961974, cost_time=0:00:09.428740 2021-04-15 03:13:07,886 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.2064, top1-acc=92.89%, top5-acc=99.92%, remaining_time=0:00:48.849996, arrival_time=2021-04-15 03:13:56.736558, cost_time=0:00:12.525624 2021-04-15 03:13:10,980 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.2086, top1-acc=92.80%, top5-acc=99.91%, remaining_time=0:00:45.608794, arrival_time=2021-04-15 03:13:56.589317, cost_time=0:00:15.619468 2021-04-15 03:13:14,070 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.28ms, fps=829 images/s, loss=0.2079, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:42.407792, arrival_time=2021-04-15 03:13:56.478036, cost_time=0:00:18.709322 2021-04-15 03:13:17,164 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.2079, top1-acc=92.87%, top5-acc=99.89%, remaining_time=0:00:39.245598, arrival_time=2021-04-15 03:13:56.409771, cost_time=0:00:21.803133 2021-04-15 03:13:20,249 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=0.2082, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:36.088412, arrival_time=2021-04-15 03:13:56.337895, cost_time=0:00:24.888543 2021-04-15 03:13:23,338 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.2074, top1-acc=92.82%, top5-acc=99.90%, remaining_time=0:00:32.951372, arrival_time=2021-04-15 03:13:56.289891, cost_time=0:00:27.977607 2021-04-15 03:13:26,424 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.2064, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:29.820864, arrival_time=2021-04-15 03:13:56.245180, cost_time=0:00:31.063402 2021-04-15 03:13:29,515 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.2078, top1-acc=92.81%, top5-acc=99.89%, remaining_time=0:00:26.702914, arrival_time=2021-04-15 03:13:56.218732, cost_time=0:00:34.154903 2021-04-15 03:13:32,600 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.2088, top1-acc=92.80%, top5-acc=99.88%, remaining_time=0:00:23.585080, arrival_time=2021-04-15 03:13:56.185505, cost_time=0:00:37.239575 2021-04-15 03:13:35,690 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.2084, top1-acc=92.79%, top5-acc=99.89%, remaining_time=0:00:20.475114, arrival_time=2021-04-15 03:13:56.165809, cost_time=0:00:40.329768 2021-04-15 03:13:38,772 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.95ms, fps=831 images/s, loss=0.2091, top1-acc=92.77%, top5-acc=99.89%, remaining_time=0:00:17.364816, arrival_time=2021-04-15 03:13:56.137705, cost_time=0:00:43.411981 2021-04-15 03:13:41,853 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.2103, top1-acc=92.71%, top5-acc=99.89%, remaining_time=0:00:14.257746, arrival_time=2021-04-15 03:13:56.111191, cost_time=0:00:46.492592 2021-04-15 03:13:44,940 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.83ms, fps=829 images/s, loss=0.2100, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:11.155320, arrival_time=2021-04-15 03:13:56.095497, cost_time=0:00:49.579255 2021-04-15 03:13:48,023 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.2104, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:08.054306, arrival_time=2021-04-15 03:13:56.077984, cost_time=0:00:52.662829 2021-04-15 03:13:51,104 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.2109, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:04.954992, arrival_time=2021-04-15 03:13:56.059561, cost_time=0:00:55.743722 2021-04-15 03:13:54,191 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.25ms, fps=829 images/s, loss=0.2105, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:01.857816, arrival_time=2021-04-15 03:13:56.049547, cost_time=0:00:58.830811 2021-04-15 03:13:55,832 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.22ms, fps=829 images/s, loss=0.2112, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:55.832722, cost_time=0:01:00.471888 2021-04-15 03:13:56,894 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.22ms, fps=2416 images/s, loss=0.3678, top1-acc=87.89%, top5-acc=99.73%, remaining_time=0:00:03.179370, arrival_time=2021-04-15 03:14:00.073736, cost_time=0:00:01.059793 2021-04-15 03:13:57,830 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.27ms, fps=2735 images/s, loss=0.3585, top1-acc=88.01%, top5-acc=99.69%, remaining_time=0:00:01.995980, arrival_time=2021-04-15 03:13:59.826532, cost_time=0:00:01.995985 2021-04-15 03:13:58,767 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.32ms, fps=2734 images/s, loss=0.3644, top1-acc=88.16%, top5-acc=99.66%, remaining_time=0:00:00.977530, arrival_time=2021-04-15 03:13:59.744683, cost_time=0:00:02.932578 2021-04-15 03:13:59,619 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=2723 images/s, loss=0.3621, top1-acc=88.23%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:59.619317, cost_time=0:00:03.784767 2021-04-15 03:13:59,888 INFO : Epoch=0111 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:35:58.310858, arrival_time=2021-04-15 04:49:58.199155, cost_time=1:59:41.713489 2021-04-15 03:13:59,889 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 03:14:03,157 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=2.05ms, fps=783 images/s, loss=0.2142, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:01:00.776058, arrival_time=2021-04-15 03:15:03.933336, cost_time=0:00:03.267533 2021-04-15 03:14:06,247 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.89ms, fps=829 images/s, loss=0.2102, top1-acc=93.18%, top5-acc=99.86%, remaining_time=0:00:55.950400, arrival_time=2021-04-15 03:15:02.198164, cost_time=0:00:06.358002 2021-04-15 03:14:09,350 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.59ms, fps=825 images/s, loss=0.2115, top1-acc=93.06%, top5-acc=99.82%, remaining_time=0:00:52.351254, arrival_time=2021-04-15 03:15:01.702060, cost_time=0:00:09.461068 2021-04-15 03:14:12,456 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.56ms, fps=825 images/s, loss=0.2100, top1-acc=93.06%, top5-acc=99.83%, remaining_time=0:00:49.008804, arrival_time=2021-04-15 03:15:01.464928, cost_time=0:00:12.566347 2021-04-15 03:14:15,546 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.08ms, fps=829 images/s, loss=0.2035, top1-acc=93.27%, top5-acc=99.86%, remaining_time=0:00:45.716542, arrival_time=2021-04-15 03:15:01.262650, cost_time=0:00:15.656367 2021-04-15 03:14:18,633 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.85ms, fps=829 images/s, loss=0.2018, top1-acc=93.27%, top5-acc=99.86%, remaining_time=0:00:42.486400, arrival_time=2021-04-15 03:15:01.120154, cost_time=0:00:18.744015 2021-04-15 03:14:21,723 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.1998, top1-acc=93.34%, top5-acc=99.87%, remaining_time=0:00:39.301164, arrival_time=2021-04-15 03:15:01.024841, cost_time=0:00:21.833968 2021-04-15 03:14:24,808 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.2007, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:36.131680, arrival_time=2021-04-15 03:15:00.939841, cost_time=0:00:24.918437 2021-04-15 03:14:27,890 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.61ms, fps=831 images/s, loss=0.2022, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:32.979038, arrival_time=2021-04-15 03:15:00.869861, cost_time=0:00:28.001103 2021-04-15 03:14:30,980 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2036, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:29.847360, arrival_time=2021-04-15 03:15:00.828108, cost_time=0:00:31.091032 2021-04-15 03:14:34,072 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.2043, top1-acc=93.05%, top5-acc=99.89%, remaining_time=0:00:26.725016, arrival_time=2021-04-15 03:15:00.797880, cost_time=0:00:34.183147 2021-04-15 03:14:37,177 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.61ms, fps=825 images/s, loss=0.2051, top1-acc=93.01%, top5-acc=99.89%, remaining_time=0:00:23.615252, arrival_time=2021-04-15 03:15:00.792207, cost_time=0:00:37.287236 2021-04-15 03:14:40,267 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.10ms, fps=828 images/s, loss=0.2051, top1-acc=93.03%, top5-acc=99.90%, remaining_time=0:00:20.499666, arrival_time=2021-04-15 03:15:00.767493, cost_time=0:00:40.378069 2021-04-15 03:14:43,366 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=2.06ms, fps=826 images/s, loss=0.2050, top1-acc=93.00%, top5-acc=99.90%, remaining_time=0:00:17.390744, arrival_time=2021-04-15 03:15:00.757350, cost_time=0:00:43.476857 2021-04-15 03:14:46,452 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.2054, top1-acc=92.97%, top5-acc=99.90%, remaining_time=0:00:14.279366, arrival_time=2021-04-15 03:15:00.732242, cost_time=0:00:46.563160 2021-04-15 03:14:49,541 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.2060, top1-acc=92.94%, top5-acc=99.90%, remaining_time=0:00:11.171736, arrival_time=2021-04-15 03:15:00.713539, cost_time=0:00:49.652081 2021-04-15 03:14:52,632 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.2081, top1-acc=92.86%, top5-acc=99.89%, remaining_time=0:00:08.066526, arrival_time=2021-04-15 03:15:00.699067, cost_time=0:00:52.742745 2021-04-15 03:14:55,731 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.86ms, fps=826 images/s, loss=0.2086, top1-acc=92.84%, top5-acc=99.90%, remaining_time=0:00:04.963728, arrival_time=2021-04-15 03:15:00.695442, cost_time=0:00:55.841968 2021-04-15 03:14:58,819 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.81ms, fps=829 images/s, loss=0.2086, top1-acc=92.81%, top5-acc=99.90%, remaining_time=0:00:01.860954, arrival_time=2021-04-15 03:15:00.680827, cost_time=0:00:58.930151 2021-04-15 03:15:00,469 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.2089, top1-acc=92.79%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:00.469501, cost_time=0:01:00.579717 2021-04-15 03:15:01,525 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.21ms, fps=2430 images/s, loss=0.3569, top1-acc=87.85%, top5-acc=99.61%, remaining_time=0:00:03.160980, arrival_time=2021-04-15 03:15:04.686213, cost_time=0:00:01.053662 2021-04-15 03:15:02,461 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.31ms, fps=2735 images/s, loss=0.3899, top1-acc=87.11%, top5-acc=99.55%, remaining_time=0:00:01.990120, arrival_time=2021-04-15 03:15:04.451795, cost_time=0:00:01.990119 2021-04-15 03:15:03,400 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.33ms, fps=2729 images/s, loss=0.4000, top1-acc=86.97%, top5-acc=99.48%, remaining_time=0:00:00.976190, arrival_time=2021-04-15 03:15:04.376429, cost_time=0:00:02.928566 2021-04-15 03:15:04,254 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.06ms, fps=2716 images/s, loss=0.3906, top1-acc=87.27%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:04.254834, cost_time=0:00:03.783311 2021-04-15 03:15:04,534 INFO : Epoch=0112 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:34:53.567968, arrival_time=2021-04-15 04:49:58.102049, cost_time=2:00:46.359260 2021-04-15 03:15:04,535 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 03:15:07,781 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=2.10ms, fps=789 images/s, loss=0.1939, top1-acc=93.16%, top5-acc=99.77%, remaining_time=0:01:00.367602, arrival_time=2021-04-15 03:16:08.148780, cost_time=0:00:03.245568 2021-04-15 03:15:10,878 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.1897, top1-acc=93.40%, top5-acc=99.86%, remaining_time=0:00:55.820864, arrival_time=2021-04-15 03:16:06.699732, cost_time=0:00:06.343283 2021-04-15 03:15:13,971 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.1853, top1-acc=93.61%, top5-acc=99.87%, remaining_time=0:00:52.211648, arrival_time=2021-04-15 03:16:06.183067, cost_time=0:00:09.435829 2021-04-15 03:15:17,066 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.1881, top1-acc=93.46%, top5-acc=99.86%, remaining_time=0:00:48.870432, arrival_time=2021-04-15 03:16:05.937028, cost_time=0:00:12.530878 2021-04-15 03:15:20,163 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=2.09ms, fps=827 images/s, loss=0.1886, top1-acc=93.47%, top5-acc=99.86%, remaining_time=0:00:45.632592, arrival_time=2021-04-15 03:16:05.795804, cost_time=0:00:15.627624 2021-04-15 03:15:23,252 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.1890, top1-acc=93.49%, top5-acc=99.87%, remaining_time=0:00:42.424656, arrival_time=2021-04-15 03:16:05.677147, cost_time=0:00:18.716788 2021-04-15 03:15:26,339 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1930, top1-acc=93.33%, top5-acc=99.87%, remaining_time=0:00:39.245850, arrival_time=2021-04-15 03:16:05.584743, cost_time=0:00:21.803256 2021-04-15 03:15:29,426 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=2.13ms, fps=829 images/s, loss=0.1921, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:36.091312, arrival_time=2021-04-15 03:16:05.517486, cost_time=0:00:24.890579 2021-04-15 03:15:32,516 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.1936, top1-acc=93.26%, top5-acc=99.89%, remaining_time=0:00:32.955506, arrival_time=2021-04-15 03:16:05.472189, cost_time=0:00:27.981090 2021-04-15 03:15:35,608 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.93ms, fps=828 images/s, loss=0.1948, top1-acc=93.23%, top5-acc=99.89%, remaining_time=0:00:29.830368, arrival_time=2021-04-15 03:16:05.439250, cost_time=0:00:31.073264 2021-04-15 03:15:38,697 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.1948, top1-acc=93.21%, top5-acc=99.90%, remaining_time=0:00:26.708418, arrival_time=2021-04-15 03:16:05.405922, cost_time=0:00:34.161914 2021-04-15 03:15:41,782 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.1952, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:23.589792, arrival_time=2021-04-15 03:16:05.372432, cost_time=0:00:37.247063 2021-04-15 03:15:44,866 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.86ms, fps=830 images/s, loss=0.1964, top1-acc=93.18%, top5-acc=99.90%, remaining_time=0:00:20.475576, arrival_time=2021-04-15 03:16:05.341886, cost_time=0:00:40.330735 2021-04-15 03:15:47,951 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.1962, top1-acc=93.20%, top5-acc=99.90%, remaining_time=0:00:17.366160, arrival_time=2021-04-15 03:16:05.317176, cost_time=0:00:43.415393 2021-04-15 03:15:51,034 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.90ms, fps=830 images/s, loss=0.1965, top1-acc=93.17%, top5-acc=99.91%, remaining_time=0:00:14.259632, arrival_time=2021-04-15 03:16:05.294052, cost_time=0:00:46.498846 2021-04-15 03:15:54,114 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1957, top1-acc=93.21%, top5-acc=99.91%, remaining_time=0:00:11.155176, arrival_time=2021-04-15 03:16:05.269277, cost_time=0:00:49.578586 2021-04-15 03:15:57,201 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1951, top1-acc=93.19%, top5-acc=99.91%, remaining_time=0:00:08.054800, arrival_time=2021-04-15 03:16:05.256367, cost_time=0:00:52.665980 2021-04-15 03:16:00,286 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1971, top1-acc=93.12%, top5-acc=99.91%, remaining_time=0:00:04.955616, arrival_time=2021-04-15 03:16:05.241850, cost_time=0:00:55.750609 2021-04-15 03:16:03,380 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.81ms, fps=827 images/s, loss=0.1978, top1-acc=93.12%, top5-acc=99.91%, remaining_time=0:00:01.858266, arrival_time=2021-04-15 03:16:05.239023, cost_time=0:00:58.845153 2021-04-15 03:16:05,022 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.1993, top1-acc=93.08%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:05.022693, cost_time=0:01:00.487125 2021-04-15 03:16:06,100 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.33ms, fps=2378 images/s, loss=0.3861, top1-acc=87.07%, top5-acc=99.49%, remaining_time=0:00:03.229260, arrival_time=2021-04-15 03:16:09.330181, cost_time=0:00:01.076421 2021-04-15 03:16:07,041 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.43ms, fps=2724 images/s, loss=0.3867, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:02.016660, arrival_time=2021-04-15 03:16:09.057912, cost_time=0:00:02.016664 2021-04-15 03:16:07,978 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.37ms, fps=2733 images/s, loss=0.3894, top1-acc=87.47%, top5-acc=99.58%, remaining_time=0:00:00.984650, arrival_time=2021-04-15 03:16:08.963077, cost_time=0:00:02.953938 2021-04-15 03:16:08,833 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=2714 images/s, loss=0.4105, top1-acc=87.15%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:08.833582, cost_time=0:00:03.809044 2021-04-15 03:16:09,109 INFO : Epoch=0113 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:33:48.772371, arrival_time=2021-04-15 04:49:57.881429, cost_time=2:01:50.934227 2021-04-15 03:16:09,110 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 03:16:12,413 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.54ms, fps=775 images/s, loss=0.1938, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:01:01.430034, arrival_time=2021-04-15 03:17:13.843476, cost_time=0:00:03.302694 2021-04-15 03:16:15,512 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.40ms, fps=826 images/s, loss=0.1892, top1-acc=93.61%, top5-acc=99.84%, remaining_time=0:00:56.336016, arrival_time=2021-04-15 03:17:11.848609, cost_time=0:00:06.401829 2021-04-15 03:16:18,603 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.1845, top1-acc=93.70%, top5-acc=99.87%, remaining_time=0:00:52.527214, arrival_time=2021-04-15 03:17:11.130841, cost_time=0:00:09.492867 2021-04-15 03:16:21,703 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.58ms, fps=826 images/s, loss=0.1857, top1-acc=93.69%, top5-acc=99.87%, remaining_time=0:00:49.110204, arrival_time=2021-04-15 03:17:10.813311, cost_time=0:00:12.592367 2021-04-15 03:16:24,808 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.1853, top1-acc=93.71%, top5-acc=99.87%, remaining_time=0:00:45.837430, arrival_time=2021-04-15 03:17:10.645920, cost_time=0:00:15.697732 2021-04-15 03:16:27,897 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1833, top1-acc=93.72%, top5-acc=99.88%, remaining_time=0:00:42.582824, arrival_time=2021-04-15 03:17:10.480196, cost_time=0:00:18.786560 2021-04-15 03:16:30,981 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1842, top1-acc=93.72%, top5-acc=99.89%, remaining_time=0:00:39.367692, arrival_time=2021-04-15 03:17:10.349356, cost_time=0:00:21.870909 2021-04-15 03:16:34,073 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.1862, top1-acc=93.62%, top5-acc=99.88%, remaining_time=0:00:36.195248, arrival_time=2021-04-15 03:17:10.268222, cost_time=0:00:24.962237 2021-04-15 03:16:37,166 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=2.12ms, fps=828 images/s, loss=0.1881, top1-acc=93.57%, top5-acc=99.87%, remaining_time=0:00:33.042956, arrival_time=2021-04-15 03:17:10.209014, cost_time=0:00:28.055315 2021-04-15 03:16:40,262 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.1877, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:29.905248, arrival_time=2021-04-15 03:17:10.167201, cost_time=0:00:31.151275 2021-04-15 03:16:43,360 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.62ms, fps=826 images/s, loss=0.1886, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:26.776702, arrival_time=2021-04-15 03:17:10.136782, cost_time=0:00:34.249321 2021-04-15 03:16:46,452 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.1897, top1-acc=93.47%, top5-acc=99.88%, remaining_time=0:00:23.649680, arrival_time=2021-04-15 03:17:10.101971, cost_time=0:00:37.341626 2021-04-15 03:16:49,545 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1913, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:20.528112, arrival_time=2021-04-15 03:17:10.073041, cost_time=0:00:40.434158 2021-04-15 03:16:52,632 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.27ms, fps=829 images/s, loss=0.1939, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:00:17.408608, arrival_time=2021-04-15 03:17:10.040759, cost_time=0:00:43.521492 2021-04-15 03:16:55,719 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.1952, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:14.293396, arrival_time=2021-04-15 03:17:10.013169, cost_time=0:00:46.608962 2021-04-15 03:16:58,803 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1961, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:11.180916, arrival_time=2021-04-15 03:17:09.984496, cost_time=0:00:49.692904 2021-04-15 03:17:01,887 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1965, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:08.071804, arrival_time=2021-04-15 03:17:09.959587, cost_time=0:00:52.777124 2021-04-15 03:17:04,984 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.71ms, fps=827 images/s, loss=0.1966, top1-acc=93.23%, top5-acc=99.87%, remaining_time=0:00:04.966544, arrival_time=2021-04-15 03:17:09.950971, cost_time=0:00:55.873676 2021-04-15 03:17:08,077 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.28ms, fps=828 images/s, loss=0.1969, top1-acc=93.23%, top5-acc=99.87%, remaining_time=0:00:01.862118, arrival_time=2021-04-15 03:17:09.939893, cost_time=0:00:58.967101 2021-04-15 03:17:09,726 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.1980, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:09.726060, cost_time=0:01:00.615399 2021-04-15 03:17:10,774 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.20ms, fps=2447 images/s, loss=0.3482, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:03.138420, arrival_time=2021-04-15 03:17:13.912458, cost_time=0:00:01.046142 2021-04-15 03:17:11,711 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.27ms, fps=2732 images/s, loss=0.3561, top1-acc=87.91%, top5-acc=99.69%, remaining_time=0:00:01.983600, arrival_time=2021-04-15 03:17:13.695085, cost_time=0:00:01.983607 2021-04-15 03:17:12,648 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.38ms, fps=2732 images/s, loss=0.3671, top1-acc=87.59%, top5-acc=99.61%, remaining_time=0:00:00.973680, arrival_time=2021-04-15 03:17:13.622589, cost_time=0:00:02.921038 2021-04-15 03:17:13,505 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.08ms, fps=2710 images/s, loss=0.3615, top1-acc=87.69%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:13.505431, cost_time=0:00:03.777588 2021-04-15 03:17:13,759 INFO : Epoch=0114 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:32:44.037202, arrival_time=2021-04-15 04:49:57.796221, cost_time=2:02:55.584198 2021-04-15 03:17:13,760 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 03:17:17,029 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.34ms, fps=783 images/s, loss=0.2065, top1-acc=93.36%, top5-acc=99.80%, remaining_time=0:01:00.799680, arrival_time=2021-04-15 03:18:17.828918, cost_time=0:00:03.268801 2021-04-15 03:17:20,120 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.2049, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:00:55.967824, arrival_time=2021-04-15 03:18:16.088173, cost_time=0:00:06.359974 2021-04-15 03:17:23,197 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.1978, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:52.220446, arrival_time=2021-04-15 03:18:15.418240, cost_time=0:00:09.437438 2021-04-15 03:17:26,281 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1966, top1-acc=93.51%, top5-acc=99.88%, remaining_time=0:00:48.832836, arrival_time=2021-04-15 03:18:15.114425, cost_time=0:00:12.521222 2021-04-15 03:17:29,366 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1967, top1-acc=93.56%, top5-acc=99.87%, remaining_time=0:00:45.568352, arrival_time=2021-04-15 03:18:14.934331, cost_time=0:00:15.605619 2021-04-15 03:17:32,461 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.1955, top1-acc=93.60%, top5-acc=99.87%, remaining_time=0:00:42.389840, arrival_time=2021-04-15 03:18:14.851658, cost_time=0:00:18.701393 2021-04-15 03:17:35,543 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1943, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:39.209184, arrival_time=2021-04-15 03:18:14.752394, cost_time=0:00:21.782847 2021-04-15 03:17:38,624 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.1941, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:36.052568, arrival_time=2021-04-15 03:18:14.676730, cost_time=0:00:24.863815 2021-04-15 03:17:41,713 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.82ms, fps=829 images/s, loss=0.1944, top1-acc=93.50%, top5-acc=99.87%, remaining_time=0:00:32.922010, arrival_time=2021-04-15 03:18:14.635031, cost_time=0:00:27.952659 2021-04-15 03:17:44,810 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.34ms, fps=827 images/s, loss=0.1948, top1-acc=93.50%, top5-acc=99.86%, remaining_time=0:00:29.808384, arrival_time=2021-04-15 03:18:14.619122, cost_time=0:00:31.050373 2021-04-15 03:17:47,903 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.60ms, fps=828 images/s, loss=0.1921, top1-acc=93.56%, top5-acc=99.87%, remaining_time=0:00:26.693368, arrival_time=2021-04-15 03:18:14.596437, cost_time=0:00:34.142630 2021-04-15 03:17:50,997 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.31ms, fps=828 images/s, loss=0.1919, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:23.583256, arrival_time=2021-04-15 03:18:14.580300, cost_time=0:00:37.236675 2021-04-15 03:17:54,088 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.1908, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:00:20.474322, arrival_time=2021-04-15 03:18:14.562842, cost_time=0:00:40.328153 2021-04-15 03:17:57,182 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.1890, top1-acc=93.66%, top5-acc=99.88%, remaining_time=0:00:17.368792, arrival_time=2021-04-15 03:18:14.551092, cost_time=0:00:43.421943 2021-04-15 03:18:00,275 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.1895, top1-acc=93.62%, top5-acc=99.87%, remaining_time=0:00:14.264508, arrival_time=2021-04-15 03:18:14.539523, cost_time=0:00:46.514654 2021-04-15 03:18:03,363 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.95ms, fps=829 images/s, loss=0.1897, top1-acc=93.61%, top5-acc=99.86%, remaining_time=0:00:11.160684, arrival_time=2021-04-15 03:18:14.524230, cost_time=0:00:49.603104 2021-04-15 03:18:06,453 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.1916, top1-acc=93.54%, top5-acc=99.86%, remaining_time=0:00:08.058960, arrival_time=2021-04-15 03:18:14.512481, cost_time=0:00:52.693126 2021-04-15 03:18:09,532 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.28ms, fps=832 images/s, loss=0.1934, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:04.957520, arrival_time=2021-04-15 03:18:14.490082, cost_time=0:00:55.772185 2021-04-15 03:18:12,623 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.28ms, fps=828 images/s, loss=0.1955, top1-acc=93.36%, top5-acc=99.85%, remaining_time=0:00:01.858848, arrival_time=2021-04-15 03:18:14.482795, cost_time=0:00:58.863591 2021-04-15 03:18:14,267 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.14ms, fps=828 images/s, loss=0.1958, top1-acc=93.35%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:14.267761, cost_time=0:01:00.507432 2021-04-15 03:18:15,323 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.35ms, fps=2428 images/s, loss=0.4038, top1-acc=86.52%, top5-acc=99.49%, remaining_time=0:00:03.162630, arrival_time=2021-04-15 03:18:18.486180, cost_time=0:00:01.054207 2021-04-15 03:18:16,259 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.19ms, fps=2736 images/s, loss=0.3892, top1-acc=87.21%, top5-acc=99.55%, remaining_time=0:00:01.990060, arrival_time=2021-04-15 03:18:18.249444, cost_time=0:00:01.990062 2021-04-15 03:18:17,195 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.24ms, fps=2735 images/s, loss=0.3912, top1-acc=87.23%, top5-acc=99.52%, remaining_time=0:00:00.975440, arrival_time=2021-04-15 03:18:18.171075, cost_time=0:00:02.926311 2021-04-15 03:18:18,044 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=2733 images/s, loss=0.3903, top1-acc=87.23%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:18.044832, cost_time=0:00:03.775533 2021-04-15 03:18:18,289 INFO : Epoch=0115 complete, best val top1-acc=88.69%, top5-acc=99.67% (epoch=109), remaining_time=1:31:39.215505, arrival_time=2021-04-15 04:49:57.505409, cost_time=2:04:00.115087 2021-04-15 03:18:18,291 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 03:18:21,542 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.57ms, fps=787 images/s, loss=0.1882, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:01:00.466926, arrival_time=2021-04-15 03:19:22.009158, cost_time=0:00:03.250908 2021-04-15 03:18:24,637 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.1769, top1-acc=93.81%, top5-acc=99.96%, remaining_time=0:00:55.845328, arrival_time=2021-04-15 03:19:20.482815, cost_time=0:00:06.346055 2021-04-15 03:18:27,736 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.50ms, fps=826 images/s, loss=0.1720, top1-acc=93.87%, top5-acc=99.95%, remaining_time=0:00:52.260784, arrival_time=2021-04-15 03:19:19.996853, cost_time=0:00:09.444731 2021-04-15 03:18:30,833 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.92ms, fps=827 images/s, loss=0.1687, top1-acc=94.09%, top5-acc=99.95%, remaining_time=0:00:48.915672, arrival_time=2021-04-15 03:19:19.749510, cost_time=0:00:12.542468 2021-04-15 03:18:33,927 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.1701, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:45.658142, arrival_time=2021-04-15 03:19:19.585822, cost_time=0:00:15.636348 2021-04-15 03:18:37,023 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.63ms, fps=827 images/s, loss=0.1737, top1-acc=94.08%, top5-acc=99.92%, remaining_time=0:00:42.459064, arrival_time=2021-04-15 03:19:19.482347, cost_time=0:00:18.731940 2021-04-15 03:18:40,115 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.96ms, fps=828 images/s, loss=0.1757, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:39.282642, arrival_time=2021-04-15 03:19:19.397634, cost_time=0:00:21.823664 2021-04-15 03:18:43,205 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.1767, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:36.125880, arrival_time=2021-04-15 03:19:19.331499, cost_time=0:00:24.914364 2021-04-15 03:18:46,294 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1767, top1-acc=94.02%, top5-acc=99.90%, remaining_time=0:00:32.981794, arrival_time=2021-04-15 03:19:19.276553, cost_time=0:00:28.003433 2021-04-15 03:18:49,382 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1783, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:29.847360, arrival_time=2021-04-15 03:19:19.229752, cost_time=0:00:31.090979 2021-04-15 03:18:52,480 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.1802, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:26.729746, arrival_time=2021-04-15 03:19:19.210221, cost_time=0:00:34.189218 2021-04-15 03:18:55,573 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.01ms, fps=828 images/s, loss=0.1816, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:23.612060, arrival_time=2021-04-15 03:19:19.185538, cost_time=0:00:37.282159 2021-04-15 03:18:58,665 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.26ms, fps=828 images/s, loss=0.1814, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:20.497752, arrival_time=2021-04-15 03:19:19.163363, cost_time=0:00:40.374347 2021-04-15 03:19:01,756 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.1838, top1-acc=93.76%, top5-acc=99.90%, remaining_time=0:00:17.386208, arrival_time=2021-04-15 03:19:19.143043, cost_time=0:00:43.465583 2021-04-15 03:19:04,851 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.1863, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:14.278400, arrival_time=2021-04-15 03:19:19.129765, cost_time=0:00:46.560025 2021-04-15 03:19:07,944 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.1879, top1-acc=93.60%, top5-acc=99.90%, remaining_time=0:00:11.171952, arrival_time=2021-04-15 03:19:19.116375, cost_time=0:00:49.653175 2021-04-15 03:19:11,037 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.1905, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:08.067124, arrival_time=2021-04-15 03:19:19.105008, cost_time=0:00:52.746646 2021-04-15 03:19:14,133 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.1913, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:04.963712, arrival_time=2021-04-15 03:19:19.096891, cost_time=0:00:55.841847 2021-04-15 03:19:17,228 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.1930, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:01.861158, arrival_time=2021-04-15 03:19:19.089122, cost_time=0:00:58.936721 2021-04-15 03:19:18,878 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.28ms, fps=824 images/s, loss=0.1942, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:18.878925, cost_time=0:01:00.587688 2021-04-15 03:19:19,924 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.03ms, fps=2451 images/s, loss=0.3686, top1-acc=88.75%, top5-acc=99.49%, remaining_time=0:00:03.132990, arrival_time=2021-04-15 03:19:23.057893, cost_time=0:00:01.044328 2021-04-15 03:19:20,859 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.32ms, fps=2741 images/s, loss=0.3701, top1-acc=88.40%, top5-acc=99.59%, remaining_time=0:00:01.978720, arrival_time=2021-04-15 03:19:22.838017, cost_time=0:00:01.978723 2021-04-15 03:19:21,796 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.24ms, fps=2733 images/s, loss=0.3504, top1-acc=88.91%, top5-acc=99.64%, remaining_time=0:00:00.971920, arrival_time=2021-04-15 03:19:22.768316, cost_time=0:00:02.915753 2021-04-15 03:19:22,649 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=2722 images/s, loss=0.3502, top1-acc=88.76%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:22.649228, cost_time=0:00:03.768682 2021-04-15 03:19:23,174 INFO : Epoch=0116 complete, best val top1-acc=88.76%, top5-acc=99.56% (epoch=116), remaining_time=1:30:34.654848, arrival_time=2021-04-15 04:49:57.829239, cost_time=2:05:04.999533 2021-04-15 03:19:23,175 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 03:19:26,467 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.36ms, fps=778 images/s, loss=0.2111, top1-acc=92.97%, top5-acc=99.88%, remaining_time=0:01:01.228410, arrival_time=2021-04-15 03:20:27.696207, cost_time=0:00:03.291853 2021-04-15 03:19:29,557 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.2041, top1-acc=93.12%, top5-acc=99.90%, remaining_time=0:00:56.160896, arrival_time=2021-04-15 03:20:25.718755, cost_time=0:00:06.381927 2021-04-15 03:19:32,644 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1918, top1-acc=93.50%, top5-acc=99.92%, remaining_time=0:00:52.391592, arrival_time=2021-04-15 03:20:25.035904, cost_time=0:00:09.468370 2021-04-15 03:19:35,727 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.1885, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:48.950772, arrival_time=2021-04-15 03:20:24.678243, cost_time=0:00:12.551483 2021-04-15 03:19:38,805 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.1847, top1-acc=93.69%, top5-acc=99.92%, remaining_time=0:00:45.639308, arrival_time=2021-04-15 03:20:24.445144, cost_time=0:00:15.629905 2021-04-15 03:19:41,884 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.1857, top1-acc=93.61%, top5-acc=99.91%, remaining_time=0:00:42.405072, arrival_time=2021-04-15 03:20:24.289091, cost_time=0:00:18.708090 2021-04-15 03:19:44,970 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1841, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:39.229596, arrival_time=2021-04-15 03:20:24.199729, cost_time=0:00:21.794202 2021-04-15 03:19:48,054 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.1855, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:36.073912, arrival_time=2021-04-15 03:20:24.128390, cost_time=0:00:24.878542 2021-04-15 03:19:51,138 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1853, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:32.933988, arrival_time=2021-04-15 03:20:24.072840, cost_time=0:00:27.962837 2021-04-15 03:19:54,221 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1860, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:29.803296, arrival_time=2021-04-15 03:20:24.024343, cost_time=0:00:31.045106 2021-04-15 03:19:57,303 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.1876, top1-acc=93.43%, top5-acc=99.91%, remaining_time=0:00:26.681242, arrival_time=2021-04-15 03:20:23.984374, cost_time=0:00:34.127208 2021-04-15 03:20:00,387 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1874, top1-acc=93.47%, top5-acc=99.91%, remaining_time=0:00:23.567144, arrival_time=2021-04-15 03:20:23.954340, cost_time=0:00:37.211257 2021-04-15 03:20:03,471 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1873, top1-acc=93.45%, top5-acc=99.92%, remaining_time=0:00:20.457756, arrival_time=2021-04-15 03:20:23.929200, cost_time=0:00:40.295515 2021-04-15 03:20:06,554 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.1885, top1-acc=93.43%, top5-acc=99.91%, remaining_time=0:00:17.351376, arrival_time=2021-04-15 03:20:23.905961, cost_time=0:00:43.378463 2021-04-15 03:20:09,647 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.1892, top1-acc=93.41%, top5-acc=99.91%, remaining_time=0:00:14.251168, arrival_time=2021-04-15 03:20:23.898272, cost_time=0:00:46.471135 2021-04-15 03:20:12,752 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.38ms, fps=824 images/s, loss=0.1897, top1-acc=93.37%, top5-acc=99.91%, remaining_time=0:00:11.154816, arrival_time=2021-04-15 03:20:23.907692, cost_time=0:00:49.576923 2021-04-15 03:20:15,846 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1902, top1-acc=93.33%, top5-acc=99.91%, remaining_time=0:00:08.055502, arrival_time=2021-04-15 03:20:23.901980, cost_time=0:00:52.670536 2021-04-15 03:20:18,934 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.1908, top1-acc=93.32%, top5-acc=99.90%, remaining_time=0:00:04.956288, arrival_time=2021-04-15 03:20:23.890381, cost_time=0:00:55.758171 2021-04-15 03:20:22,019 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1910, top1-acc=93.34%, top5-acc=99.91%, remaining_time=0:00:01.858218, arrival_time=2021-04-15 03:20:23.877749, cost_time=0:00:58.843603 2021-04-15 03:20:23,666 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.1908, top1-acc=93.35%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:23.666348, cost_time=0:01:00.490423 2021-04-15 03:20:24,725 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.26ms, fps=2420 images/s, loss=0.3346, top1-acc=88.09%, top5-acc=99.84%, remaining_time=0:00:03.173010, arrival_time=2021-04-15 03:20:27.898749, cost_time=0:00:01.057667 2021-04-15 03:20:25,661 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.26ms, fps=2737 images/s, loss=0.3369, top1-acc=88.34%, top5-acc=99.67%, remaining_time=0:00:01.993480, arrival_time=2021-04-15 03:20:27.655019, cost_time=0:00:01.993487 2021-04-15 03:20:26,596 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.23ms, fps=2739 images/s, loss=0.3455, top1-acc=88.23%, top5-acc=99.62%, remaining_time=0:00:00.976160, arrival_time=2021-04-15 03:20:27.572702, cost_time=0:00:02.928473 2021-04-15 03:20:27,448 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.3501, top1-acc=88.51%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:27.448428, cost_time=0:00:03.780396 2021-04-15 03:20:27,718 INFO : Epoch=0117 complete, best val top1-acc=88.76%, top5-acc=99.56% (epoch=116), remaining_time=1:29:29.847348, arrival_time=2021-04-15 04:49:57.566027, cost_time=2:06:09.543842 2021-04-15 03:20:27,720 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 03:20:30,956 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.25ms, fps=791 images/s, loss=0.1838, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:01:00.190716, arrival_time=2021-04-15 03:21:31.147401, cost_time=0:00:03.236062 2021-04-15 03:20:34,038 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.1698, top1-acc=94.24%, top5-acc=99.90%, remaining_time=0:00:55.595408, arrival_time=2021-04-15 03:21:29.633814, cost_time=0:00:06.317652 2021-04-15 03:20:37,122 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1722, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:52.022242, arrival_time=2021-04-15 03:21:29.144625, cost_time=0:00:09.401611 2021-04-15 03:20:40,207 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1787, top1-acc=93.79%, top5-acc=99.93%, remaining_time=0:00:48.699924, arrival_time=2021-04-15 03:21:28.907720, cost_time=0:00:12.487147 2021-04-15 03:20:43,293 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1774, top1-acc=93.89%, top5-acc=99.93%, remaining_time=0:00:45.472138, arrival_time=2021-04-15 03:21:28.765441, cost_time=0:00:15.572656 2021-04-15 03:20:46,393 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.1782, top1-acc=93.84%, top5-acc=99.94%, remaining_time=0:00:42.325104, arrival_time=2021-04-15 03:21:28.718616, cost_time=0:00:18.672867 2021-04-15 03:20:49,477 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1796, top1-acc=93.79%, top5-acc=99.94%, remaining_time=0:00:39.162816, arrival_time=2021-04-15 03:21:28.640626, cost_time=0:00:21.757129 2021-04-15 03:20:52,568 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.1787, top1-acc=93.82%, top5-acc=99.94%, remaining_time=0:00:36.029252, arrival_time=2021-04-15 03:21:28.597649, cost_time=0:00:24.847748 2021-04-15 03:20:55,655 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1808, top1-acc=93.77%, top5-acc=99.93%, remaining_time=0:00:32.900492, arrival_time=2021-04-15 03:21:28.555601, cost_time=0:00:27.934366 2021-04-15 03:20:58,741 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1824, top1-acc=93.70%, top5-acc=99.93%, remaining_time=0:00:29.779776, arrival_time=2021-04-15 03:21:28.520908, cost_time=0:00:31.020550 2021-04-15 03:21:01,839 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.1830, top1-acc=93.73%, top5-acc=99.93%, remaining_time=0:00:26.674706, arrival_time=2021-04-15 03:21:28.514135, cost_time=0:00:34.118780 2021-04-15 03:21:04,932 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.1826, top1-acc=93.78%, top5-acc=99.93%, remaining_time=0:00:23.567828, arrival_time=2021-04-15 03:21:28.500774, cost_time=0:00:37.212378 2021-04-15 03:21:08,014 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.1827, top1-acc=93.74%, top5-acc=99.93%, remaining_time=0:00:20.456700, arrival_time=2021-04-15 03:21:28.470831, cost_time=0:00:40.293491 2021-04-15 03:21:11,097 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1843, top1-acc=93.68%, top5-acc=99.93%, remaining_time=0:00:17.350816, arrival_time=2021-04-15 03:21:28.448360, cost_time=0:00:43.376974 2021-04-15 03:21:14,176 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.87ms, fps=832 images/s, loss=0.1853, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:00:14.246384, arrival_time=2021-04-15 03:21:28.422567, cost_time=0:00:46.455557 2021-04-15 03:21:17,261 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1846, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:11.146572, arrival_time=2021-04-15 03:21:28.407522, cost_time=0:00:49.540371 2021-04-15 03:21:20,346 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.1855, top1-acc=93.64%, top5-acc=99.93%, remaining_time=0:00:08.048586, arrival_time=2021-04-15 03:21:28.394608, cost_time=0:00:52.625454 2021-04-15 03:21:23,427 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.28ms, fps=831 images/s, loss=0.1861, top1-acc=93.60%, top5-acc=99.93%, remaining_time=0:00:04.951760, arrival_time=2021-04-15 03:21:28.379661, cost_time=0:00:55.707258 2021-04-15 03:21:26,509 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.01ms, fps=831 images/s, loss=0.1867, top1-acc=93.57%, top5-acc=99.93%, remaining_time=0:00:01.856496, arrival_time=2021-04-15 03:21:28.366061, cost_time=0:00:58.788985 2021-04-15 03:21:28,153 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.29ms, fps=828 images/s, loss=0.1860, top1-acc=93.59%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:28.153175, cost_time=0:01:00.432609 2021-04-15 03:21:29,204 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.38ms, fps=2440 images/s, loss=0.3353, top1-acc=89.22%, top5-acc=99.49%, remaining_time=0:00:03.147630, arrival_time=2021-04-15 03:21:32.351867, cost_time=0:00:01.049212 2021-04-15 03:21:30,142 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.39ms, fps=2730 images/s, loss=0.3288, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:01.987380, arrival_time=2021-04-15 03:21:32.129783, cost_time=0:00:01.987377 2021-04-15 03:21:31,083 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.63ms, fps=2720 images/s, loss=0.3354, top1-acc=88.87%, top5-acc=99.61%, remaining_time=0:00:00.976240, arrival_time=2021-04-15 03:21:32.059974, cost_time=0:00:02.928724 2021-04-15 03:21:31,936 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.05ms, fps=2722 images/s, loss=0.3444, top1-acc=88.83%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:31.936225, cost_time=0:00:03.781236 2021-04-15 03:21:32,441 INFO : Epoch=0118 complete, best val top1-acc=88.83%, top5-acc=99.58% (epoch=118), remaining_time=1:28:25.168514, arrival_time=2021-04-15 04:49:57.610240, cost_time=2:07:14.266893 2021-04-15 03:21:32,443 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 03:21:35,701 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.37ms, fps=786 images/s, loss=0.1999, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:01:00.583548, arrival_time=2021-04-15 03:22:36.284702, cost_time=0:00:03.257180 2021-04-15 03:21:38,788 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.1766, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:55.830720, arrival_time=2021-04-15 03:22:34.619115, cost_time=0:00:06.344407 2021-04-15 03:21:41,875 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.28ms, fps=829 images/s, loss=0.1728, top1-acc=94.15%, top5-acc=99.88%, remaining_time=0:00:52.189902, arrival_time=2021-04-15 03:22:34.065674, cost_time=0:00:09.431905 2021-04-15 03:21:44,967 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1693, top1-acc=94.18%, top5-acc=99.89%, remaining_time=0:00:48.840792, arrival_time=2021-04-15 03:22:33.807959, cost_time=0:00:12.523299 2021-04-15 03:21:48,050 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1741, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:00:45.572440, arrival_time=2021-04-15 03:22:33.623317, cost_time=0:00:15.607018 2021-04-15 03:21:51,132 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1714, top1-acc=93.98%, top5-acc=99.89%, remaining_time=0:00:42.359784, arrival_time=2021-04-15 03:22:33.491812, cost_time=0:00:18.688168 2021-04-15 03:21:54,219 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1739, top1-acc=93.84%, top5-acc=99.89%, remaining_time=0:00:39.196458, arrival_time=2021-04-15 03:22:33.416142, cost_time=0:00:21.775826 2021-04-15 03:21:57,299 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.97ms, fps=831 images/s, loss=0.1734, top1-acc=93.86%, top5-acc=99.89%, remaining_time=0:00:36.040040, arrival_time=2021-04-15 03:22:33.339135, cost_time=0:00:24.855240 2021-04-15 03:22:00,384 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1755, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:32.907382, arrival_time=2021-04-15 03:22:33.291394, cost_time=0:00:27.940212 2021-04-15 03:22:03,474 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.1772, top1-acc=93.73%, top5-acc=99.90%, remaining_time=0:00:29.788992, arrival_time=2021-04-15 03:22:33.263044, cost_time=0:00:31.030169 2021-04-15 03:22:06,555 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.29ms, fps=831 images/s, loss=0.1756, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:26.669030, arrival_time=2021-04-15 03:22:33.224388, cost_time=0:00:34.111577 2021-04-15 03:22:09,640 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.68ms, fps=830 images/s, loss=0.1788, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:23.557568, arrival_time=2021-04-15 03:22:33.197643, cost_time=0:00:37.196169 2021-04-15 03:22:12,731 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.1807, top1-acc=93.65%, top5-acc=99.91%, remaining_time=0:00:20.453994, arrival_time=2021-04-15 03:22:33.185904, cost_time=0:00:40.288134 2021-04-15 03:22:15,813 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.1810, top1-acc=93.64%, top5-acc=99.91%, remaining_time=0:00:17.347848, arrival_time=2021-04-15 03:22:33.161360, cost_time=0:00:43.369567 2021-04-15 03:22:18,896 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1816, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:14.245602, arrival_time=2021-04-15 03:22:33.142486, cost_time=0:00:46.453086 2021-04-15 03:22:21,977 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.1813, top1-acc=93.63%, top5-acc=99.90%, remaining_time=0:00:11.145168, arrival_time=2021-04-15 03:22:33.123050, cost_time=0:00:49.534101 2021-04-15 03:22:25,060 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1840, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:08.047260, arrival_time=2021-04-15 03:22:33.107761, cost_time=0:00:52.616708 2021-04-15 03:22:28,144 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.1840, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:04.951200, arrival_time=2021-04-15 03:22:33.096084, cost_time=0:00:55.701014 2021-04-15 03:22:31,227 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.15ms, fps=831 images/s, loss=0.1853, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:01.856328, arrival_time=2021-04-15 03:22:33.083775, cost_time=0:00:58.783665 2021-04-15 03:22:32,869 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.30ms, fps=828 images/s, loss=0.1860, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:32.869640, cost_time=0:01:00.425874 2021-04-15 03:22:33,923 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=2434 images/s, loss=0.4214, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:03.155220, arrival_time=2021-04-15 03:22:37.078315, cost_time=0:00:01.051741 2021-04-15 03:22:34,865 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.28ms, fps=2719 images/s, loss=0.4194, top1-acc=86.41%, top5-acc=99.65%, remaining_time=0:00:01.993920, arrival_time=2021-04-15 03:22:36.859170, cost_time=0:00:01.993915 2021-04-15 03:22:35,804 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.30ms, fps=2728 images/s, loss=0.4258, top1-acc=86.22%, top5-acc=99.58%, remaining_time=0:00:00.977580, arrival_time=2021-04-15 03:22:36.781710, cost_time=0:00:02.932752 2021-04-15 03:22:36,658 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=2718 images/s, loss=0.4258, top1-acc=86.48%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:36.658007, cost_time=0:00:03.786743 2021-04-15 03:22:36,902 INFO : Epoch=0119 complete, best val top1-acc=88.83%, top5-acc=99.58% (epoch=118), remaining_time=1:27:20.310228, arrival_time=2021-04-15 04:49:57.212418, cost_time=2:08:18.727371 2021-04-15 03:22:36,903 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 03:22:40,145 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.33ms, fps=790 images/s, loss=0.1857, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:01:00.302874, arrival_time=2021-04-15 03:23:40.448596, cost_time=0:00:03.242092 2021-04-15 03:22:43,237 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.1861, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:55.737792, arrival_time=2021-04-15 03:23:38.975257, cost_time=0:00:06.333844 2021-04-15 03:22:46,329 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.1866, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:52.158694, arrival_time=2021-04-15 03:23:38.488575, cost_time=0:00:09.426272 2021-04-15 03:22:49,414 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.1838, top1-acc=93.67%, top5-acc=99.91%, remaining_time=0:00:48.792744, arrival_time=2021-04-15 03:23:38.207376, cost_time=0:00:12.510973 2021-04-15 03:22:52,505 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1823, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:45.558132, arrival_time=2021-04-15 03:23:38.063917, cost_time=0:00:15.602092 2021-04-15 03:22:55,586 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.1799, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:42.348224, arrival_time=2021-04-15 03:23:37.934899, cost_time=0:00:18.683050 2021-04-15 03:22:58,671 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1794, top1-acc=93.88%, top5-acc=99.89%, remaining_time=0:00:39.181590, arrival_time=2021-04-15 03:23:37.852758, cost_time=0:00:21.767552 2021-04-15 03:23:01,758 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1788, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:36.039692, arrival_time=2021-04-15 03:23:37.798243, cost_time=0:00:24.854936 2021-04-15 03:23:04,837 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.1783, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:32.899538, arrival_time=2021-04-15 03:23:37.736722, cost_time=0:00:27.933575 2021-04-15 03:23:07,920 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1758, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:29.776512, arrival_time=2021-04-15 03:23:37.697374, cost_time=0:00:31.017167 2021-04-15 03:23:11,003 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1765, top1-acc=93.92%, top5-acc=99.91%, remaining_time=0:00:26.660172, arrival_time=2021-04-15 03:23:37.664015, cost_time=0:00:34.100217 2021-04-15 03:23:14,084 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.1786, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:23.548068, arrival_time=2021-04-15 03:23:37.632896, cost_time=0:00:37.181212 2021-04-15 03:23:17,166 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1794, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:20.441058, arrival_time=2021-04-15 03:23:37.607376, cost_time=0:00:40.262706 2021-04-15 03:23:20,246 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1803, top1-acc=93.76%, top5-acc=99.90%, remaining_time=0:00:17.337152, arrival_time=2021-04-15 03:23:37.583581, cost_time=0:00:43.342821 2021-04-15 03:23:23,328 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1817, top1-acc=93.70%, top5-acc=99.91%, remaining_time=0:00:14.236954, arrival_time=2021-04-15 03:23:37.565433, cost_time=0:00:46.424865 2021-04-15 03:23:26,411 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1833, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:11.139336, arrival_time=2021-04-15 03:23:37.551104, cost_time=0:00:49.508082 2021-04-15 03:23:29,495 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.27ms, fps=830 images/s, loss=0.1823, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:08.043412, arrival_time=2021-04-15 03:23:37.538497, cost_time=0:00:52.591462 2021-04-15 03:23:32,579 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1833, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:04.948944, arrival_time=2021-04-15 03:23:37.528204, cost_time=0:00:55.675646 2021-04-15 03:23:35,676 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.1839, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:00:01.855986, arrival_time=2021-04-15 03:23:37.532512, cost_time=0:00:58.772895 2021-04-15 03:23:37,331 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.21ms, fps=822 images/s, loss=0.1833, top1-acc=93.67%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:37.331161, cost_time=0:01:00.427567 2021-04-15 03:23:38,380 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.32ms, fps=2444 images/s, loss=0.4315, top1-acc=86.37%, top5-acc=99.22%, remaining_time=0:00:03.142590, arrival_time=2021-04-15 03:23:41.522930, cost_time=0:00:01.047528 2021-04-15 03:23:39,316 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.21ms, fps=2735 images/s, loss=0.4511, top1-acc=86.11%, top5-acc=99.39%, remaining_time=0:00:01.983880, arrival_time=2021-04-15 03:23:41.300577, cost_time=0:00:01.983889 2021-04-15 03:23:40,251 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.18ms, fps=2739 images/s, loss=0.4456, top1-acc=86.09%, top5-acc=99.43%, remaining_time=0:00:00.972990, arrival_time=2021-04-15 03:23:41.224788, cost_time=0:00:02.918984 2021-04-15 03:23:41,103 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.05ms, fps=2724 images/s, loss=0.4440, top1-acc=86.20%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:41.103914, cost_time=0:00:03.771134 2021-04-15 03:23:41,344 INFO : Epoch=0120 complete, best val top1-acc=88.83%, top5-acc=99.58% (epoch=118), remaining_time=1:26:15.446720, arrival_time=2021-04-15 04:49:56.791652, cost_time=2:09:23.170106 2021-04-15 03:23:41,346 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 03:23:44,618 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.57ms, fps=782 images/s, loss=0.1737, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:01:00.863850, arrival_time=2021-04-15 03:24:45.482727, cost_time=0:00:03.272251 2021-04-15 03:23:47,703 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1716, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:55.935264, arrival_time=2021-04-15 03:24:43.638205, cost_time=0:00:06.356281 2021-04-15 03:23:50,784 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1663, top1-acc=94.14%, top5-acc=99.88%, remaining_time=0:00:52.222272, arrival_time=2021-04-15 03:24:43.006662, cost_time=0:00:09.437775 2021-04-15 03:23:53,868 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.1647, top1-acc=94.25%, top5-acc=99.87%, remaining_time=0:00:48.835176, arrival_time=2021-04-15 03:24:42.703648, cost_time=0:00:12.521860 2021-04-15 03:23:56,956 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.1648, top1-acc=94.15%, top5-acc=99.90%, remaining_time=0:00:45.579594, arrival_time=2021-04-15 03:24:42.535659, cost_time=0:00:15.609433 2021-04-15 03:24:00,039 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1658, top1-acc=94.17%, top5-acc=99.90%, remaining_time=0:00:42.370664, arrival_time=2021-04-15 03:24:42.410250, cost_time=0:00:18.692964 2021-04-15 03:24:03,122 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.26ms, fps=830 images/s, loss=0.1665, top1-acc=94.21%, top5-acc=99.90%, remaining_time=0:00:39.196836, arrival_time=2021-04-15 03:24:42.319479, cost_time=0:00:21.776025 2021-04-15 03:24:06,205 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.1675, top1-acc=94.17%, top5-acc=99.89%, remaining_time=0:00:36.044680, arrival_time=2021-04-15 03:24:42.249718, cost_time=0:00:24.858386 2021-04-15 03:24:09,287 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1714, top1-acc=94.05%, top5-acc=99.89%, remaining_time=0:00:32.907806, arrival_time=2021-04-15 03:24:42.194957, cost_time=0:00:27.940613 2021-04-15 03:24:12,372 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1728, top1-acc=93.98%, top5-acc=99.89%, remaining_time=0:00:29.785056, arrival_time=2021-04-15 03:24:42.157834, cost_time=0:00:31.026059 2021-04-15 03:24:15,458 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1732, top1-acc=93.98%, top5-acc=99.90%, remaining_time=0:00:26.669718, arrival_time=2021-04-15 03:24:42.128651, cost_time=0:00:34.112389 2021-04-15 03:24:18,542 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1740, top1-acc=93.94%, top5-acc=99.90%, remaining_time=0:00:23.557112, arrival_time=2021-04-15 03:24:42.099214, cost_time=0:00:37.195441 2021-04-15 03:24:21,626 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1738, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:20.449902, arrival_time=2021-04-15 03:24:42.076585, cost_time=0:00:40.280140 2021-04-15 03:24:24,713 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.74ms, fps=829 images/s, loss=0.1735, top1-acc=93.95%, top5-acc=99.91%, remaining_time=0:00:17.346840, arrival_time=2021-04-15 03:24:42.060600, cost_time=0:00:43.367042 2021-04-15 03:24:27,799 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.68ms, fps=830 images/s, loss=0.1723, top1-acc=93.99%, top5-acc=99.91%, remaining_time=0:00:14.245464, arrival_time=2021-04-15 03:24:42.044667, cost_time=0:00:46.452653 2021-04-15 03:24:30,882 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1739, top1-acc=93.95%, top5-acc=99.91%, remaining_time=0:00:11.145600, arrival_time=2021-04-15 03:24:42.028209, cost_time=0:00:49.536065 2021-04-15 03:24:33,967 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1753, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:08.047858, arrival_time=2021-04-15 03:24:42.015158, cost_time=0:00:52.620679 2021-04-15 03:24:37,059 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1763, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:04.952240, arrival_time=2021-04-15 03:24:42.011512, cost_time=0:00:55.712720 2021-04-15 03:24:40,143 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1768, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:01.856730, arrival_time=2021-04-15 03:24:41.999684, cost_time=0:00:58.796373 2021-04-15 03:24:41,788 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.27ms, fps=827 images/s, loss=0.1775, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:41.788553, cost_time=0:01:00.441979 2021-04-15 03:24:42,874 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.20ms, fps=2362 images/s, loss=0.3084, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:03.251820, arrival_time=2021-04-15 03:24:46.126071, cost_time=0:00:01.083937 2021-04-15 03:24:43,812 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.28ms, fps=2731 images/s, loss=0.3157, top1-acc=89.45%, top5-acc=99.71%, remaining_time=0:00:02.021620, arrival_time=2021-04-15 03:24:45.833609, cost_time=0:00:02.021616 2021-04-15 03:24:44,749 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.24ms, fps=2732 images/s, loss=0.3218, top1-acc=89.24%, top5-acc=99.69%, remaining_time=0:00:00.986350, arrival_time=2021-04-15 03:24:45.735713, cost_time=0:00:02.959052 2021-04-15 03:24:45,603 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.13ms, fps=2719 images/s, loss=0.3411, top1-acc=88.90%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:45.602957, cost_time=0:00:03.812669 2021-04-15 03:24:46,078 INFO : Epoch=0121 complete, best val top1-acc=88.90%, top5-acc=99.67% (epoch=121), remaining_time=1:25:10.779943, arrival_time=2021-04-15 04:49:56.858249, cost_time=2:10:27.903473 2021-04-15 03:24:46,079 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 03:24:49,325 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.38ms, fps=789 images/s, loss=0.1469, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:01:00.356442, arrival_time=2021-04-15 03:25:49.681362, cost_time=0:00:03.244967 2021-04-15 03:24:52,415 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1546, top1-acc=94.77%, top5-acc=99.86%, remaining_time=0:00:55.755920, arrival_time=2021-04-15 03:25:48.171693, cost_time=0:00:06.335907 2021-04-15 03:24:55,503 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1611, top1-acc=94.52%, top5-acc=99.90%, remaining_time=0:00:52.143754, arrival_time=2021-04-15 03:25:47.647282, cost_time=0:00:09.423557 2021-04-15 03:24:58,592 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.60ms, fps=829 images/s, loss=0.1599, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:48.799296, arrival_time=2021-04-15 03:25:47.391845, cost_time=0:00:12.512640 2021-04-15 03:25:01,678 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.76ms, fps=830 images/s, loss=0.1644, top1-acc=94.37%, top5-acc=99.90%, remaining_time=0:00:45.548934, arrival_time=2021-04-15 03:25:47.227710, cost_time=0:00:15.598935 2021-04-15 03:25:04,765 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1677, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:42.353936, arrival_time=2021-04-15 03:25:47.119320, cost_time=0:00:18.685531 2021-04-15 03:25:07,850 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1657, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:39.187386, arrival_time=2021-04-15 03:25:47.038007, cost_time=0:00:21.770773 2021-04-15 03:25:10,933 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1681, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:36.037952, arrival_time=2021-04-15 03:25:46.971514, cost_time=0:00:24.853783 2021-04-15 03:25:14,017 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1690, top1-acc=94.21%, top5-acc=99.92%, remaining_time=0:00:32.904096, arrival_time=2021-04-15 03:25:46.921361, cost_time=0:00:27.937418 2021-04-15 03:25:17,104 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=0.1683, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:29.783616, arrival_time=2021-04-15 03:25:46.888013, cost_time=0:00:31.024557 2021-04-15 03:25:20,189 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1687, top1-acc=94.25%, top5-acc=99.92%, remaining_time=0:00:26.667482, arrival_time=2021-04-15 03:25:46.856847, cost_time=0:00:34.109588 2021-04-15 03:25:23,274 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1712, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:23.556808, arrival_time=2021-04-15 03:25:46.831654, cost_time=0:00:37.194998 2021-04-15 03:25:26,354 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1699, top1-acc=94.18%, top5-acc=99.91%, remaining_time=0:00:20.447130, arrival_time=2021-04-15 03:25:46.801532, cost_time=0:00:40.274625 2021-04-15 03:25:29,438 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1710, top1-acc=94.12%, top5-acc=99.91%, remaining_time=0:00:17.343648, arrival_time=2021-04-15 03:25:46.782505, cost_time=0:00:43.359096 2021-04-15 03:25:32,530 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.1714, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:14.244820, arrival_time=2021-04-15 03:25:46.775157, cost_time=0:00:46.450488 2021-04-15 03:25:35,618 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1717, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:11.146248, arrival_time=2021-04-15 03:25:46.764960, cost_time=0:00:49.538950 2021-04-15 03:25:38,703 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1729, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:08.048352, arrival_time=2021-04-15 03:25:46.752167, cost_time=0:00:52.623886 2021-04-15 03:25:41,786 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.1727, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:04.951664, arrival_time=2021-04-15 03:25:46.737738, cost_time=0:00:55.706298 2021-04-15 03:25:44,871 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.17ms, fps=830 images/s, loss=0.1730, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:01.856568, arrival_time=2021-04-15 03:25:46.727614, cost_time=0:00:58.791276 2021-04-15 03:25:46,512 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.1734, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:46.512712, cost_time=0:01:00.432972 2021-04-15 03:25:47,559 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.34ms, fps=2449 images/s, loss=0.3671, top1-acc=88.01%, top5-acc=99.73%, remaining_time=0:00:03.136440, arrival_time=2021-04-15 03:25:50.696199, cost_time=0:00:01.045475 2021-04-15 03:25:48,495 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.28ms, fps=2736 images/s, loss=0.3694, top1-acc=88.01%, top5-acc=99.71%, remaining_time=0:00:01.981460, arrival_time=2021-04-15 03:25:50.477195, cost_time=0:00:01.981453 2021-04-15 03:25:49,435 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.36ms, fps=2726 images/s, loss=0.3455, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:00.973620, arrival_time=2021-04-15 03:25:50.408835, cost_time=0:00:02.920859 2021-04-15 03:25:50,288 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.06ms, fps=2719 images/s, loss=0.3601, top1-acc=88.55%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:50.288900, cost_time=0:00:03.774644 2021-04-15 03:25:50,566 INFO : Epoch=0122 complete, best val top1-acc=88.90%, top5-acc=99.67% (epoch=121), remaining_time=1:24:05.955564, arrival_time=2021-04-15 04:49:56.522436, cost_time=2:11:32.392045 2021-04-15 03:25:50,568 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 03:25:53,852 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.40ms, fps=779 images/s, loss=0.1754, top1-acc=93.71%, top5-acc=100.00%, remaining_time=0:01:01.091328, arrival_time=2021-04-15 03:26:54.944136, cost_time=0:00:03.284481 2021-04-15 03:25:56,935 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1665, top1-acc=94.00%, top5-acc=99.96%, remaining_time=0:00:56.033824, arrival_time=2021-04-15 03:26:52.969615, cost_time=0:00:06.367479 2021-04-15 03:26:00,018 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1674, top1-acc=93.98%, top5-acc=99.95%, remaining_time=0:00:52.287676, arrival_time=2021-04-15 03:26:52.305826, cost_time=0:00:09.449569 2021-04-15 03:26:03,104 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1685, top1-acc=94.00%, top5-acc=99.96%, remaining_time=0:00:48.892584, arrival_time=2021-04-15 03:26:51.997483, cost_time=0:00:12.536580 2021-04-15 03:26:06,191 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.1661, top1-acc=94.18%, top5-acc=99.96%, remaining_time=0:00:45.619890, arrival_time=2021-04-15 03:26:51.811525, cost_time=0:00:15.623251 2021-04-15 03:26:09,280 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.1628, top1-acc=94.25%, top5-acc=99.97%, remaining_time=0:00:42.414048, arrival_time=2021-04-15 03:26:51.694433, cost_time=0:00:18.712070 2021-04-15 03:26:12,379 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.1628, top1-acc=94.32%, top5-acc=99.97%, remaining_time=0:00:39.259206, arrival_time=2021-04-15 03:26:51.638369, cost_time=0:00:21.810687 2021-04-15 03:26:15,479 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.73ms, fps=826 images/s, loss=0.1647, top1-acc=94.31%, top5-acc=99.95%, remaining_time=0:00:36.121240, arrival_time=2021-04-15 03:26:51.600853, cost_time=0:00:24.911192 2021-04-15 03:26:18,566 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1674, top1-acc=94.22%, top5-acc=99.95%, remaining_time=0:00:32.975222, arrival_time=2021-04-15 03:26:51.541662, cost_time=0:00:27.997836 2021-04-15 03:26:21,650 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.1687, top1-acc=94.11%, top5-acc=99.94%, remaining_time=0:00:29.838336, arrival_time=2021-04-15 03:26:51.488293, cost_time=0:00:31.081562 2021-04-15 03:26:24,740 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.1688, top1-acc=94.15%, top5-acc=99.94%, remaining_time=0:00:26.716330, arrival_time=2021-04-15 03:26:51.456713, cost_time=0:00:34.171997 2021-04-15 03:26:27,825 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1708, top1-acc=94.06%, top5-acc=99.94%, remaining_time=0:00:23.595796, arrival_time=2021-04-15 03:26:51.420749, cost_time=0:00:37.256574 2021-04-15 03:26:30,917 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.1710, top1-acc=94.05%, top5-acc=99.94%, remaining_time=0:00:20.484684, arrival_time=2021-04-15 03:26:51.401824, cost_time=0:00:40.348651 2021-04-15 03:26:34,010 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.1701, top1-acc=94.12%, top5-acc=99.94%, remaining_time=0:00:17.376632, arrival_time=2021-04-15 03:26:51.386598, cost_time=0:00:43.441646 2021-04-15 03:26:37,107 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.1711, top1-acc=94.09%, top5-acc=99.94%, remaining_time=0:00:14.271822, arrival_time=2021-04-15 03:26:51.378760, cost_time=0:00:46.538541 2021-04-15 03:26:40,205 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.1710, top1-acc=94.08%, top5-acc=99.94%, remaining_time=0:00:11.168280, arrival_time=2021-04-15 03:26:51.373527, cost_time=0:00:49.636855 2021-04-15 03:26:43,296 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.1722, top1-acc=94.05%, top5-acc=99.94%, remaining_time=0:00:08.064342, arrival_time=2021-04-15 03:26:51.361073, cost_time=0:00:52.728402 2021-04-15 03:26:46,390 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1730, top1-acc=94.01%, top5-acc=99.93%, remaining_time=0:00:04.961984, arrival_time=2021-04-15 03:26:51.352783, cost_time=0:00:55.822399 2021-04-15 03:26:49,487 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.26ms, fps=827 images/s, loss=0.1733, top1-acc=94.00%, top5-acc=99.93%, remaining_time=0:00:01.860600, arrival_time=2021-04-15 03:26:51.347951, cost_time=0:00:58.919030 2021-04-15 03:26:51,141 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.26ms, fps=822 images/s, loss=0.1734, top1-acc=94.00%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:51.141743, cost_time=0:01:00.573453 2021-04-15 03:26:52,193 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.31ms, fps=2437 images/s, loss=0.4364, top1-acc=85.86%, top5-acc=99.57%, remaining_time=0:00:03.150870, arrival_time=2021-04-15 03:26:55.344543, cost_time=0:00:01.050294 2021-04-15 03:26:53,133 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.25ms, fps=2725 images/s, loss=0.3899, top1-acc=87.27%, top5-acc=99.71%, remaining_time=0:00:01.989980, arrival_time=2021-04-15 03:26:55.123401, cost_time=0:00:01.989977 2021-04-15 03:26:54,072 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.56ms, fps=2728 images/s, loss=0.3839, top1-acc=87.36%, top5-acc=99.66%, remaining_time=0:00:00.976300, arrival_time=2021-04-15 03:26:55.048614, cost_time=0:00:02.928902 2021-04-15 03:26:54,932 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=0.3734, top1-acc=87.55%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:54.932249, cost_time=0:00:03.788898 2021-04-15 03:26:55,219 INFO : Epoch=0123 complete, best val top1-acc=88.90%, top5-acc=99.67% (epoch=121), remaining_time=1:23:01.239417, arrival_time=2021-04-15 04:49:56.459080, cost_time=2:12:37.044835 2021-04-15 03:26:55,221 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 03:26:58,506 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.37ms, fps=779 images/s, loss=0.1859, top1-acc=93.20%, top5-acc=99.96%, remaining_time=0:01:01.102674, arrival_time=2021-04-15 03:27:59.608977, cost_time=0:00:03.285093 2021-04-15 03:27:01,596 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.1725, top1-acc=93.85%, top5-acc=99.98%, remaining_time=0:00:56.099472, arrival_time=2021-04-15 03:27:57.695616, cost_time=0:00:06.374932 2021-04-15 03:27:04,681 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.1749, top1-acc=93.75%, top5-acc=99.95%, remaining_time=0:00:52.345444, arrival_time=2021-04-15 03:27:57.026670, cost_time=0:00:09.460022 2021-04-15 03:27:07,762 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.1745, top1-acc=93.82%, top5-acc=99.96%, remaining_time=0:00:48.911772, arrival_time=2021-04-15 03:27:56.674465, cost_time=0:00:12.541482 2021-04-15 03:27:10,860 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.1727, top1-acc=93.92%, top5-acc=99.95%, remaining_time=0:00:45.665150, arrival_time=2021-04-15 03:27:56.525113, cost_time=0:00:15.638754 2021-04-15 03:27:13,955 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.1745, top1-acc=93.85%, top5-acc=99.96%, remaining_time=0:00:42.463688, arrival_time=2021-04-15 03:27:56.418862, cost_time=0:00:18.733955 2021-04-15 03:27:17,055 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=3.83ms, fps=826 images/s, loss=0.1727, top1-acc=93.93%, top5-acc=99.95%, remaining_time=0:00:39.300786, arrival_time=2021-04-15 03:27:56.355773, cost_time=0:00:21.833779 2021-04-15 03:27:20,148 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.87ms, fps=828 images/s, loss=0.1727, top1-acc=93.96%, top5-acc=99.95%, remaining_time=0:00:36.144788, arrival_time=2021-04-15 03:27:56.293467, cost_time=0:00:24.927476 2021-04-15 03:27:23,240 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.69ms, fps=828 images/s, loss=0.1721, top1-acc=93.99%, top5-acc=99.95%, remaining_time=0:00:33.000980, arrival_time=2021-04-15 03:27:56.241864, cost_time=0:00:28.019744 2021-04-15 03:27:26,337 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.55ms, fps=827 images/s, loss=0.1711, top1-acc=94.00%, top5-acc=99.95%, remaining_time=0:00:29.871648, arrival_time=2021-04-15 03:27:56.209249, cost_time=0:00:31.116333 2021-04-15 03:27:29,437 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=2.31ms, fps=826 images/s, loss=0.1715, top1-acc=94.01%, top5-acc=99.94%, remaining_time=0:00:26.750730, arrival_time=2021-04-15 03:27:56.188030, cost_time=0:00:34.216055 2021-04-15 03:27:32,532 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.1716, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:23.630300, arrival_time=2021-04-15 03:27:56.162543, cost_time=0:00:37.311018 2021-04-15 03:27:35,624 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.64ms, fps=828 images/s, loss=0.1709, top1-acc=93.98%, top5-acc=99.94%, remaining_time=0:00:20.512140, arrival_time=2021-04-15 03:27:56.136067, cost_time=0:00:40.402706 2021-04-15 03:27:38,708 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1714, top1-acc=93.97%, top5-acc=99.94%, remaining_time=0:00:17.394944, arrival_time=2021-04-15 03:27:56.103695, cost_time=0:00:43.487383 2021-04-15 03:27:41,810 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.1721, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:14.287324, arrival_time=2021-04-15 03:27:56.097649, cost_time=0:00:46.589111 2021-04-15 03:27:44,903 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.1718, top1-acc=93.98%, top5-acc=99.93%, remaining_time=0:00:11.178432, arrival_time=2021-04-15 03:27:56.081557, cost_time=0:00:49.681905 2021-04-15 03:27:47,993 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.1726, top1-acc=93.95%, top5-acc=99.93%, remaining_time=0:00:08.071102, arrival_time=2021-04-15 03:27:56.064904, cost_time=0:00:52.772588 2021-04-15 03:27:51,091 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.36ms, fps=826 images/s, loss=0.1727, top1-acc=94.00%, top5-acc=99.93%, remaining_time=0:00:04.966272, arrival_time=2021-04-15 03:27:56.058079, cost_time=0:00:55.870590 2021-04-15 03:27:54,187 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.24ms, fps=827 images/s, loss=0.1729, top1-acc=93.97%, top5-acc=99.93%, remaining_time=0:00:01.862076, arrival_time=2021-04-15 03:27:56.049099, cost_time=0:00:58.965688 2021-04-15 03:27:55,834 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=5.48ms, fps=826 images/s, loss=0.1724, top1-acc=93.99%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:55.834703, cost_time=0:01:00.613571 2021-04-15 03:27:56,904 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.23ms, fps=2396 images/s, loss=0.3497, top1-acc=88.63%, top5-acc=99.57%, remaining_time=0:00:03.204750, arrival_time=2021-04-15 03:28:00.109416, cost_time=0:00:01.068247 2021-04-15 03:27:57,840 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.38ms, fps=2738 images/s, loss=0.3478, top1-acc=88.52%, top5-acc=99.63%, remaining_time=0:00:02.003660, arrival_time=2021-04-15 03:27:59.843857, cost_time=0:00:02.003654 2021-04-15 03:27:58,775 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.28ms, fps=2740 images/s, loss=0.3550, top1-acc=88.28%, top5-acc=99.57%, remaining_time=0:00:00.979540, arrival_time=2021-04-15 03:27:59.754574, cost_time=0:00:02.938625 2021-04-15 03:27:59,625 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=2729 images/s, loss=0.3560, top1-acc=88.39%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:59.625401, cost_time=0:00:03.789007 2021-04-15 03:27:59,895 INFO : Epoch=0124 complete, best val top1-acc=88.90%, top5-acc=99.67% (epoch=121), remaining_time=1:21:56.538496, arrival_time=2021-04-15 04:49:56.434035, cost_time=2:13:41.720715 2021-04-15 03:27:59,896 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 03:28:03,152 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.03ms, fps=786 images/s, loss=0.1673, top1-acc=94.41%, top5-acc=100.00%, remaining_time=0:01:00.556392, arrival_time=2021-04-15 03:29:03.709225, cost_time=0:00:03.255721 2021-04-15 03:28:06,247 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.98ms, fps=827 images/s, loss=0.1670, top1-acc=94.37%, top5-acc=99.98%, remaining_time=0:00:55.882992, arrival_time=2021-04-15 03:29:02.130437, cost_time=0:00:06.350333 2021-04-15 03:28:09,338 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.1617, top1-acc=94.51%, top5-acc=99.99%, remaining_time=0:00:52.243354, arrival_time=2021-04-15 03:29:01.582010, cost_time=0:00:09.441567 2021-04-15 03:28:12,441 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.44ms, fps=825 images/s, loss=0.1617, top1-acc=94.52%, top5-acc=99.97%, remaining_time=0:00:48.923784, arrival_time=2021-04-15 03:29:01.365425, cost_time=0:00:12.544555 2021-04-15 03:28:15,541 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.1612, top1-acc=94.59%, top5-acc=99.96%, remaining_time=0:00:45.681356, arrival_time=2021-04-15 03:29:01.222753, cost_time=0:00:15.644301 2021-04-15 03:28:18,635 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1569, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:42.472936, arrival_time=2021-04-15 03:29:01.108080, cost_time=0:00:18.738064 2021-04-15 03:28:21,731 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.1607, top1-acc=94.52%, top5-acc=99.96%, remaining_time=0:00:39.301416, arrival_time=2021-04-15 03:29:01.032639, cost_time=0:00:21.834143 2021-04-15 03:28:24,825 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.1598, top1-acc=94.51%, top5-acc=99.96%, remaining_time=0:00:36.145368, arrival_time=2021-04-15 03:29:00.970310, cost_time=0:00:24.927825 2021-04-15 03:28:27,916 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.64ms, fps=828 images/s, loss=0.1611, top1-acc=94.50%, top5-acc=99.96%, remaining_time=0:00:33.001086, arrival_time=2021-04-15 03:29:00.917827, cost_time=0:00:28.019746 2021-04-15 03:28:31,008 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.1616, top1-acc=94.51%, top5-acc=99.96%, remaining_time=0:00:29.867232, arrival_time=2021-04-15 03:29:00.876088, cost_time=0:00:31.111715 2021-04-15 03:28:34,095 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.1618, top1-acc=94.44%, top5-acc=99.96%, remaining_time=0:00:26.737228, arrival_time=2021-04-15 03:29:00.832965, cost_time=0:00:34.198744 2021-04-15 03:28:37,180 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1632, top1-acc=94.42%, top5-acc=99.96%, remaining_time=0:00:23.612592, arrival_time=2021-04-15 03:29:00.792656, cost_time=0:00:37.282980 2021-04-15 03:28:40,262 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.1656, top1-acc=94.34%, top5-acc=99.95%, remaining_time=0:00:20.493066, arrival_time=2021-04-15 03:29:00.755164, cost_time=0:00:40.365103 2021-04-15 03:28:43,346 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1676, top1-acc=94.29%, top5-acc=99.94%, remaining_time=0:00:17.379656, arrival_time=2021-04-15 03:29:00.725854, cost_time=0:00:43.449121 2021-04-15 03:28:46,432 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.1695, top1-acc=94.22%, top5-acc=99.94%, remaining_time=0:00:14.270764, arrival_time=2021-04-15 03:29:00.702940, cost_time=0:00:46.535172 2021-04-15 03:28:49,516 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1696, top1-acc=94.21%, top5-acc=99.93%, remaining_time=0:00:11.164428, arrival_time=2021-04-15 03:29:00.681057, cost_time=0:00:49.619638 2021-04-15 03:28:52,607 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1704, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:00:08.061534, arrival_time=2021-04-15 03:29:00.668655, cost_time=0:00:52.710053 2021-04-15 03:28:55,695 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.1701, top1-acc=94.18%, top5-acc=99.92%, remaining_time=0:00:04.959872, arrival_time=2021-04-15 03:29:00.655512, cost_time=0:00:55.798637 2021-04-15 03:28:58,778 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.1711, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:01.859424, arrival_time=2021-04-15 03:29:00.638273, cost_time=0:00:58.881853 2021-04-15 03:29:00,420 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.94ms, fps=829 images/s, loss=0.1716, top1-acc=94.12%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:00.420389, cost_time=0:01:00.523412 2021-04-15 03:29:01,470 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=2.06ms, fps=2442 images/s, loss=0.3468, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:03.144720, arrival_time=2021-04-15 03:29:04.615005, cost_time=0:00:01.048245 2021-04-15 03:29:02,406 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.26ms, fps=2736 images/s, loss=0.3491, top1-acc=88.93%, top5-acc=99.67%, remaining_time=0:00:01.984440, arrival_time=2021-04-15 03:29:04.390849, cost_time=0:00:01.984431 2021-04-15 03:29:03,343 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.28ms, fps=2732 images/s, loss=0.3553, top1-acc=88.75%, top5-acc=99.71%, remaining_time=0:00:00.973890, arrival_time=2021-04-15 03:29:04.317543, cost_time=0:00:02.921682 2021-04-15 03:29:04,197 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=2720 images/s, loss=0.3651, top1-acc=88.45%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:04.196995, cost_time=0:00:03.775042 2021-04-15 03:29:04,491 INFO : Epoch=0125 complete, best val top1-acc=88.90%, top5-acc=99.67% (epoch=121), remaining_time=1:20:51.790050, arrival_time=2021-04-15 04:49:56.281606, cost_time=2:14:46.316732 2021-04-15 03:29:04,492 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 03:29:07,760 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.78ms, fps=784 images/s, loss=0.1385, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:01:00.771036, arrival_time=2021-04-15 03:30:08.531414, cost_time=0:00:03.267263 2021-04-15 03:29:10,845 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1408, top1-acc=95.25%, top5-acc=99.92%, remaining_time=0:00:55.897424, arrival_time=2021-04-15 03:30:06.742534, cost_time=0:00:06.351988 2021-04-15 03:29:13,935 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.1424, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:52.248832, arrival_time=2021-04-15 03:30:06.184539, cost_time=0:00:09.442575 2021-04-15 03:29:17,020 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.1391, top1-acc=95.36%, top5-acc=99.94%, remaining_time=0:00:48.858264, arrival_time=2021-04-15 03:30:05.879123, cost_time=0:00:12.527756 2021-04-15 03:29:20,104 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1409, top1-acc=95.31%, top5-acc=99.94%, remaining_time=0:00:45.584558, arrival_time=2021-04-15 03:30:05.688841, cost_time=0:00:15.611172 2021-04-15 03:29:23,190 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1408, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:42.381408, arrival_time=2021-04-15 03:30:05.572207, cost_time=0:00:18.697689 2021-04-15 03:29:26,280 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.70ms, fps=829 images/s, loss=0.1415, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:39.217752, arrival_time=2021-04-15 03:30:05.498523, cost_time=0:00:21.787656 2021-04-15 03:29:29,366 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1425, top1-acc=95.21%, top5-acc=99.93%, remaining_time=0:00:36.066024, arrival_time=2021-04-15 03:30:05.432328, cost_time=0:00:24.873086 2021-04-15 03:29:32,458 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1441, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:32.937274, arrival_time=2021-04-15 03:30:05.395934, cost_time=0:00:27.965621 2021-04-15 03:29:35,555 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.1458, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:29.819520, arrival_time=2021-04-15 03:30:05.374663, cost_time=0:00:31.061989 2021-04-15 03:29:38,650 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.31ms, fps=827 images/s, loss=0.1506, top1-acc=94.90%, top5-acc=99.93%, remaining_time=0:00:26.704806, arrival_time=2021-04-15 03:30:05.355101, cost_time=0:00:34.157268 2021-04-15 03:29:41,737 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1527, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:23.587892, arrival_time=2021-04-15 03:30:05.325005, cost_time=0:00:37.243992 2021-04-15 03:29:44,820 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1544, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:20.473860, arrival_time=2021-04-15 03:30:05.294203, cost_time=0:00:40.327304 2021-04-15 03:29:47,901 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.1563, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:17.363192, arrival_time=2021-04-15 03:30:05.264354, cost_time=0:00:43.407973 2021-04-15 03:29:50,982 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1554, top1-acc=94.68%, top5-acc=99.93%, remaining_time=0:00:14.256826, arrival_time=2021-04-15 03:30:05.239514, cost_time=0:00:46.489640 2021-04-15 03:29:54,064 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.1560, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:00:11.153592, arrival_time=2021-04-15 03:30:05.218158, cost_time=0:00:49.571537 2021-04-15 03:29:57,148 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.1557, top1-acc=94.66%, top5-acc=99.94%, remaining_time=0:00:08.053240, arrival_time=2021-04-15 03:30:05.202083, cost_time=0:00:52.655738 2021-04-15 03:30:00,233 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1548, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:04.954736, arrival_time=2021-04-15 03:30:05.188535, cost_time=0:00:55.740767 2021-04-15 03:30:03,312 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.22ms, fps=832 images/s, loss=0.1548, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:01.857456, arrival_time=2021-04-15 03:30:05.169953, cost_time=0:00:58.819471 2021-04-15 03:30:04,956 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.25ms, fps=827 images/s, loss=0.1555, top1-acc=94.70%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:04.956856, cost_time=0:01:00.463846 2021-04-15 03:30:06,024 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.24ms, fps=2401 images/s, loss=0.3478, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:03.198120, arrival_time=2021-04-15 03:30:09.222651, cost_time=0:00:01.066037 2021-04-15 03:30:06,960 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.28ms, fps=2736 images/s, loss=0.3465, top1-acc=88.89%, top5-acc=99.63%, remaining_time=0:00:02.001940, arrival_time=2021-04-15 03:30:08.962446, cost_time=0:00:02.001937 2021-04-15 03:30:07,894 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.20ms, fps=2743 images/s, loss=0.3495, top1-acc=88.65%, top5-acc=99.64%, remaining_time=0:00:00.978540, arrival_time=2021-04-15 03:30:08.872635, cost_time=0:00:02.935619 2021-04-15 03:30:08,746 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=2724 images/s, loss=0.3378, top1-acc=88.94%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:08.746214, cost_time=0:00:03.787755 2021-04-15 03:30:09,267 INFO : Epoch=0126 complete, best val top1-acc=88.94%, top5-acc=99.64% (epoch=126), remaining_time=1:19:47.149392, arrival_time=2021-04-15 04:49:56.416460, cost_time=2:15:51.092232 2021-04-15 03:30:09,268 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 03:30:12,529 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.64ms, fps=785 images/s, loss=0.1484, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:01:00.639348, arrival_time=2021-04-15 03:31:13.168289, cost_time=0:00:03.260183 2021-04-15 03:30:15,619 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=2.00ms, fps=829 images/s, loss=0.1435, top1-acc=94.86%, top5-acc=99.98%, remaining_time=0:00:55.887744, arrival_time=2021-04-15 03:31:11.507303, cost_time=0:00:06.350874 2021-04-15 03:30:18,707 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1458, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:52.228248, arrival_time=2021-04-15 03:31:10.935856, cost_time=0:00:09.438835 2021-04-15 03:30:21,793 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.1460, top1-acc=94.84%, top5-acc=99.96%, remaining_time=0:00:48.847188, arrival_time=2021-04-15 03:31:10.640770, cost_time=0:00:12.524926 2021-04-15 03:30:24,881 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.1460, top1-acc=94.88%, top5-acc=99.97%, remaining_time=0:00:45.590252, arrival_time=2021-04-15 03:31:10.472014, cost_time=0:00:15.613095 2021-04-15 03:30:27,963 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.1429, top1-acc=94.88%, top5-acc=99.97%, remaining_time=0:00:42.374608, arrival_time=2021-04-15 03:31:10.337950, cost_time=0:00:18.694688 2021-04-15 03:30:31,054 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.66ms, fps=828 images/s, loss=0.1451, top1-acc=94.83%, top5-acc=99.97%, remaining_time=0:00:39.213594, arrival_time=2021-04-15 03:31:10.267633, cost_time=0:00:21.785331 2021-04-15 03:30:34,137 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1440, top1-acc=94.94%, top5-acc=99.97%, remaining_time=0:00:36.060108, arrival_time=2021-04-15 03:31:10.197694, cost_time=0:00:24.869007 2021-04-15 03:30:37,223 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1434, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:32.924342, arrival_time=2021-04-15 03:31:10.147674, cost_time=0:00:27.954619 2021-04-15 03:30:40,305 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1432, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:29.795040, arrival_time=2021-04-15 03:31:10.100210, cost_time=0:00:31.036526 2021-04-15 03:30:43,388 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1454, top1-acc=94.95%, top5-acc=99.95%, remaining_time=0:00:26.675394, arrival_time=2021-04-15 03:31:10.063706, cost_time=0:00:34.119731 2021-04-15 03:30:46,471 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1464, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:23.561748, arrival_time=2021-04-15 03:31:10.033238, cost_time=0:00:37.202797 2021-04-15 03:30:49,558 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1456, top1-acc=94.94%, top5-acc=99.95%, remaining_time=0:00:20.454918, arrival_time=2021-04-15 03:31:10.013472, cost_time=0:00:40.289972 2021-04-15 03:30:52,649 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.1477, top1-acc=94.90%, top5-acc=99.94%, remaining_time=0:00:17.352216, arrival_time=2021-04-15 03:31:10.001348, cost_time=0:00:43.380558 2021-04-15 03:30:55,734 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.1497, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:14.249512, arrival_time=2021-04-15 03:31:09.983955, cost_time=0:00:46.465779 2021-04-15 03:30:58,816 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.1505, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:11.148300, arrival_time=2021-04-15 03:31:09.964914, cost_time=0:00:49.548035 2021-04-15 03:31:01,901 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.1501, top1-acc=94.78%, top5-acc=99.94%, remaining_time=0:00:08.049626, arrival_time=2021-04-15 03:31:09.950624, cost_time=0:00:52.632238 2021-04-15 03:31:04,992 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.1525, top1-acc=94.71%, top5-acc=99.93%, remaining_time=0:00:04.953248, arrival_time=2021-04-15 03:31:09.945850, cost_time=0:00:55.724005 2021-04-15 03:31:08,077 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.22ms, fps=830 images/s, loss=0.1540, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:00:01.857114, arrival_time=2021-04-15 03:31:09.934234, cost_time=0:00:58.808553 2021-04-15 03:31:09,720 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1545, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:09.720399, cost_time=0:01:00.451847 2021-04-15 03:31:10,768 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.40ms, fps=2446 images/s, loss=0.2844, top1-acc=90.00%, top5-acc=99.69%, remaining_time=0:00:03.140310, arrival_time=2021-04-15 03:31:13.909085, cost_time=0:00:01.046772 2021-04-15 03:31:11,708 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.57ms, fps=2727 images/s, loss=0.3200, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:01.985980, arrival_time=2021-04-15 03:31:13.693956, cost_time=0:00:01.985989 2021-04-15 03:31:12,645 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.41ms, fps=2732 images/s, loss=0.3230, top1-acc=89.57%, top5-acc=99.64%, remaining_time=0:00:00.974440, arrival_time=2021-04-15 03:31:13.619820, cost_time=0:00:02.923321 2021-04-15 03:31:13,497 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.3163, top1-acc=89.76%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:13.497465, cost_time=0:00:03.775495 2021-04-15 03:31:14,015 INFO : Epoch=0127 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:18:42.491180, arrival_time=2021-04-15 04:49:56.506834, cost_time=2:16:55.840822 2021-04-15 03:31:14,017 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 03:31:17,308 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.27ms, fps=778 images/s, loss=0.1543, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:01:01.217994, arrival_time=2021-04-15 03:32:18.526392, cost_time=0:00:03.291291 2021-04-15 03:31:20,387 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.27ms, fps=831 images/s, loss=0.1577, top1-acc=94.53%, top5-acc=99.88%, remaining_time=0:00:56.063392, arrival_time=2021-04-15 03:32:16.451328, cost_time=0:00:06.370840 2021-04-15 03:31:23,472 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.1602, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:00:52.318054, arrival_time=2021-04-15 03:32:15.790226, cost_time=0:00:09.455069 2021-04-15 03:31:26,553 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.1607, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:48.892116, arrival_time=2021-04-15 03:32:15.445801, cost_time=0:00:12.536446 2021-04-15 03:31:29,634 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.1573, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:45.603684, arrival_time=2021-04-15 03:32:15.238539, cost_time=0:00:15.617719 2021-04-15 03:31:32,727 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.1572, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:42.409424, arrival_time=2021-04-15 03:32:15.136573, cost_time=0:00:18.710058 2021-04-15 03:31:35,810 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1567, top1-acc=94.50%, top5-acc=99.92%, remaining_time=0:00:39.228714, arrival_time=2021-04-15 03:32:15.039553, cost_time=0:00:21.793743 2021-04-15 03:31:38,896 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.1552, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:36.074724, arrival_time=2021-04-15 03:32:14.970919, cost_time=0:00:24.879091 2021-04-15 03:31:41,979 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1528, top1-acc=94.66%, top5-acc=99.93%, remaining_time=0:00:32.933670, arrival_time=2021-04-15 03:32:14.913417, cost_time=0:00:27.962574 2021-04-15 03:31:45,060 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1506, top1-acc=94.75%, top5-acc=99.93%, remaining_time=0:00:29.801952, arrival_time=2021-04-15 03:32:14.862754, cost_time=0:00:31.043700 2021-04-15 03:31:48,146 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1526, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:26.683306, arrival_time=2021-04-15 03:32:14.830172, cost_time=0:00:34.129768 2021-04-15 03:31:51,228 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.1536, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:23.567372, arrival_time=2021-04-15 03:32:14.796080, cost_time=0:00:37.211612 2021-04-15 03:31:54,311 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.1532, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:20.457030, arrival_time=2021-04-15 03:32:14.768218, cost_time=0:00:40.294098 2021-04-15 03:31:57,396 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=2.08ms, fps=830 images/s, loss=0.1534, top1-acc=94.63%, top5-acc=99.94%, remaining_time=0:00:17.351488, arrival_time=2021-04-15 03:32:14.747470, cost_time=0:00:43.378748 2021-04-15 03:32:00,478 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.1535, top1-acc=94.63%, top5-acc=99.94%, remaining_time=0:00:14.248132, arrival_time=2021-04-15 03:32:14.726600, cost_time=0:00:46.461371 2021-04-15 03:32:03,561 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1546, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:11.147400, arrival_time=2021-04-15 03:32:14.708431, cost_time=0:00:49.543922 2021-04-15 03:32:06,645 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1547, top1-acc=94.61%, top5-acc=99.94%, remaining_time=0:00:08.049002, arrival_time=2021-04-15 03:32:14.694148, cost_time=0:00:52.628054 2021-04-15 03:32:09,724 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.1550, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:04.951760, arrival_time=2021-04-15 03:32:14.676118, cost_time=0:00:55.707265 2021-04-15 03:32:12,820 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.17ms, fps=827 images/s, loss=0.1545, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:01.856940, arrival_time=2021-04-15 03:32:14.677084, cost_time=0:00:58.803045 2021-04-15 03:32:14,466 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.1547, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:14.466639, cost_time=0:01:00.449569 2021-04-15 03:32:15,517 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.30ms, fps=2440 images/s, loss=0.3523, top1-acc=88.59%, top5-acc=99.77%, remaining_time=0:00:03.146880, arrival_time=2021-04-15 03:32:18.664167, cost_time=0:00:01.048965 2021-04-15 03:32:16,453 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.29ms, fps=2735 images/s, loss=0.3493, top1-acc=88.75%, top5-acc=99.73%, remaining_time=0:00:01.985520, arrival_time=2021-04-15 03:32:18.439285, cost_time=0:00:01.985523 2021-04-15 03:32:17,389 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.36ms, fps=2736 images/s, loss=0.3407, top1-acc=88.75%, top5-acc=99.71%, remaining_time=0:00:00.973820, arrival_time=2021-04-15 03:32:18.363518, cost_time=0:00:02.921455 2021-04-15 03:32:18,244 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.13ms, fps=2717 images/s, loss=0.3354, top1-acc=89.11%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:18.244076, cost_time=0:00:03.775777 2021-04-15 03:32:18,502 INFO : Epoch=0128 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:17:37.684176, arrival_time=2021-04-15 04:49:56.186401, cost_time=2:18:00.327397 2021-04-15 03:32:18,503 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 03:32:21,754 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.52ms, fps=788 images/s, loss=0.1407, top1-acc=95.08%, top5-acc=100.00%, remaining_time=0:01:00.457626, arrival_time=2021-04-15 03:33:22.211769, cost_time=0:00:03.250414 2021-04-15 03:32:24,841 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1455, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:55.774048, arrival_time=2021-04-15 03:33:20.615747, cost_time=0:00:06.337962 2021-04-15 03:32:27,927 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.69ms, fps=830 images/s, loss=0.1458, top1-acc=94.78%, top5-acc=99.96%, remaining_time=0:00:52.144916, arrival_time=2021-04-15 03:33:20.072528, cost_time=0:00:09.423765 2021-04-15 03:32:31,018 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.92ms, fps=828 images/s, loss=0.1456, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:00:48.807096, arrival_time=2021-04-15 03:33:19.825447, cost_time=0:00:12.514621 2021-04-15 03:32:34,105 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=2.01ms, fps=829 images/s, loss=0.1512, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:45.556964, arrival_time=2021-04-15 03:33:19.662394, cost_time=0:00:15.601701 2021-04-15 03:32:37,189 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1496, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:42.354616, arrival_time=2021-04-15 03:33:19.544191, cost_time=0:00:18.685887 2021-04-15 03:32:40,276 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1483, top1-acc=94.74%, top5-acc=99.92%, remaining_time=0:00:39.190410, arrival_time=2021-04-15 03:33:19.466596, cost_time=0:00:21.772461 2021-04-15 03:32:43,360 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1478, top1-acc=94.76%, top5-acc=99.92%, remaining_time=0:00:36.042128, arrival_time=2021-04-15 03:33:19.402478, cost_time=0:00:24.856617 2021-04-15 03:32:46,448 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.1487, top1-acc=94.75%, top5-acc=99.93%, remaining_time=0:00:32.913106, arrival_time=2021-04-15 03:33:19.361855, cost_time=0:00:27.945100 2021-04-15 03:32:49,535 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1502, top1-acc=94.68%, top5-acc=99.93%, remaining_time=0:00:29.790048, arrival_time=2021-04-15 03:33:19.325111, cost_time=0:00:31.031336 2021-04-15 03:32:52,627 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.1501, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:26.678748, arrival_time=2021-04-15 03:33:19.306389, cost_time=0:00:34.123998 2021-04-15 03:32:55,721 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.1489, top1-acc=94.73%, top5-acc=99.94%, remaining_time=0:00:23.571020, arrival_time=2021-04-15 03:33:19.292182, cost_time=0:00:37.217432 2021-04-15 03:32:58,805 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1485, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:20.460990, arrival_time=2021-04-15 03:33:19.266573, cost_time=0:00:40.301938 2021-04-15 03:33:01,887 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.29ms, fps=831 images/s, loss=0.1476, top1-acc=94.75%, top5-acc=99.93%, remaining_time=0:00:17.353392, arrival_time=2021-04-15 03:33:19.240594, cost_time=0:00:43.383451 2021-04-15 03:33:04,969 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.29ms, fps=831 images/s, loss=0.1476, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:00:14.249558, arrival_time=2021-04-15 03:33:19.219110, cost_time=0:00:46.465894 2021-04-15 03:33:08,050 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1476, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:00:11.148084, arrival_time=2021-04-15 03:33:19.198709, cost_time=0:00:49.546976 2021-04-15 03:33:11,130 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.48ms, fps=831 images/s, loss=0.1462, top1-acc=94.86%, top5-acc=99.93%, remaining_time=0:00:08.048768, arrival_time=2021-04-15 03:33:19.179150, cost_time=0:00:52.626639 2021-04-15 03:33:14,209 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.29ms, fps=832 images/s, loss=0.1471, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:04.951584, arrival_time=2021-04-15 03:33:19.160575, cost_time=0:00:55.705346 2021-04-15 03:33:17,290 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.1482, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:01.856442, arrival_time=2021-04-15 03:33:19.147321, cost_time=0:00:58.787236 2021-04-15 03:33:18,933 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.1481, top1-acc=94.77%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:18.933945, cost_time=0:01:00.430320 2021-04-15 03:33:19,988 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.31ms, fps=2432 images/s, loss=0.3099, top1-acc=90.08%, top5-acc=99.80%, remaining_time=0:00:03.157860, arrival_time=2021-04-15 03:33:23.146082, cost_time=0:00:01.052620 2021-04-15 03:33:20,928 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.33ms, fps=2724 images/s, loss=0.3178, top1-acc=89.53%, top5-acc=99.77%, remaining_time=0:00:01.993000, arrival_time=2021-04-15 03:33:22.921581, cost_time=0:00:01.993004 2021-04-15 03:33:21,868 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.79ms, fps=2724 images/s, loss=0.3149, top1-acc=89.35%, top5-acc=99.74%, remaining_time=0:00:00.977800, arrival_time=2021-04-15 03:33:22.846736, cost_time=0:00:02.933405 2021-04-15 03:33:22,722 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=2718 images/s, loss=0.3256, top1-acc=89.48%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:22.722942, cost_time=0:00:03.787436 2021-04-15 03:33:22,992 INFO : Epoch=0129 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:16:32.884068, arrival_time=2021-04-15 04:49:55.876464, cost_time=2:19:04.817580 2021-04-15 03:33:22,993 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 03:33:26,310 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.39ms, fps=772 images/s, loss=0.1351, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:01:01.696200, arrival_time=2021-04-15 03:34:28.007055, cost_time=0:00:03.317001 2021-04-15 03:33:29,392 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1328, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:56.308384, arrival_time=2021-04-15 03:34:25.700896, cost_time=0:00:06.398679 2021-04-15 03:33:32,482 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1357, top1-acc=95.40%, top5-acc=99.97%, remaining_time=0:00:52.504804, arrival_time=2021-04-15 03:34:24.987463, cost_time=0:00:09.488820 2021-04-15 03:33:35,570 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.1344, top1-acc=95.38%, top5-acc=99.98%, remaining_time=0:00:49.047492, arrival_time=2021-04-15 03:34:24.617860, cost_time=0:00:12.576292 2021-04-15 03:33:38,653 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.1370, top1-acc=95.34%, top5-acc=99.98%, remaining_time=0:00:45.724864, arrival_time=2021-04-15 03:34:24.377912, cost_time=0:00:15.659212 2021-04-15 03:33:41,736 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1379, top1-acc=95.31%, top5-acc=99.98%, remaining_time=0:00:42.483680, arrival_time=2021-04-15 03:34:24.220313, cost_time=0:00:18.742801 2021-04-15 03:33:44,820 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1379, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:39.288312, arrival_time=2021-04-15 03:34:24.109018, cost_time=0:00:21.826870 2021-04-15 03:33:47,903 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1397, top1-acc=95.29%, top5-acc=99.98%, remaining_time=0:00:36.118456, arrival_time=2021-04-15 03:34:24.021522, cost_time=0:00:24.909242 2021-04-15 03:33:50,989 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.69ms, fps=830 images/s, loss=0.1411, top1-acc=95.15%, top5-acc=99.97%, remaining_time=0:00:32.972042, arrival_time=2021-04-15 03:34:23.961097, cost_time=0:00:27.995144 2021-04-15 03:33:54,074 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1405, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:00:29.837568, arrival_time=2021-04-15 03:34:23.912225, cost_time=0:00:31.080823 2021-04-15 03:33:57,157 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.60ms, fps=831 images/s, loss=0.1422, top1-acc=95.12%, top5-acc=99.98%, remaining_time=0:00:26.709364, arrival_time=2021-04-15 03:34:23.866334, cost_time=0:00:34.163148 2021-04-15 03:34:00,236 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.1420, top1-acc=95.12%, top5-acc=99.98%, remaining_time=0:00:23.586904, arrival_time=2021-04-15 03:34:23.823158, cost_time=0:00:37.242430 2021-04-15 03:34:03,323 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.32ms, fps=829 images/s, loss=0.1425, top1-acc=95.06%, top5-acc=99.98%, remaining_time=0:00:20.475180, arrival_time=2021-04-15 03:34:23.798852, cost_time=0:00:40.329842 2021-04-15 03:34:06,415 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.1418, top1-acc=95.10%, top5-acc=99.98%, remaining_time=0:00:17.368400, arrival_time=2021-04-15 03:34:23.783353, cost_time=0:00:43.420949 2021-04-15 03:34:09,516 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.1421, top1-acc=95.11%, top5-acc=99.98%, remaining_time=0:00:14.266854, arrival_time=2021-04-15 03:34:23.783104, cost_time=0:00:46.522419 2021-04-15 03:34:12,616 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.35ms, fps=826 images/s, loss=0.1432, top1-acc=95.08%, top5-acc=99.98%, remaining_time=0:00:11.165148, arrival_time=2021-04-15 03:34:23.781830, cost_time=0:00:49.622846 2021-04-15 03:34:15,703 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.1440, top1-acc=95.03%, top5-acc=99.98%, remaining_time=0:00:08.061456, arrival_time=2021-04-15 03:34:23.764889, cost_time=0:00:52.709594 2021-04-15 03:34:18,780 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.30ms, fps=832 images/s, loss=0.1460, top1-acc=94.96%, top5-acc=99.97%, remaining_time=0:00:04.958784, arrival_time=2021-04-15 03:34:23.738909, cost_time=0:00:55.786295 2021-04-15 03:34:21,864 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.19ms, fps=830 images/s, loss=0.1472, top1-acc=94.91%, top5-acc=99.97%, remaining_time=0:00:01.859076, arrival_time=2021-04-15 03:34:23.723619, cost_time=0:00:58.870686 2021-04-15 03:34:23,509 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.18ms, fps=827 images/s, loss=0.1469, top1-acc=94.92%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:23.509502, cost_time=0:01:00.515691 2021-04-15 03:34:24,553 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.35ms, fps=2456 images/s, loss=0.3369, top1-acc=88.87%, top5-acc=99.57%, remaining_time=0:00:03.126720, arrival_time=2021-04-15 03:34:27.680067, cost_time=0:00:01.042245 2021-04-15 03:34:25,489 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.29ms, fps=2736 images/s, loss=0.3236, top1-acc=89.18%, top5-acc=99.65%, remaining_time=0:00:01.978400, arrival_time=2021-04-15 03:34:27.467876, cost_time=0:00:01.978394 2021-04-15 03:34:26,424 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.27ms, fps=2739 images/s, loss=0.3082, top1-acc=89.53%, top5-acc=99.71%, remaining_time=0:00:00.971090, arrival_time=2021-04-15 03:34:27.395465, cost_time=0:00:02.913269 2021-04-15 03:34:27,274 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=2730 images/s, loss=0.2993, top1-acc=89.74%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:27.274494, cost_time=0:00:03.763431 2021-04-15 03:34:27,543 INFO : Epoch=0130 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:15:28.121500, arrival_time=2021-04-15 04:49:55.664881, cost_time=2:20:09.368561 2021-04-15 03:34:27,544 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 03:34:30,786 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.69ms, fps=790 images/s, loss=0.1249, top1-acc=95.59%, top5-acc=100.00%, remaining_time=0:01:00.298782, arrival_time=2021-04-15 03:35:31.085586, cost_time=0:00:03.241868 2021-04-15 03:34:33,872 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1371, top1-acc=95.23%, top5-acc=99.98%, remaining_time=0:00:55.684288, arrival_time=2021-04-15 03:35:29.556882, cost_time=0:00:06.327765 2021-04-15 03:34:36,956 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.1287, top1-acc=95.52%, top5-acc=99.99%, remaining_time=0:00:52.078184, arrival_time=2021-04-15 03:35:29.034737, cost_time=0:00:09.411706 2021-04-15 03:34:40,045 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1317, top1-acc=95.49%, top5-acc=99.97%, remaining_time=0:00:48.752028, arrival_time=2021-04-15 03:35:28.797504, cost_time=0:00:12.500529 2021-04-15 03:34:43,133 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.96ms, fps=829 images/s, loss=0.1349, top1-acc=95.30%, top5-acc=99.98%, remaining_time=0:00:45.518566, arrival_time=2021-04-15 03:35:28.651979, cost_time=0:00:15.588551 2021-04-15 03:34:46,223 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.1374, top1-acc=95.17%, top5-acc=99.97%, remaining_time=0:00:42.331632, arrival_time=2021-04-15 03:35:28.555462, cost_time=0:00:18.675738 2021-04-15 03:34:49,306 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.1379, top1-acc=95.11%, top5-acc=99.97%, remaining_time=0:00:39.171132, arrival_time=2021-04-15 03:35:28.477827, cost_time=0:00:21.761736 2021-04-15 03:34:52,390 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.1373, top1-acc=95.12%, top5-acc=99.97%, remaining_time=0:00:36.026352, arrival_time=2021-04-15 03:35:28.416842, cost_time=0:00:24.845735 2021-04-15 03:34:55,477 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.1353, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:32.898372, arrival_time=2021-04-15 03:35:28.375786, cost_time=0:00:27.932595 2021-04-15 03:34:58,560 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1352, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:29.775072, arrival_time=2021-04-15 03:35:28.335493, cost_time=0:00:31.015686 2021-04-15 03:35:01,647 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.1363, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:26.661720, arrival_time=2021-04-15 03:35:28.308798, cost_time=0:00:34.102185 2021-04-15 03:35:04,726 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.1378, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:23.548600, arrival_time=2021-04-15 03:35:28.275366, cost_time=0:00:37.182020 2021-04-15 03:35:07,812 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.1399, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:20.443500, arrival_time=2021-04-15 03:35:28.255849, cost_time=0:00:40.267525 2021-04-15 03:35:10,895 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1412, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:17.340288, arrival_time=2021-04-15 03:35:28.235738, cost_time=0:00:43.350702 2021-04-15 03:35:13,982 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.1416, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:14.240864, arrival_time=2021-04-15 03:35:28.223249, cost_time=0:00:46.437564 2021-04-15 03:35:17,063 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.1412, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:11.141712, arrival_time=2021-04-15 03:35:28.205150, cost_time=0:00:49.518700 2021-04-15 03:35:20,142 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.1416, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:08.044348, arrival_time=2021-04-15 03:35:28.186729, cost_time=0:00:52.597648 2021-04-15 03:35:23,227 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1427, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:04.949584, arrival_time=2021-04-15 03:35:28.177151, cost_time=0:00:55.682739 2021-04-15 03:35:26,307 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.1439, top1-acc=94.94%, top5-acc=99.94%, remaining_time=0:00:01.855656, arrival_time=2021-04-15 03:35:28.162925, cost_time=0:00:58.762525 2021-04-15 03:35:27,947 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.21ms, fps=829 images/s, loss=0.1444, top1-acc=94.92%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:27.947721, cost_time=0:01:00.402984 2021-04-15 03:35:29,001 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.38ms, fps=2433 images/s, loss=0.3134, top1-acc=89.69%, top5-acc=99.84%, remaining_time=0:00:03.156690, arrival_time=2021-04-15 03:35:32.158343, cost_time=0:00:01.052231 2021-04-15 03:35:29,935 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.30ms, fps=2743 images/s, loss=0.3185, top1-acc=89.47%, top5-acc=99.80%, remaining_time=0:00:01.986000, arrival_time=2021-04-15 03:35:31.921409, cost_time=0:00:01.985993 2021-04-15 03:35:30,870 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.27ms, fps=2739 images/s, loss=0.3237, top1-acc=89.28%, top5-acc=99.74%, remaining_time=0:00:00.973620, arrival_time=2021-04-15 03:35:31.843881, cost_time=0:00:02.920848 2021-04-15 03:35:31,727 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.06ms, fps=2707 images/s, loss=0.3387, top1-acc=89.28%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:31.727797, cost_time=0:00:03.778337 2021-04-15 03:35:32,073 INFO : Epoch=0131 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:14:23.351181, arrival_time=2021-04-15 04:49:55.424587, cost_time=2:21:13.898556 2021-04-15 03:35:32,075 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 03:35:35,345 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.34ms, fps=783 images/s, loss=0.1306, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:01:00.823488, arrival_time=2021-04-15 03:36:36.169342, cost_time=0:00:03.270082 2021-04-15 03:35:38,428 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1359, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:55.907808, arrival_time=2021-04-15 03:36:34.336721, cost_time=0:00:06.353151 2021-04-15 03:35:41,512 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.1356, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:52.216794, arrival_time=2021-04-15 03:36:33.729336, cost_time=0:00:09.436764 2021-04-15 03:35:44,591 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.1349, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:48.811308, arrival_time=2021-04-15 03:36:33.402785, cost_time=0:00:12.515709 2021-04-15 03:35:47,674 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.1344, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:45.547474, arrival_time=2021-04-15 03:36:33.221825, cost_time=0:00:15.598430 2021-04-15 03:35:50,760 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1337, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:42.352032, arrival_time=2021-04-15 03:36:33.112562, cost_time=0:00:18.684744 2021-04-15 03:35:53,838 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.1332, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:39.172518, arrival_time=2021-04-15 03:36:33.010790, cost_time=0:00:21.762512 2021-04-15 03:35:56,923 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1345, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:36.028672, arrival_time=2021-04-15 03:36:32.951810, cost_time=0:00:24.847374 2021-04-15 03:36:00,014 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1343, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:32.903672, arrival_time=2021-04-15 03:36:32.917841, cost_time=0:00:27.937120 2021-04-15 03:36:03,099 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1366, top1-acc=95.30%, top5-acc=99.95%, remaining_time=0:00:29.782464, arrival_time=2021-04-15 03:36:32.881677, cost_time=0:00:31.023369 2021-04-15 03:36:06,181 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1375, top1-acc=95.29%, top5-acc=99.94%, remaining_time=0:00:26.664644, arrival_time=2021-04-15 03:36:32.846396, cost_time=0:00:34.105978 2021-04-15 03:36:09,263 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.68ms, fps=831 images/s, loss=0.1388, top1-acc=95.27%, top5-acc=99.94%, remaining_time=0:00:23.552248, arrival_time=2021-04-15 03:36:32.815722, cost_time=0:00:37.187709 2021-04-15 03:36:12,352 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.1400, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:20.448120, arrival_time=2021-04-15 03:36:32.800531, cost_time=0:00:40.276650 2021-04-15 03:36:15,435 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.29ms, fps=830 images/s, loss=0.1405, top1-acc=95.25%, top5-acc=99.93%, remaining_time=0:00:17.343872, arrival_time=2021-04-15 03:36:32.779260, cost_time=0:00:43.359622 2021-04-15 03:36:18,518 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.47ms, fps=830 images/s, loss=0.1417, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:00:14.242382, arrival_time=2021-04-15 03:36:32.760729, cost_time=0:00:46.442581 2021-04-15 03:36:21,603 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1415, top1-acc=95.19%, top5-acc=99.93%, remaining_time=0:00:11.143728, arrival_time=2021-04-15 03:36:32.747220, cost_time=0:00:49.527655 2021-04-15 03:36:24,687 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1426, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:08.046454, arrival_time=2021-04-15 03:36:32.733732, cost_time=0:00:52.611423 2021-04-15 03:36:27,768 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.1426, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:04.950464, arrival_time=2021-04-15 03:36:32.719055, cost_time=0:00:55.692806 2021-04-15 03:36:30,848 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.25ms, fps=831 images/s, loss=0.1431, top1-acc=95.09%, top5-acc=99.93%, remaining_time=0:00:01.855968, arrival_time=2021-04-15 03:36:32.704126, cost_time=0:00:58.772397 2021-04-15 03:36:32,486 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.1435, top1-acc=95.07%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:32.486534, cost_time=0:01:00.410784 2021-04-15 03:36:33,529 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.14ms, fps=2458 images/s, loss=0.3391, top1-acc=88.83%, top5-acc=99.77%, remaining_time=0:00:03.124080, arrival_time=2021-04-15 03:36:36.653582, cost_time=0:00:01.041362 2021-04-15 03:36:34,463 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.22ms, fps=2743 images/s, loss=0.3333, top1-acc=89.10%, top5-acc=99.67%, remaining_time=0:00:01.975040, arrival_time=2021-04-15 03:36:36.438190, cost_time=0:00:01.975035 2021-04-15 03:36:35,398 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.21ms, fps=2739 images/s, loss=0.3382, top1-acc=89.15%, top5-acc=99.64%, remaining_time=0:00:00.970020, arrival_time=2021-04-15 03:36:36.368200, cost_time=0:00:02.910055 2021-04-15 03:36:36,247 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.05ms, fps=2733 images/s, loss=0.3280, top1-acc=89.34%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:36.247289, cost_time=0:00:03.759188 2021-04-15 03:36:36,519 INFO : Epoch=0132 complete, best val top1-acc=89.76%, top5-acc=99.64% (epoch=127), remaining_time=1:13:18.541240, arrival_time=2021-04-15 04:49:55.060797, cost_time=2:22:18.344740 2021-04-15 03:36:36,520 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 03:36:39,788 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.30ms, fps=783 images/s, loss=0.1357, top1-acc=95.51%, top5-acc=99.88%, remaining_time=0:01:00.785916, arrival_time=2021-04-15 03:37:40.574854, cost_time=0:00:03.268065 2021-04-15 03:36:42,881 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.1414, top1-acc=95.06%, top5-acc=99.86%, remaining_time=0:00:55.972048, arrival_time=2021-04-15 03:37:38.853468, cost_time=0:00:06.360459 2021-04-15 03:36:45,964 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.1434, top1-acc=94.90%, top5-acc=99.90%, remaining_time=0:00:52.252982, arrival_time=2021-04-15 03:37:38.217272, cost_time=0:00:09.443308 2021-04-15 03:36:49,051 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1416, top1-acc=95.03%, top5-acc=99.92%, remaining_time=0:00:48.870588, arrival_time=2021-04-15 03:37:37.922480, cost_time=0:00:12.530931 2021-04-15 03:36:52,140 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.1412, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:45.608794, arrival_time=2021-04-15 03:37:37.749316, cost_time=0:00:15.619431 2021-04-15 03:36:55,230 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1400, top1-acc=95.20%, top5-acc=99.93%, remaining_time=0:00:42.407384, arrival_time=2021-04-15 03:37:37.637640, cost_time=0:00:18.709168 2021-04-15 03:36:58,318 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.1374, top1-acc=95.28%, top5-acc=99.93%, remaining_time=0:00:39.235140, arrival_time=2021-04-15 03:37:37.553305, cost_time=0:00:21.797266 2021-04-15 03:37:01,404 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1358, top1-acc=95.37%, top5-acc=99.94%, remaining_time=0:00:36.080640, arrival_time=2021-04-15 03:37:37.484818, cost_time=0:00:24.883212 2021-04-15 03:37:04,489 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.64ms, fps=830 images/s, loss=0.1330, top1-acc=95.49%, top5-acc=99.94%, remaining_time=0:00:32.940878, arrival_time=2021-04-15 03:37:37.430517, cost_time=0:00:27.968682 2021-04-15 03:37:07,572 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1321, top1-acc=95.48%, top5-acc=99.94%, remaining_time=0:00:29.809728, arrival_time=2021-04-15 03:37:37.382469, cost_time=0:00:31.051838 2021-04-15 03:37:10,666 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.1336, top1-acc=95.45%, top5-acc=99.94%, remaining_time=0:00:26.695862, arrival_time=2021-04-15 03:37:37.362731, cost_time=0:00:34.145908 2021-04-15 03:37:13,758 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.29ms, fps=828 images/s, loss=0.1336, top1-acc=95.46%, top5-acc=99.94%, remaining_time=0:00:23.583408, arrival_time=2021-04-15 03:37:37.341391, cost_time=0:00:37.236932 2021-04-15 03:37:16,846 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.1334, top1-acc=95.43%, top5-acc=99.94%, remaining_time=0:00:20.472936, arrival_time=2021-04-15 03:37:37.319350, cost_time=0:00:40.325517 2021-04-15 03:37:19,927 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.1340, top1-acc=95.41%, top5-acc=99.94%, remaining_time=0:00:17.362576, arrival_time=2021-04-15 03:37:37.289878, cost_time=0:00:43.406422 2021-04-15 03:37:23,013 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1346, top1-acc=95.39%, top5-acc=99.95%, remaining_time=0:00:14.257746, arrival_time=2021-04-15 03:37:37.271426, cost_time=0:00:46.492719 2021-04-15 03:37:26,111 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.36ms, fps=827 images/s, loss=0.1345, top1-acc=95.38%, top5-acc=99.95%, remaining_time=0:00:11.157840, arrival_time=2021-04-15 03:37:37.269158, cost_time=0:00:49.590434 2021-04-15 03:37:29,207 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.53ms, fps=827 images/s, loss=0.1358, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:08.057842, arrival_time=2021-04-15 03:37:37.264825, cost_time=0:00:52.685926 2021-04-15 03:37:32,304 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.33ms, fps=827 images/s, loss=0.1358, top1-acc=95.33%, top5-acc=99.95%, remaining_time=0:00:04.958512, arrival_time=2021-04-15 03:37:37.262646, cost_time=0:00:55.783242 2021-04-15 03:37:35,396 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.30ms, fps=828 images/s, loss=0.1364, top1-acc=95.31%, top5-acc=99.95%, remaining_time=0:00:01.859220, arrival_time=2021-04-15 03:37:37.255487, cost_time=0:00:58.875390 2021-04-15 03:37:37,041 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.84ms, fps=827 images/s, loss=0.1363, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:37.041455, cost_time=0:01:00.520506 2021-04-15 03:37:38,088 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.25ms, fps=2450 images/s, loss=0.3130, top1-acc=90.12%, top5-acc=99.53%, remaining_time=0:00:03.135000, arrival_time=2021-04-15 03:37:41.223336, cost_time=0:00:01.044998 2021-04-15 03:37:39,024 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.55ms, fps=2736 images/s, loss=0.3248, top1-acc=89.77%, top5-acc=99.57%, remaining_time=0:00:01.980860, arrival_time=2021-04-15 03:37:41.005071, cost_time=0:00:01.980859 2021-04-15 03:37:39,960 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.24ms, fps=2737 images/s, loss=0.3230, top1-acc=89.71%, top5-acc=99.61%, remaining_time=0:00:00.972200, arrival_time=2021-04-15 03:37:40.932176, cost_time=0:00:02.916598 2021-04-15 03:37:40,811 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=2725 images/s, loss=0.3154, top1-acc=89.84%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:40.811729, cost_time=0:00:03.768412 2021-04-15 03:37:41,378 INFO : Epoch=0133 complete, best val top1-acc=89.84%, top5-acc=99.63% (epoch=133), remaining_time=1:12:13.944647, arrival_time=2021-04-15 04:49:55.323033, cost_time=2:23:23.203563 2021-04-15 03:37:41,379 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 03:37:44,620 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.92ms, fps=790 images/s, loss=0.1181, top1-acc=95.90%, top5-acc=99.92%, remaining_time=0:01:00.274044, arrival_time=2021-04-15 03:38:44.894412, cost_time=0:00:03.240536 2021-04-15 03:37:47,708 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.1204, top1-acc=95.86%, top5-acc=99.94%, remaining_time=0:00:55.690272, arrival_time=2021-04-15 03:38:43.398501, cost_time=0:00:06.328431 2021-04-15 03:37:50,790 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.64ms, fps=831 images/s, loss=0.1157, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:52.070714, arrival_time=2021-04-15 03:38:42.860874, cost_time=0:00:09.410364 2021-04-15 03:37:53,884 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.1193, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:00:48.766380, arrival_time=2021-04-15 03:38:42.650384, cost_time=0:00:12.504206 2021-04-15 03:37:56,971 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.1194, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:45.527034, arrival_time=2021-04-15 03:38:42.498292, cost_time=0:00:15.591459 2021-04-15 03:38:00,055 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1215, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:42.332448, arrival_time=2021-04-15 03:38:42.388316, cost_time=0:00:18.676065 2021-04-15 03:38:03,144 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.1243, top1-acc=95.75%, top5-acc=99.97%, remaining_time=0:00:39.176550, arrival_time=2021-04-15 03:38:42.321100, cost_time=0:00:21.764733 2021-04-15 03:38:06,230 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=2.09ms, fps=830 images/s, loss=0.1240, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:36.033544, arrival_time=2021-04-15 03:38:42.264084, cost_time=0:00:24.850744 2021-04-15 03:38:09,311 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.1231, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:32.897418, arrival_time=2021-04-15 03:38:42.208930, cost_time=0:00:27.931754 2021-04-15 03:38:12,402 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.1238, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:29.781984, arrival_time=2021-04-15 03:38:42.184658, cost_time=0:00:31.022888 2021-04-15 03:38:15,501 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.51ms, fps=826 images/s, loss=0.1247, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:26.676942, arrival_time=2021-04-15 03:38:42.178362, cost_time=0:00:34.121700 2021-04-15 03:38:18,587 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.18ms, fps=830 images/s, loss=0.1264, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:23.564864, arrival_time=2021-04-15 03:38:42.152376, cost_time=0:00:37.207720 2021-04-15 03:38:21,678 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.1269, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:20.459472, arrival_time=2021-04-15 03:38:42.138216, cost_time=0:00:40.299018 2021-04-15 03:38:24,763 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.1281, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:17.353560, arrival_time=2021-04-15 03:38:42.117139, cost_time=0:00:43.383845 2021-04-15 03:38:27,849 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1296, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:14.250662, arrival_time=2021-04-15 03:38:42.099967, cost_time=0:00:46.469506 2021-04-15 03:38:30,935 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1297, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:11.150136, arrival_time=2021-04-15 03:38:42.086044, cost_time=0:00:49.556196 2021-04-15 03:38:34,017 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.1304, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:08.050510, arrival_time=2021-04-15 03:38:42.068122, cost_time=0:00:52.637898 2021-04-15 03:38:37,099 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.1306, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:04.952864, arrival_time=2021-04-15 03:38:42.052433, cost_time=0:00:55.719773 2021-04-15 03:38:40,186 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.91ms, fps=830 images/s, loss=0.1320, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:01.857042, arrival_time=2021-04-15 03:38:42.043166, cost_time=0:00:58.806402 2021-04-15 03:38:41,831 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.10ms, fps=827 images/s, loss=0.1318, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:41.831861, cost_time=0:01:00.452166 2021-04-15 03:38:42,907 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.50ms, fps=2384 images/s, loss=0.3302, top1-acc=88.98%, top5-acc=99.61%, remaining_time=0:00:03.221640, arrival_time=2021-04-15 03:38:46.129007, cost_time=0:00:01.073877 2021-04-15 03:38:43,843 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.18ms, fps=2737 images/s, loss=0.3269, top1-acc=89.30%, top5-acc=99.67%, remaining_time=0:00:02.009540, arrival_time=2021-04-15 03:38:45.852574, cost_time=0:00:02.009547 2021-04-15 03:38:44,780 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.28ms, fps=2732 images/s, loss=0.3280, top1-acc=89.40%, top5-acc=99.65%, remaining_time=0:00:00.982350, arrival_time=2021-04-15 03:38:45.762970, cost_time=0:00:02.947044 2021-04-15 03:38:45,633 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=2723 images/s, loss=0.3278, top1-acc=89.67%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:45.633035, cost_time=0:00:03.799576 2021-04-15 03:38:45,903 INFO : Epoch=0134 complete, best val top1-acc=89.84%, top5-acc=99.63% (epoch=133), remaining_time=1:11:09.179838, arrival_time=2021-04-15 04:49:55.083364, cost_time=2:24:27.728706 2021-04-15 03:38:45,904 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 03:38:49,145 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.40ms, fps=790 images/s, loss=0.1422, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:01:00.269766, arrival_time=2021-04-15 03:39:49.415138, cost_time=0:00:03.240311 2021-04-15 03:38:52,250 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.57ms, fps=825 images/s, loss=0.1304, top1-acc=95.57%, top5-acc=99.98%, remaining_time=0:00:55.835120, arrival_time=2021-04-15 03:39:48.085185, cost_time=0:00:06.344904 2021-04-15 03:38:55,345 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.1272, top1-acc=95.66%, top5-acc=99.99%, remaining_time=0:00:52.238872, arrival_time=2021-04-15 03:39:47.584666, cost_time=0:00:09.440746 2021-04-15 03:38:58,435 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.1274, top1-acc=95.63%, top5-acc=99.99%, remaining_time=0:00:48.869340, arrival_time=2021-04-15 03:39:47.304982, cost_time=0:00:12.530604 2021-04-15 03:39:01,519 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1261, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:45.592588, arrival_time=2021-04-15 03:39:47.111604, cost_time=0:00:15.613901 2021-04-15 03:39:04,613 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1274, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:42.405072, arrival_time=2021-04-15 03:39:47.018220, cost_time=0:00:18.708101 2021-04-15 03:39:07,697 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1286, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:39.226320, arrival_time=2021-04-15 03:39:46.923756, cost_time=0:00:21.792390 2021-04-15 03:39:10,786 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.1291, top1-acc=95.62%, top5-acc=99.98%, remaining_time=0:00:36.077508, arrival_time=2021-04-15 03:39:46.863580, cost_time=0:00:24.881027 2021-04-15 03:39:13,869 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.77ms, fps=830 images/s, loss=0.1280, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:32.936320, arrival_time=2021-04-15 03:39:46.806073, cost_time=0:00:27.964787 2021-04-15 03:39:16,954 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1268, top1-acc=95.67%, top5-acc=99.98%, remaining_time=0:00:29.807136, arrival_time=2021-04-15 03:39:46.761264, cost_time=0:00:31.049076 2021-04-15 03:39:20,041 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=2.05ms, fps=829 images/s, loss=0.1249, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:26.688208, arrival_time=2021-04-15 03:39:46.729299, cost_time=0:00:34.136046 2021-04-15 03:39:23,129 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.1252, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:23.575732, arrival_time=2021-04-15 03:39:46.705527, cost_time=0:00:37.224822 2021-04-15 03:39:26,213 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.1249, top1-acc=95.77%, top5-acc=99.98%, remaining_time=0:00:20.464488, arrival_time=2021-04-15 03:39:46.678253, cost_time=0:00:40.308810 2021-04-15 03:39:29,301 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.1246, top1-acc=95.78%, top5-acc=99.98%, remaining_time=0:00:17.358376, arrival_time=2021-04-15 03:39:46.659348, cost_time=0:00:43.395926 2021-04-15 03:39:32,395 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.1242, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:14.257010, arrival_time=2021-04-15 03:39:46.652230, cost_time=0:00:46.490219 2021-04-15 03:39:35,482 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.28ms, fps=829 images/s, loss=0.1251, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:11.154960, arrival_time=2021-04-15 03:39:46.637536, cost_time=0:00:49.577524 2021-04-15 03:39:38,571 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.68ms, fps=829 images/s, loss=0.1251, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:08.054852, arrival_time=2021-04-15 03:39:46.626155, cost_time=0:00:52.666323 2021-04-15 03:39:41,659 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.1259, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:04.955920, arrival_time=2021-04-15 03:39:46.615236, cost_time=0:00:55.754183 2021-04-15 03:39:44,755 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.22ms, fps=827 images/s, loss=0.1266, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:01.858440, arrival_time=2021-04-15 03:39:46.614059, cost_time=0:00:58.850580 2021-04-15 03:39:46,402 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.32ms, fps=826 images/s, loss=0.1275, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:46.402337, cost_time=0:01:00.497376 2021-04-15 03:39:47,450 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.46ms, fps=2447 images/s, loss=0.3397, top1-acc=89.37%, top5-acc=99.41%, remaining_time=0:00:03.138090, arrival_time=2021-04-15 03:39:50.588162, cost_time=0:00:01.046028 2021-04-15 03:39:48,388 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.31ms, fps=2728 images/s, loss=0.3193, top1-acc=89.98%, top5-acc=99.55%, remaining_time=0:00:01.984840, arrival_time=2021-04-15 03:39:50.373711, cost_time=0:00:01.984834 2021-04-15 03:39:49,327 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.37ms, fps=2728 images/s, loss=0.3195, top1-acc=89.99%, top5-acc=99.56%, remaining_time=0:00:00.974580, arrival_time=2021-04-15 03:39:50.302366, cost_time=0:00:02.923743 2021-04-15 03:39:50,180 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.07ms, fps=2721 images/s, loss=0.3171, top1-acc=90.07%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:50.180691, cost_time=0:00:03.776685 2021-04-15 03:39:50,695 INFO : Epoch=0135 complete, best val top1-acc=90.07%, top5-acc=99.55% (epoch=135), remaining_time=1:10:04.547165, arrival_time=2021-04-15 04:49:55.242983, cost_time=2:25:32.520986 2021-04-15 03:39:50,697 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 03:39:53,970 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.33ms, fps=782 images/s, loss=0.1334, top1-acc=95.43%, top5-acc=100.00%, remaining_time=0:01:00.872964, arrival_time=2021-04-15 03:40:54.842944, cost_time=0:00:03.272738 2021-04-15 03:39:57,061 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.1433, top1-acc=95.18%, top5-acc=100.00%, remaining_time=0:00:56.007776, arrival_time=2021-04-15 03:40:53.069549, cost_time=0:00:06.364519 2021-04-15 03:40:00,149 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.1369, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:52.304608, arrival_time=2021-04-15 03:40:52.454515, cost_time=0:00:09.452654 2021-04-15 03:40:03,233 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1331, top1-acc=95.41%, top5-acc=99.99%, remaining_time=0:00:48.889464, arrival_time=2021-04-15 03:40:52.122493, cost_time=0:00:12.535779 2021-04-15 03:40:06,322 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.1310, top1-acc=95.48%, top5-acc=99.99%, remaining_time=0:00:45.624562, arrival_time=2021-04-15 03:40:51.946745, cost_time=0:00:15.624862 2021-04-15 03:40:09,415 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.1286, top1-acc=95.57%, top5-acc=99.98%, remaining_time=0:00:42.427512, arrival_time=2021-04-15 03:40:51.842754, cost_time=0:00:18.717993 2021-04-15 03:40:12,507 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.1279, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:39.258954, arrival_time=2021-04-15 03:40:51.766763, cost_time=0:00:21.810562 2021-04-15 03:40:15,593 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1254, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:36.098852, arrival_time=2021-04-15 03:40:51.691989, cost_time=0:00:24.895760 2021-04-15 03:40:18,678 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.1259, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:32.956036, arrival_time=2021-04-15 03:40:51.634715, cost_time=0:00:27.981499 2021-04-15 03:40:21,766 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1258, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:00:29.826048, arrival_time=2021-04-15 03:40:51.592134, cost_time=0:00:31.068799 2021-04-15 03:40:24,853 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.30ms, fps=829 images/s, loss=0.1259, top1-acc=95.58%, top5-acc=99.98%, remaining_time=0:00:26.703774, arrival_time=2021-04-15 03:40:51.556911, cost_time=0:00:34.155969 2021-04-15 03:40:27,935 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.1259, top1-acc=95.58%, top5-acc=99.98%, remaining_time=0:00:23.584016, arrival_time=2021-04-15 03:40:51.519131, cost_time=0:00:37.237874 2021-04-15 03:40:31,016 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1266, top1-acc=95.57%, top5-acc=99.98%, remaining_time=0:00:20.469966, arrival_time=2021-04-15 03:40:51.486761, cost_time=0:00:40.319618 2021-04-15 03:40:34,113 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.1265, top1-acc=95.59%, top5-acc=99.98%, remaining_time=0:00:17.366496, arrival_time=2021-04-15 03:40:51.480138, cost_time=0:00:43.416276 2021-04-15 03:40:37,205 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.1266, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:14.262484, arrival_time=2021-04-15 03:40:51.467757, cost_time=0:00:46.508092 2021-04-15 03:40:40,291 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.1256, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:11.158776, arrival_time=2021-04-15 03:40:51.450467, cost_time=0:00:49.594528 2021-04-15 03:40:43,379 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.29ms, fps=829 images/s, loss=0.1259, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:08.057348, arrival_time=2021-04-15 03:40:51.437259, cost_time=0:00:52.682667 2021-04-15 03:40:46,467 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.1268, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:04.957328, arrival_time=2021-04-15 03:40:51.424413, cost_time=0:00:55.769907 2021-04-15 03:40:49,552 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1269, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:01.858590, arrival_time=2021-04-15 03:40:51.411175, cost_time=0:00:58.855408 2021-04-15 03:40:51,202 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.22ms, fps=825 images/s, loss=0.1267, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:51.202418, cost_time=0:01:00.505258 2021-04-15 03:40:52,251 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.20ms, fps=2445 images/s, loss=0.3143, top1-acc=90.43%, top5-acc=99.73%, remaining_time=0:00:03.140460, arrival_time=2021-04-15 03:40:55.391440, cost_time=0:00:01.046823 2021-04-15 03:40:53,191 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.59ms, fps=2722 images/s, loss=0.2935, top1-acc=90.51%, top5-acc=99.69%, remaining_time=0:00:01.987640, arrival_time=2021-04-15 03:40:55.179503, cost_time=0:00:01.987640 2021-04-15 03:40:54,130 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.41ms, fps=2729 images/s, loss=0.2902, top1-acc=90.73%, top5-acc=99.67%, remaining_time=0:00:00.975460, arrival_time=2021-04-15 03:40:55.106027, cost_time=0:00:02.926373 2021-04-15 03:40:54,990 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=2699 images/s, loss=0.2848, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:54.990660, cost_time=0:00:03.786531 2021-04-15 03:40:55,528 INFO : Epoch=0136 complete, best val top1-acc=90.78%, top5-acc=99.69% (epoch=136), remaining_time=1:08:59.931136, arrival_time=2021-04-15 04:49:55.459674, cost_time=2:26:37.353689 2021-04-15 03:40:55,529 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 03:40:58,813 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.44ms, fps=780 images/s, loss=0.1040, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:01:01.074030, arrival_time=2021-04-15 03:41:59.887878, cost_time=0:00:03.283549 2021-04-15 03:41:01,912 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.17ms, fps=826 images/s, loss=0.1038, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:56.161952, arrival_time=2021-04-15 03:41:58.074160, cost_time=0:00:06.382034 2021-04-15 03:41:05,002 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1054, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:52.414168, arrival_time=2021-04-15 03:41:57.416782, cost_time=0:00:09.472443 2021-04-15 03:41:08,090 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1062, top1-acc=96.40%, top5-acc=99.96%, remaining_time=0:00:48.985560, arrival_time=2021-04-15 03:41:57.076141, cost_time=0:00:12.560386 2021-04-15 03:41:11,179 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.1055, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:45.696686, arrival_time=2021-04-15 03:41:56.876421, cost_time=0:00:15.649553 2021-04-15 03:41:14,263 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.1054, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:42.462464, arrival_time=2021-04-15 03:41:56.726101, cost_time=0:00:18.733465 2021-04-15 03:41:17,350 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=2.06ms, fps=830 images/s, loss=0.1060, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:39.275838, arrival_time=2021-04-15 03:41:56.625938, cost_time=0:00:21.819932 2021-04-15 03:41:20,433 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1063, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:36.110568, arrival_time=2021-04-15 03:41:56.544506, cost_time=0:00:24.903837 2021-04-15 03:41:23,519 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.1073, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:00:32.965152, arrival_time=2021-04-15 03:41:56.484586, cost_time=0:00:27.989260 2021-04-15 03:41:26,607 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=0.1098, top1-acc=96.14%, top5-acc=99.96%, remaining_time=0:00:29.833920, arrival_time=2021-04-15 03:41:56.441069, cost_time=0:00:31.076961 2021-04-15 03:41:29,693 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.1124, top1-acc=96.07%, top5-acc=99.96%, remaining_time=0:00:26.709450, arrival_time=2021-04-15 03:41:56.402811, cost_time=0:00:34.163261 2021-04-15 03:41:32,790 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.95ms, fps=827 images/s, loss=0.1134, top1-acc=96.04%, top5-acc=99.96%, remaining_time=0:00:23.597848, arrival_time=2021-04-15 03:41:56.388047, cost_time=0:00:37.259813 2021-04-15 03:41:35,874 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1133, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:20.482638, arrival_time=2021-04-15 03:41:56.357270, cost_time=0:00:40.344535 2021-04-15 03:41:38,959 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.1139, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:17.371872, arrival_time=2021-04-15 03:41:56.331683, cost_time=0:00:43.429726 2021-04-15 03:41:42,049 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.29ms, fps=829 images/s, loss=0.1139, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:14.266026, arrival_time=2021-04-15 03:41:56.315904, cost_time=0:00:46.519653 2021-04-15 03:41:45,139 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1144, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:11.162052, arrival_time=2021-04-15 03:41:56.301295, cost_time=0:00:49.609153 2021-04-15 03:41:48,234 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.1146, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:08.060728, arrival_time=2021-04-15 03:41:56.295592, cost_time=0:00:52.704772 2021-04-15 03:41:51,320 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.1150, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:04.959168, arrival_time=2021-04-15 03:41:56.280008, cost_time=0:00:55.790688 2021-04-15 03:41:54,401 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.21ms, fps=831 images/s, loss=0.1160, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:01.859088, arrival_time=2021-04-15 03:41:56.260295, cost_time=0:00:58.871128 2021-04-15 03:41:56,049 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.40ms, fps=825 images/s, loss=0.1164, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:56.049084, cost_time=0:01:00.519018 2021-04-15 03:41:57,123 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.33ms, fps=2386 images/s, loss=0.2906, top1-acc=90.90%, top5-acc=99.65%, remaining_time=0:00:03.218250, arrival_time=2021-04-15 03:42:00.341688, cost_time=0:00:01.072746 2021-04-15 03:41:58,059 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.26ms, fps=2736 images/s, loss=0.2959, top1-acc=90.72%, top5-acc=99.65%, remaining_time=0:00:02.008980, arrival_time=2021-04-15 03:42:00.068597, cost_time=0:00:02.008977 2021-04-15 03:41:58,996 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.26ms, fps=2734 images/s, loss=0.3109, top1-acc=90.29%, top5-acc=99.67%, remaining_time=0:00:00.981880, arrival_time=2021-04-15 03:41:59.978227, cost_time=0:00:02.945637 2021-04-15 03:41:59,847 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=2727 images/s, loss=0.3148, top1-acc=90.18%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:59.847367, cost_time=0:00:03.796749 2021-04-15 03:42:00,082 INFO : Epoch=0137 complete, best val top1-acc=90.78%, top5-acc=99.69% (epoch=136), remaining_time=1:07:55.183665, arrival_time=2021-04-15 04:49:55.265805, cost_time=2:27:41.907312 2021-04-15 03:42:00,083 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 03:42:03,364 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.47ms, fps=780 images/s, loss=0.1255, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:01:01.013580, arrival_time=2021-04-15 03:43:04.377515, cost_time=0:00:03.280303 2021-04-15 03:42:06,455 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.1238, top1-acc=95.80%, top5-acc=100.00%, remaining_time=0:00:56.068320, arrival_time=2021-04-15 03:43:02.523476, cost_time=0:00:06.371392 2021-04-15 03:42:09,546 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.1208, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:52.358724, arrival_time=2021-04-15 03:43:01.904797, cost_time=0:00:09.462430 2021-04-15 03:42:12,636 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.1231, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:48.955608, arrival_time=2021-04-15 03:43:01.592035, cost_time=0:00:12.552717 2021-04-15 03:42:15,726 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.1217, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:45.677268, arrival_time=2021-04-15 03:43:01.403795, cost_time=0:00:15.642882 2021-04-15 03:42:18,820 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.1184, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:42.470488, arrival_time=2021-04-15 03:43:01.291094, cost_time=0:00:18.736951 2021-04-15 03:42:21,914 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1195, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:39.294990, arrival_time=2021-04-15 03:43:01.209406, cost_time=0:00:21.830525 2021-04-15 03:42:25,010 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.10ms, fps=827 images/s, loss=0.1188, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:36.143396, arrival_time=2021-04-15 03:43:01.153499, cost_time=0:00:24.926471 2021-04-15 03:42:28,105 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.1172, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:33.003418, arrival_time=2021-04-15 03:43:01.108732, cost_time=0:00:28.021738 2021-04-15 03:42:31,207 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.83ms, fps=825 images/s, loss=0.1153, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:29.878560, arrival_time=2021-04-15 03:43:01.085747, cost_time=0:00:31.123548 2021-04-15 03:42:34,299 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=0.1164, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:26.750558, arrival_time=2021-04-15 03:43:01.049959, cost_time=0:00:34.215843 2021-04-15 03:42:37,381 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.1175, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:23.622092, arrival_time=2021-04-15 03:43:01.003755, cost_time=0:00:37.297995 2021-04-15 03:42:40,465 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.1175, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:20.501844, arrival_time=2021-04-15 03:43:00.967759, cost_time=0:00:40.382357 2021-04-15 03:42:43,550 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.93ms, fps=830 images/s, loss=0.1182, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:17.386600, arrival_time=2021-04-15 03:43:00.936678, cost_time=0:00:43.466439 2021-04-15 03:42:46,632 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.1186, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:14.275042, arrival_time=2021-04-15 03:43:00.907715, cost_time=0:00:46.549109 2021-04-15 03:42:49,722 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.1181, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:11.168748, arrival_time=2021-04-15 03:43:00.891242, cost_time=0:00:49.638943 2021-04-15 03:42:52,813 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.1180, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:08.064498, arrival_time=2021-04-15 03:43:00.877652, cost_time=0:00:52.729460 2021-04-15 03:42:55,902 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.1182, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:04.961712, arrival_time=2021-04-15 03:43:00.864575, cost_time=0:00:55.819298 2021-04-15 03:42:58,995 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.28ms, fps=828 images/s, loss=0.1184, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:01.860360, arrival_time=2021-04-15 03:43:00.855382, cost_time=0:00:58.911464 2021-04-15 03:43:00,647 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.28ms, fps=823 images/s, loss=0.1191, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:00.647682, cost_time=0:01:00.564128 2021-04-15 03:43:01,703 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.32ms, fps=2429 images/s, loss=0.3335, top1-acc=89.88%, top5-acc=99.57%, remaining_time=0:00:03.162360, arrival_time=2021-04-15 03:43:04.865942, cost_time=0:00:01.054124 2021-04-15 03:43:02,641 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.46ms, fps=2730 images/s, loss=0.3309, top1-acc=89.94%, top5-acc=99.55%, remaining_time=0:00:01.992040, arrival_time=2021-04-15 03:43:04.633627, cost_time=0:00:01.992047 2021-04-15 03:43:03,578 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.34ms, fps=2733 images/s, loss=0.3283, top1-acc=89.78%, top5-acc=99.65%, remaining_time=0:00:00.976400, arrival_time=2021-04-15 03:43:04.555036, cost_time=0:00:02.929189 2021-04-15 03:43:04,432 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=2718 images/s, loss=0.3264, top1-acc=89.75%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:04.432494, cost_time=0:00:03.783053 2021-04-15 03:43:04,702 INFO : Epoch=0138 complete, best val top1-acc=90.78%, top5-acc=99.69% (epoch=136), remaining_time=1:06:50.468822, arrival_time=2021-04-15 04:49:55.171055, cost_time=2:28:46.527414 2021-04-15 03:43:04,703 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 03:43:07,944 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.49ms, fps=790 images/s, loss=0.1199, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:01:00.269952, arrival_time=2021-04-15 03:44:08.214174, cost_time=0:00:03.240315 2021-04-15 03:43:11,037 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.1214, top1-acc=95.78%, top5-acc=100.00%, remaining_time=0:00:55.735328, arrival_time=2021-04-15 03:44:06.772713, cost_time=0:00:06.333569 2021-04-15 03:43:14,126 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.1228, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:52.137944, arrival_time=2021-04-15 03:44:06.264372, cost_time=0:00:09.422530 2021-04-15 03:43:17,213 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.1239, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:48.786036, arrival_time=2021-04-15 03:44:05.999086, cost_time=0:00:12.509243 2021-04-15 03:43:20,299 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.1205, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:45.537838, arrival_time=2021-04-15 03:44:05.836765, cost_time=0:00:15.595143 2021-04-15 03:43:23,386 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.1190, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:42.347000, arrival_time=2021-04-15 03:44:05.733317, cost_time=0:00:18.682527 2021-04-15 03:43:26,470 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.86ms, fps=830 images/s, loss=0.1177, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:39.179196, arrival_time=2021-04-15 03:44:05.649215, cost_time=0:00:21.766235 2021-04-15 03:43:29,557 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.29ms, fps=829 images/s, loss=0.1161, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:36.037952, arrival_time=2021-04-15 03:44:05.595429, cost_time=0:00:24.853750 2021-04-15 03:43:32,643 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.1175, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:32.906852, arrival_time=2021-04-15 03:44:05.550412, cost_time=0:00:27.939777 2021-04-15 03:43:35,738 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.01ms, fps=827 images/s, loss=0.1177, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:29.793600, arrival_time=2021-04-15 03:44:05.532365, cost_time=0:00:31.035001 2021-04-15 03:43:38,825 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.1180, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:26.676684, arrival_time=2021-04-15 03:44:05.501721, cost_time=0:00:34.121325 2021-04-15 03:43:41,911 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=2.05ms, fps=830 images/s, loss=0.1182, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:23.564712, arrival_time=2021-04-15 03:44:05.475878, cost_time=0:00:37.207387 2021-04-15 03:43:44,997 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.1176, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:20.457030, arrival_time=2021-04-15 03:44:05.454847, cost_time=0:00:40.294105 2021-04-15 03:43:48,080 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.1164, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:17.350760, arrival_time=2021-04-15 03:44:05.431310, cost_time=0:00:43.376837 2021-04-15 03:43:51,166 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.94ms, fps=830 images/s, loss=0.1179, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:14.248684, arrival_time=2021-04-15 03:44:05.415590, cost_time=0:00:46.463117 2021-04-15 03:43:54,251 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1194, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:11.148264, arrival_time=2021-04-15 03:44:05.399783, cost_time=0:00:49.547830 2021-04-15 03:43:57,335 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1187, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:08.049444, arrival_time=2021-04-15 03:44:05.384379, cost_time=0:00:52.631048 2021-04-15 03:44:00,422 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.1182, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:04.952768, arrival_time=2021-04-15 03:44:05.375172, cost_time=0:00:55.718687 2021-04-15 03:44:03,506 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.20ms, fps=830 images/s, loss=0.1178, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:01.856916, arrival_time=2021-04-15 03:44:05.363013, cost_time=0:00:58.802401 2021-04-15 03:44:05,148 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.1183, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:05.148490, cost_time=0:01:00.444783 2021-04-15 03:44:06,194 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.38ms, fps=2451 images/s, loss=0.2895, top1-acc=90.78%, top5-acc=99.80%, remaining_time=0:00:03.133410, arrival_time=2021-04-15 03:44:09.328270, cost_time=0:00:01.044466 2021-04-15 03:44:07,131 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.35ms, fps=2733 images/s, loss=0.3025, top1-acc=90.45%, top5-acc=99.67%, remaining_time=0:00:01.981360, arrival_time=2021-04-15 03:44:09.113124, cost_time=0:00:01.981370 2021-04-15 03:44:08,068 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.38ms, fps=2734 images/s, loss=0.3134, top1-acc=90.14%, top5-acc=99.71%, remaining_time=0:00:00.972680, arrival_time=2021-04-15 03:44:09.041168, cost_time=0:00:02.918025 2021-04-15 03:44:08,920 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.08ms, fps=2723 images/s, loss=0.3013, top1-acc=90.24%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:08.920949, cost_time=0:00:03.770585 2021-04-15 03:44:09,194 INFO : Epoch=0139 complete, best val top1-acc=90.78%, top5-acc=99.69% (epoch=136), remaining_time=1:05:45.699051, arrival_time=2021-04-15 04:49:54.893083, cost_time=2:29:51.019205 2021-04-15 03:44:09,195 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 03:44:12,475 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.58ms, fps=781 images/s, loss=0.1122, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:01:01.003164, arrival_time=2021-04-15 03:45:13.478590, cost_time=0:00:03.279739 2021-04-15 03:44:15,578 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.35ms, fps=825 images/s, loss=0.1121, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:56.166704, arrival_time=2021-04-15 03:45:11.744946, cost_time=0:00:06.382589 2021-04-15 03:44:18,669 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.1104, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:52.423298, arrival_time=2021-04-15 03:45:11.092931, cost_time=0:00:09.474079 2021-04-15 03:44:21,765 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.39ms, fps=827 images/s, loss=0.1098, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:49.020036, arrival_time=2021-04-15 03:45:10.784937, cost_time=0:00:12.569231 2021-04-15 03:44:24,865 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.61ms, fps=826 images/s, loss=0.1062, top1-acc=96.49%, top5-acc=99.97%, remaining_time=0:00:45.756546, arrival_time=2021-04-15 03:45:10.622275, cost_time=0:00:15.670038 2021-04-15 03:44:27,966 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.1086, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:42.548280, arrival_time=2021-04-15 03:45:10.515113, cost_time=0:00:18.771272 2021-04-15 03:44:31,060 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.1069, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:39.357486, arrival_time=2021-04-15 03:45:10.418295, cost_time=0:00:21.865257 2021-04-15 03:44:34,154 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.1067, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:36.190492, arrival_time=2021-04-15 03:45:10.345016, cost_time=0:00:24.958978 2021-04-15 03:44:37,238 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.1069, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:33.028858, arrival_time=2021-04-15 03:45:10.267739, cost_time=0:00:28.043335 2021-04-15 03:44:40,327 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.1080, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:29.886816, arrival_time=2021-04-15 03:45:10.214443, cost_time=0:00:31.132075 2021-04-15 03:44:43,411 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1070, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:26.750558, arrival_time=2021-04-15 03:45:10.161985, cost_time=0:00:34.215879 2021-04-15 03:44:46,497 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.28ms, fps=830 images/s, loss=0.1077, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:23.624600, arrival_time=2021-04-15 03:45:10.122137, cost_time=0:00:37.302051 2021-04-15 03:44:49,586 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.1080, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:20.506200, arrival_time=2021-04-15 03:45:10.092761, cost_time=0:00:40.391001 2021-04-15 03:44:52,681 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.1090, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:17.394496, arrival_time=2021-04-15 03:45:10.076267, cost_time=0:00:43.486302 2021-04-15 03:44:55,767 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1091, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:14.282080, arrival_time=2021-04-15 03:45:10.049644, cost_time=0:00:46.572023 2021-04-15 03:44:58,853 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1095, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:11.172960, arrival_time=2021-04-15 03:45:10.026076, cost_time=0:00:49.657653 2021-04-15 03:45:01,945 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.1097, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:08.067566, arrival_time=2021-04-15 03:45:10.012582, cost_time=0:00:52.749463 2021-04-15 03:45:05,044 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.41ms, fps=826 images/s, loss=0.1097, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:00:04.964336, arrival_time=2021-04-15 03:45:10.008552, cost_time=0:00:55.848729 2021-04-15 03:45:08,130 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.11ms, fps=829 images/s, loss=0.1103, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:01.861116, arrival_time=2021-04-15 03:45:09.991994, cost_time=0:00:58.935413 2021-04-15 03:45:09,778 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.97ms, fps=826 images/s, loss=0.1108, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:09.778264, cost_time=0:01:00.582737 2021-04-15 03:45:10,834 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.41ms, fps=2429 images/s, loss=0.2823, top1-acc=91.37%, top5-acc=99.73%, remaining_time=0:00:03.162360, arrival_time=2021-04-15 03:45:13.996584, cost_time=0:00:01.054115 2021-04-15 03:45:11,774 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.41ms, fps=2724 images/s, loss=0.2894, top1-acc=90.98%, top5-acc=99.79%, remaining_time=0:00:01.994080, arrival_time=2021-04-15 03:45:13.768264, cost_time=0:00:01.994071 2021-04-15 03:45:12,710 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.48ms, fps=2736 images/s, loss=0.2902, top1-acc=90.81%, top5-acc=99.74%, remaining_time=0:00:00.976670, arrival_time=2021-04-15 03:45:13.686798, cost_time=0:00:02.930024 2021-04-15 03:45:13,562 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.05ms, fps=2722 images/s, loss=0.2958, top1-acc=90.99%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:13.562622, cost_time=0:00:03.782543 2021-04-15 03:45:14,060 INFO : Epoch=0140 complete, best val top1-acc=90.99%, top5-acc=99.70% (epoch=140), remaining_time=1:04:41.094000, arrival_time=2021-04-15 04:49:55.154810, cost_time=2:30:55.885973 2021-04-15 03:45:14,062 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 03:45:17,350 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.33ms, fps=779 images/s, loss=0.1162, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:01:01.159032, arrival_time=2021-04-15 03:46:18.509666, cost_time=0:00:03.288116 2021-04-15 03:45:20,432 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.1200, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:56.051600, arrival_time=2021-04-15 03:46:16.483608, cost_time=0:00:06.369497 2021-04-15 03:45:23,513 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.25ms, fps=831 images/s, loss=0.1122, top1-acc=96.15%, top5-acc=99.99%, remaining_time=0:00:52.295644, arrival_time=2021-04-15 03:46:15.809323, cost_time=0:00:09.451011 2021-04-15 03:45:26,599 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.1094, top1-acc=96.26%, top5-acc=99.99%, remaining_time=0:00:48.893208, arrival_time=2021-04-15 03:46:15.492545, cost_time=0:00:12.536739 2021-04-15 03:45:29,686 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.1070, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:45.620912, arrival_time=2021-04-15 03:46:15.307217, cost_time=0:00:15.623612 2021-04-15 03:45:32,779 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.1077, top1-acc=96.32%, top5-acc=99.99%, remaining_time=0:00:42.424656, arrival_time=2021-04-15 03:46:15.204000, cost_time=0:00:18.716739 2021-04-15 03:45:35,868 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.86ms, fps=829 images/s, loss=0.1076, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:39.251016, arrival_time=2021-04-15 03:46:15.119748, cost_time=0:00:21.806091 2021-04-15 03:45:38,952 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.1097, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:36.089920, arrival_time=2021-04-15 03:46:15.042120, cost_time=0:00:24.889594 2021-04-15 03:45:42,037 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1104, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:32.947556, arrival_time=2021-04-15 03:46:14.984497, cost_time=0:00:27.974328 2021-04-15 03:45:45,122 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.1103, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:29.817600, arrival_time=2021-04-15 03:46:14.940202, cost_time=0:00:31.059990 2021-04-15 03:45:48,205 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1089, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:26.693282, arrival_time=2021-04-15 03:46:14.898329, cost_time=0:00:34.142523 2021-04-15 03:45:51,290 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.1088, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:23.577480, arrival_time=2021-04-15 03:46:14.867692, cost_time=0:00:37.227610 2021-04-15 03:45:54,385 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=2.08ms, fps=827 images/s, loss=0.1080, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:20.471616, arrival_time=2021-04-15 03:46:14.857126, cost_time=0:00:40.322917 2021-04-15 03:45:57,480 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.35ms, fps=827 images/s, loss=0.1074, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:17.367280, arrival_time=2021-04-15 03:46:14.848033, cost_time=0:00:43.418221 2021-04-15 03:46:00,576 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.89ms, fps=827 images/s, loss=0.1073, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:14.264186, arrival_time=2021-04-15 03:46:14.840449, cost_time=0:00:46.513667 2021-04-15 03:46:03,669 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.1075, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:11.161512, arrival_time=2021-04-15 03:46:14.830780, cost_time=0:00:49.606736 2021-04-15 03:46:06,764 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.29ms, fps=827 images/s, loss=0.1076, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:08.060208, arrival_time=2021-04-15 03:46:14.824165, cost_time=0:00:52.701428 2021-04-15 03:46:09,854 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.1081, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:04.959296, arrival_time=2021-04-15 03:46:14.813962, cost_time=0:00:55.792055 2021-04-15 03:46:12,960 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.61ms, fps=824 images/s, loss=0.1078, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:01.859940, arrival_time=2021-04-15 03:46:14.820613, cost_time=0:00:58.898151 2021-04-15 03:46:14,603 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.20ms, fps=828 images/s, loss=0.1085, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:14.603647, cost_time=0:01:00.541134 2021-04-15 03:46:15,652 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.53ms, fps=2445 images/s, loss=0.3154, top1-acc=90.43%, top5-acc=99.69%, remaining_time=0:00:03.140970, arrival_time=2021-04-15 03:46:18.793316, cost_time=0:00:01.046986 2021-04-15 03:46:16,589 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.42ms, fps=2733 images/s, loss=0.3128, top1-acc=90.37%, top5-acc=99.75%, remaining_time=0:00:01.984000, arrival_time=2021-04-15 03:46:18.573431, cost_time=0:00:01.984007 2021-04-15 03:46:17,525 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.41ms, fps=2736 images/s, loss=0.3025, top1-acc=90.59%, top5-acc=99.73%, remaining_time=0:00:00.973340, arrival_time=2021-04-15 03:46:18.498729, cost_time=0:00:02.920033 2021-04-15 03:46:18,377 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.3079, top1-acc=90.52%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:18.377500, cost_time=0:00:03.772166 2021-04-15 03:46:18,617 INFO : Epoch=0141 complete, best val top1-acc=90.99%, top5-acc=99.70% (epoch=140), remaining_time=1:03:36.355292, arrival_time=2021-04-15 04:49:54.972380, cost_time=2:32:00.442267 2021-04-15 03:46:18,618 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 03:46:21,881 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.33ms, fps=785 images/s, loss=0.1084, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:01:00.686406, arrival_time=2021-04-15 03:47:22.567618, cost_time=0:00:03.262714 2021-04-15 03:46:24,962 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1120, top1-acc=96.25%, top5-acc=99.94%, remaining_time=0:00:55.825792, arrival_time=2021-04-15 03:47:20.788131, cost_time=0:00:06.343836 2021-04-15 03:46:28,044 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.1125, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:52.154876, arrival_time=2021-04-15 03:47:20.198936, cost_time=0:00:09.425567 2021-04-15 03:46:31,138 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.1093, top1-acc=96.33%, top5-acc=99.96%, remaining_time=0:00:48.827064, arrival_time=2021-04-15 03:47:19.965385, cost_time=0:00:12.519747 2021-04-15 03:46:34,222 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.1078, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:45.562074, arrival_time=2021-04-15 03:47:19.784024, cost_time=0:00:15.603448 2021-04-15 03:46:37,313 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.35ms, fps=828 images/s, loss=0.1064, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:42.376376, arrival_time=2021-04-15 03:47:19.690313, cost_time=0:00:18.695439 2021-04-15 03:46:40,397 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.1050, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:39.202884, arrival_time=2021-04-15 03:47:19.600734, cost_time=0:00:21.779349 2021-04-15 03:46:43,479 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.1036, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:36.048160, arrival_time=2021-04-15 03:47:19.527538, cost_time=0:00:24.860804 2021-04-15 03:46:46,562 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.1015, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:32.911410, arrival_time=2021-04-15 03:47:19.473527, cost_time=0:00:27.943608 2021-04-15 03:46:49,646 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0998, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:29.786784, arrival_time=2021-04-15 03:47:19.433223, cost_time=0:00:31.027948 2021-04-15 03:46:52,734 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.52ms, fps=829 images/s, loss=0.0996, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:26.672298, arrival_time=2021-04-15 03:47:19.406551, cost_time=0:00:34.115758 2021-04-15 03:46:55,812 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.58ms, fps=832 images/s, loss=0.1004, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:23.555972, arrival_time=2021-04-15 03:47:19.368098, cost_time=0:00:37.193627 2021-04-15 03:46:58,894 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.62ms, fps=831 images/s, loss=0.1016, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:20.447526, arrival_time=2021-04-15 03:47:19.341560, cost_time=0:00:40.275459 2021-04-15 03:47:01,978 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.1011, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:17.344096, arrival_time=2021-04-15 03:47:19.322857, cost_time=0:00:43.360246 2021-04-15 03:47:05,061 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.1012, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:14.242566, arrival_time=2021-04-15 03:47:19.304209, cost_time=0:00:46.443143 2021-04-15 03:47:08,147 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.1022, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:11.143944, arrival_time=2021-04-15 03:47:19.291051, cost_time=0:00:49.528614 2021-04-15 03:47:11,230 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.66ms, fps=830 images/s, loss=0.1016, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:08.046480, arrival_time=2021-04-15 03:47:19.276640, cost_time=0:00:52.611635 2021-04-15 03:47:14,317 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.1022, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:04.951008, arrival_time=2021-04-15 03:47:19.268292, cost_time=0:00:55.698797 2021-04-15 03:47:17,404 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.1033, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:01.856400, arrival_time=2021-04-15 03:47:19.260928, cost_time=0:00:58.785959 2021-04-15 03:47:19,046 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.04ms, fps=829 images/s, loss=0.1043, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:19.046452, cost_time=0:01:00.427948 2021-04-15 03:47:20,092 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.18ms, fps=2451 images/s, loss=0.3173, top1-acc=89.77%, top5-acc=99.84%, remaining_time=0:00:03.133650, arrival_time=2021-04-15 03:47:23.226362, cost_time=0:00:01.044549 2021-04-15 03:47:21,025 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.25ms, fps=2744 images/s, loss=0.3205, top1-acc=89.77%, top5-acc=99.84%, remaining_time=0:00:01.977640, arrival_time=2021-04-15 03:47:23.003440, cost_time=0:00:01.977636 2021-04-15 03:47:21,959 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.16ms, fps=2742 images/s, loss=0.3159, top1-acc=89.91%, top5-acc=99.78%, remaining_time=0:00:00.970470, arrival_time=2021-04-15 03:47:22.930054, cost_time=0:00:02.911417 2021-04-15 03:47:22,809 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=2732 images/s, loss=0.3116, top1-acc=90.09%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:22.808973, cost_time=0:00:03.760833 2021-04-15 03:47:23,079 INFO : Epoch=0142 complete, best val top1-acc=90.99%, top5-acc=99.70% (epoch=140), remaining_time=1:02:31.580940, arrival_time=2021-04-15 04:49:54.660792, cost_time=2:33:04.905028 2021-04-15 03:47:23,081 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 03:47:26,320 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.94ms, fps=790 images/s, loss=0.1024, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:01:00.250050, arrival_time=2021-04-15 03:48:26.570614, cost_time=0:00:03.239246 2021-04-15 03:47:29,413 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.1007, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:55.724592, arrival_time=2021-04-15 03:48:25.138363, cost_time=0:00:06.332336 2021-04-15 03:47:32,503 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0984, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:52.136782, arrival_time=2021-04-15 03:48:24.640389, cost_time=0:00:09.422301 2021-04-15 03:47:35,603 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=2.14ms, fps=826 images/s, loss=0.0981, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:48.837984, arrival_time=2021-04-15 03:48:24.441873, cost_time=0:00:12.522580 2021-04-15 03:47:38,699 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.48ms, fps=827 images/s, loss=0.0962, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:45.603684, arrival_time=2021-04-15 03:48:24.302718, cost_time=0:00:15.617682 2021-04-15 03:47:41,794 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.50ms, fps=827 images/s, loss=0.0950, top1-acc=96.80%, top5-acc=99.99%, remaining_time=0:00:42.415544, arrival_time=2021-04-15 03:48:24.209599, cost_time=0:00:18.712740 2021-04-15 03:47:44,879 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0964, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:00:39.236778, arrival_time=2021-04-15 03:48:24.116288, cost_time=0:00:21.798188 2021-04-15 03:47:47,969 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.31ms, fps=829 images/s, loss=0.0960, top1-acc=96.76%, top5-acc=99.99%, remaining_time=0:00:36.087136, arrival_time=2021-04-15 03:48:24.056183, cost_time=0:00:24.887708 2021-04-15 03:47:51,053 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.28ms, fps=830 images/s, loss=0.0967, top1-acc=96.69%, top5-acc=99.99%, remaining_time=0:00:32.944694, arrival_time=2021-04-15 03:48:23.997900, cost_time=0:00:27.971902 2021-04-15 03:47:54,135 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0978, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:00:29.811648, arrival_time=2021-04-15 03:48:23.946797, cost_time=0:00:31.053841 2021-04-15 03:47:57,225 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.0976, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:26.694228, arrival_time=2021-04-15 03:48:23.919303, cost_time=0:00:34.143769 2021-04-15 03:48:00,306 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0977, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:23.575580, arrival_time=2021-04-15 03:48:23.881549, cost_time=0:00:37.224658 2021-04-15 03:48:03,390 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0987, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:20.464290, arrival_time=2021-04-15 03:48:23.854209, cost_time=0:00:40.308435 2021-04-15 03:48:06,474 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.0985, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:17.357312, arrival_time=2021-04-15 03:48:23.831828, cost_time=0:00:43.393273 2021-04-15 03:48:09,565 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.0987, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:14.255216, arrival_time=2021-04-15 03:48:23.820963, cost_time=0:00:46.484393 2021-04-15 03:48:12,659 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.0993, top1-acc=96.59%, top5-acc=99.99%, remaining_time=0:00:11.154996, arrival_time=2021-04-15 03:48:23.814024, cost_time=0:00:49.577789 2021-04-15 03:48:15,749 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.0990, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:08.055190, arrival_time=2021-04-15 03:48:23.804977, cost_time=0:00:52.668477 2021-04-15 03:48:18,834 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.1004, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:04.955888, arrival_time=2021-04-15 03:48:23.790787, cost_time=0:00:55.753659 2021-04-15 03:48:21,934 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=3.53ms, fps=826 images/s, loss=0.1016, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:01.858518, arrival_time=2021-04-15 03:48:23.792829, cost_time=0:00:58.853083 2021-04-15 03:48:23,591 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.23ms, fps=821 images/s, loss=0.1022, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:23.591075, cost_time=0:01:00.509778 2021-04-15 03:48:24,637 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.29ms, fps=2450 images/s, loss=0.3372, top1-acc=89.61%, top5-acc=99.53%, remaining_time=0:00:03.134160, arrival_time=2021-04-15 03:48:27.771857, cost_time=0:00:01.044724 2021-04-15 03:48:25,573 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.52ms, fps=2736 images/s, loss=0.3138, top1-acc=90.25%, top5-acc=99.57%, remaining_time=0:00:01.980680, arrival_time=2021-04-15 03:48:27.554317, cost_time=0:00:01.980670 2021-04-15 03:48:26,510 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.32ms, fps=2735 images/s, loss=0.3105, top1-acc=90.33%, top5-acc=99.65%, remaining_time=0:00:00.972340, arrival_time=2021-04-15 03:48:27.482323, cost_time=0:00:02.917021 2021-04-15 03:48:27,362 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.07ms, fps=2723 images/s, loss=0.2948, top1-acc=90.49%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:27.362337, cost_time=0:00:03.769390 2021-04-15 03:48:27,628 INFO : Epoch=0143 complete, best val top1-acc=90.99%, top5-acc=99.70% (epoch=140), remaining_time=1:01:26.845158, arrival_time=2021-04-15 04:49:54.473581, cost_time=2:34:09.453606 2021-04-15 03:48:27,629 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 03:48:30,894 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.48ms, fps=784 images/s, loss=0.1036, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:01:00.710400, arrival_time=2021-04-15 03:49:31.604313, cost_time=0:00:03.263999 2021-04-15 03:48:33,991 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.1023, top1-acc=96.78%, top5-acc=99.94%, remaining_time=0:00:55.981904, arrival_time=2021-04-15 03:49:29.973404, cost_time=0:00:06.361583 2021-04-15 03:48:37,089 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0992, top1-acc=96.85%, top5-acc=99.96%, remaining_time=0:00:52.343950, arrival_time=2021-04-15 03:49:29.433601, cost_time=0:00:09.459741 2021-04-15 03:48:40,186 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.0967, top1-acc=96.93%, top5-acc=99.96%, remaining_time=0:00:48.970428, arrival_time=2021-04-15 03:49:29.156840, cost_time=0:00:12.556501 2021-04-15 03:48:43,281 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.0987, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:45.701066, arrival_time=2021-04-15 03:49:28.982007, cost_time=0:00:15.651030 2021-04-15 03:48:46,377 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.42ms, fps=827 images/s, loss=0.0971, top1-acc=96.90%, top5-acc=99.97%, remaining_time=0:00:42.493880, arrival_time=2021-04-15 03:49:28.871091, cost_time=0:00:18.747299 2021-04-15 03:48:49,473 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.0964, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:39.318426, arrival_time=2021-04-15 03:49:28.791878, cost_time=0:00:21.843545 2021-04-15 03:48:52,581 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.74ms, fps=824 images/s, loss=0.0964, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:36.179124, arrival_time=2021-04-15 03:49:28.760154, cost_time=0:00:24.951125 2021-04-15 03:48:55,662 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0977, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:33.015714, arrival_time=2021-04-15 03:49:28.677713, cost_time=0:00:28.032167 2021-04-15 03:48:58,746 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0970, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:29.871744, arrival_time=2021-04-15 03:49:28.618078, cost_time=0:00:31.116419 2021-04-15 03:49:01,833 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0956, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:26.740754, arrival_time=2021-04-15 03:49:28.573833, cost_time=0:00:34.203253 2021-04-15 03:49:04,920 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.55ms, fps=829 images/s, loss=0.0943, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:23.617152, arrival_time=2021-04-15 03:49:28.537310, cost_time=0:00:37.290254 2021-04-15 03:49:08,002 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0933, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:20.496630, arrival_time=2021-04-15 03:49:28.498618, cost_time=0:00:40.372163 2021-04-15 03:49:11,086 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.67ms, fps=830 images/s, loss=0.0934, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:17.382680, arrival_time=2021-04-15 03:49:28.469234, cost_time=0:00:43.456650 2021-04-15 03:49:14,175 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.0923, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:14.273846, arrival_time=2021-04-15 03:49:28.448835, cost_time=0:00:46.545159 2021-04-15 03:49:17,268 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.69ms, fps=828 images/s, loss=0.0928, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:11.168676, arrival_time=2021-04-15 03:49:28.437064, cost_time=0:00:49.638559 2021-04-15 03:49:20,363 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.40ms, fps=827 images/s, loss=0.0931, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:00:08.065122, arrival_time=2021-04-15 03:49:28.428527, cost_time=0:00:52.733501 2021-04-15 03:49:23,455 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.0935, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:04.962320, arrival_time=2021-04-15 03:49:28.418234, cost_time=0:00:55.826075 2021-04-15 03:49:26,543 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.19ms, fps=829 images/s, loss=0.0935, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:01.860420, arrival_time=2021-04-15 03:49:28.403458, cost_time=0:00:58.913211 2021-04-15 03:49:28,186 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.0942, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:28.186859, cost_time=0:01:00.557042 2021-04-15 03:49:29,239 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.22ms, fps=2435 images/s, loss=0.3288, top1-acc=89.96%, top5-acc=99.61%, remaining_time=0:00:03.153420, arrival_time=2021-04-15 03:49:32.393319, cost_time=0:00:01.051135 2021-04-15 03:49:30,181 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.51ms, fps=2720 images/s, loss=0.3098, top1-acc=90.70%, top5-acc=99.67%, remaining_time=0:00:01.992720, arrival_time=2021-04-15 03:49:32.174332, cost_time=0:00:01.992727 2021-04-15 03:49:31,122 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.55ms, fps=2723 images/s, loss=0.3022, top1-acc=90.98%, top5-acc=99.73%, remaining_time=0:00:00.977780, arrival_time=2021-04-15 03:49:32.099865, cost_time=0:00:02.933345 2021-04-15 03:49:31,977 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.06ms, fps=2714 images/s, loss=0.3009, top1-acc=90.91%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:31.977084, cost_time=0:00:03.788357 2021-04-15 03:49:32,257 INFO : Epoch=0144 complete, best val top1-acc=90.99%, top5-acc=99.70% (epoch=140), remaining_time=1:00:22.143392, arrival_time=2021-04-15 04:49:54.401267, cost_time=2:35:14.083046 2021-04-15 03:49:32,259 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 03:49:35,526 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=2.03ms, fps=784 images/s, loss=0.0903, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:01:00.769176, arrival_time=2021-04-15 03:50:36.295766, cost_time=0:00:03.267164 2021-04-15 03:49:38,610 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.0820, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:55.885984, arrival_time=2021-04-15 03:50:34.496091, cost_time=0:00:06.350677 2021-04-15 03:49:41,696 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.0794, top1-acc=97.19%, top5-acc=99.97%, remaining_time=0:00:52.215964, arrival_time=2021-04-15 03:50:33.912065, cost_time=0:00:09.436629 2021-04-15 03:49:44,793 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.59ms, fps=827 images/s, loss=0.0799, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:48.881820, arrival_time=2021-04-15 03:50:33.675182, cost_time=0:00:12.533817 2021-04-15 03:49:47,888 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.46ms, fps=827 images/s, loss=0.0819, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:45.637848, arrival_time=2021-04-15 03:50:33.526694, cost_time=0:00:15.629418 2021-04-15 03:49:50,969 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0813, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:42.409288, arrival_time=2021-04-15 03:50:33.378676, cost_time=0:00:18.709989 2021-04-15 03:49:54,053 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=2.39ms, fps=830 images/s, loss=0.0824, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:39.228462, arrival_time=2021-04-15 03:50:33.281443, cost_time=0:00:21.793581 2021-04-15 03:49:57,146 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=5.41ms, fps=828 images/s, loss=0.0845, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:36.085628, arrival_time=2021-04-15 03:50:33.231635, cost_time=0:00:24.886609 2021-04-15 03:50:00,226 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0867, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:32.938652, arrival_time=2021-04-15 03:50:33.164837, cost_time=0:00:27.966801 2021-04-15 03:50:03,305 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.77ms, fps=832 images/s, loss=0.0871, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:29.803776, arrival_time=2021-04-15 03:50:33.108800, cost_time=0:00:31.045630 2021-04-15 03:50:06,385 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0871, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:26.680640, arrival_time=2021-04-15 03:50:33.066430, cost_time=0:00:34.126393 2021-04-15 03:50:09,491 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.44ms, fps=824 images/s, loss=0.0873, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:23.580292, arrival_time=2021-04-15 03:50:33.071765, cost_time=0:00:37.232073 2021-04-15 03:50:12,583 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.64ms, fps=828 images/s, loss=0.0875, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:20.472408, arrival_time=2021-04-15 03:50:33.056219, cost_time=0:00:40.324409 2021-04-15 03:50:15,674 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.0882, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:17.365992, arrival_time=2021-04-15 03:50:33.040388, cost_time=0:00:43.414991 2021-04-15 03:50:18,759 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.0881, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:14.260046, arrival_time=2021-04-15 03:50:33.019674, cost_time=0:00:46.500212 2021-04-15 03:50:21,850 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.0880, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:11.158020, arrival_time=2021-04-15 03:50:33.008561, cost_time=0:00:49.591138 2021-04-15 03:50:24,942 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.0882, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:08.057348, arrival_time=2021-04-15 03:50:32.999371, cost_time=0:00:52.682617 2021-04-15 03:50:28,033 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.44ms, fps=828 images/s, loss=0.0886, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:04.957712, arrival_time=2021-04-15 03:50:32.991428, cost_time=0:00:55.774224 2021-04-15 03:50:31,121 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.0890, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:01.858788, arrival_time=2021-04-15 03:50:32.979822, cost_time=0:00:58.861706 2021-04-15 03:50:32,769 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.39ms, fps=825 images/s, loss=0.0895, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:32.769146, cost_time=0:01:00.509761 2021-04-15 03:50:33,821 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.30ms, fps=2437 images/s, loss=0.2999, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:03.150870, arrival_time=2021-04-15 03:50:36.972233, cost_time=0:00:01.050293 2021-04-15 03:50:34,757 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.49ms, fps=2736 images/s, loss=0.2822, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:01.986360, arrival_time=2021-04-15 03:50:36.743838, cost_time=0:00:01.986370 2021-04-15 03:50:35,693 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.92ms, fps=2738 images/s, loss=0.2899, top1-acc=91.17%, top5-acc=99.75%, remaining_time=0:00:00.974050, arrival_time=2021-04-15 03:50:36.667234, cost_time=0:00:02.922152 2021-04-15 03:50:36,546 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=2719 images/s, loss=0.2943, top1-acc=91.16%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:36.546791, cost_time=0:00:03.775827 2021-04-15 03:50:37,066 INFO : Epoch=0145 complete, best val top1-acc=91.16%, top5-acc=99.74% (epoch=145), remaining_time=0:59:17.510550, arrival_time=2021-04-15 04:49:54.576906, cost_time=2:36:18.891515 2021-04-15 03:50:37,067 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 03:50:40,320 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=5.57ms, fps=787 images/s, loss=0.0998, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:01:00.490176, arrival_time=2021-04-15 03:51:40.810274, cost_time=0:00:03.252159 2021-04-15 03:50:43,406 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.1002, top1-acc=96.66%, top5-acc=100.00%, remaining_time=0:00:55.779152, arrival_time=2021-04-15 03:51:39.185633, cost_time=0:00:06.338543 2021-04-15 03:50:46,487 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0936, top1-acc=96.82%, top5-acc=100.00%, remaining_time=0:00:52.123834, arrival_time=2021-04-15 03:51:38.611741, cost_time=0:00:09.419968 2021-04-15 03:50:49,571 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.0919, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:48.762012, arrival_time=2021-04-15 03:51:38.333134, cost_time=0:00:12.503085 2021-04-15 03:50:52,651 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0904, top1-acc=96.82%, top5-acc=100.00%, remaining_time=0:00:45.503966, arrival_time=2021-04-15 03:51:38.155486, cost_time=0:00:15.583544 2021-04-15 03:50:55,729 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0900, top1-acc=96.85%, top5-acc=100.00%, remaining_time=0:00:42.299944, arrival_time=2021-04-15 03:51:38.029642, cost_time=0:00:18.661724 2021-04-15 03:50:58,807 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0896, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:39.129930, arrival_time=2021-04-15 03:51:37.936822, cost_time=0:00:21.738830 2021-04-15 03:51:01,886 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.0898, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:35.987028, arrival_time=2021-04-15 03:51:37.873501, cost_time=0:00:24.818608 2021-04-15 03:51:04,962 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0877, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:32.853216, arrival_time=2021-04-15 03:51:37.815381, cost_time=0:00:27.894220 2021-04-15 03:51:08,059 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.44ms, fps=827 images/s, loss=0.0865, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:29.751648, arrival_time=2021-04-15 03:51:37.810799, cost_time=0:00:30.991293 2021-04-15 03:51:11,146 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.0859, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:26.643058, arrival_time=2021-04-15 03:51:37.789313, cost_time=0:00:34.078314 2021-04-15 03:51:14,232 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.72ms, fps=830 images/s, loss=0.0850, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:23.537656, arrival_time=2021-04-15 03:51:37.770420, cost_time=0:00:37.164691 2021-04-15 03:51:17,319 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0847, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:20.435184, arrival_time=2021-04-15 03:51:37.754150, cost_time=0:00:40.251096 2021-04-15 03:51:20,406 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.0845, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:17.335248, arrival_time=2021-04-15 03:51:37.741267, cost_time=0:00:43.338161 2021-04-15 03:51:23,492 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.0847, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:14.236816, arrival_time=2021-04-15 03:51:37.729087, cost_time=0:00:46.424325 2021-04-15 03:51:26,577 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0838, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:11.139768, arrival_time=2021-04-15 03:51:37.717669, cost_time=0:00:49.510043 2021-04-15 03:51:29,662 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0839, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:08.043880, arrival_time=2021-04-15 03:51:37.706373, cost_time=0:00:52.594636 2021-04-15 03:51:32,742 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0835, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:04.948800, arrival_time=2021-04-15 03:51:37.690742, cost_time=0:00:55.674006 2021-04-15 03:51:35,820 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.23ms, fps=832 images/s, loss=0.0845, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:01.855344, arrival_time=2021-04-15 03:51:37.675778, cost_time=0:00:58.752576 2021-04-15 03:51:37,461 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.82ms, fps=829 images/s, loss=0.0847, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:37.461841, cost_time=0:01:00.393906 2021-04-15 03:51:38,526 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.27ms, fps=2410 images/s, loss=0.3019, top1-acc=90.43%, top5-acc=99.69%, remaining_time=0:00:03.186840, arrival_time=2021-04-15 03:51:41.713048, cost_time=0:00:01.062284 2021-04-15 03:51:39,464 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.48ms, fps=2731 images/s, loss=0.2826, top1-acc=91.11%, top5-acc=99.71%, remaining_time=0:00:02.000260, arrival_time=2021-04-15 03:51:41.464495, cost_time=0:00:02.000258 2021-04-15 03:51:40,405 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.63ms, fps=2723 images/s, loss=0.2833, top1-acc=91.15%, top5-acc=99.73%, remaining_time=0:00:00.980400, arrival_time=2021-04-15 03:51:41.385390, cost_time=0:00:02.941185 2021-04-15 03:51:41,257 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=2722 images/s, loss=0.2913, top1-acc=91.12%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:41.257711, cost_time=0:00:03.793818 2021-04-15 03:51:41,530 INFO : Epoch=0146 complete, best val top1-acc=91.16%, top5-acc=99.74% (epoch=145), remaining_time=0:58:12.747810, arrival_time=2021-04-15 04:49:54.277878, cost_time=2:37:23.355254 2021-04-15 03:51:41,531 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 03:51:44,782 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.36ms, fps=788 images/s, loss=0.1063, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:01:00.458556, arrival_time=2021-04-15 03:52:45.240595, cost_time=0:00:03.250461 2021-04-15 03:51:47,863 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.1014, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:55.719312, arrival_time=2021-04-15 03:52:43.582627, cost_time=0:00:06.331738 2021-04-15 03:51:50,942 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0975, top1-acc=96.63%, top5-acc=99.99%, remaining_time=0:00:52.070714, arrival_time=2021-04-15 03:52:43.012676, cost_time=0:00:09.410366 2021-04-15 03:51:54,025 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0938, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:48.727380, arrival_time=2021-04-15 03:52:42.753160, cost_time=0:00:12.494207 2021-04-15 03:51:57,105 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0922, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:45.474912, arrival_time=2021-04-15 03:52:42.580078, cost_time=0:00:15.573589 2021-04-15 03:52:00,183 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0897, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:42.276552, arrival_time=2021-04-15 03:52:42.459537, cost_time=0:00:18.651411 2021-04-15 03:52:03,263 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.57ms, fps=831 images/s, loss=0.0877, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:39.117456, arrival_time=2021-04-15 03:52:42.380952, cost_time=0:00:21.731924 2021-04-15 03:52:06,344 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0877, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:35.977864, arrival_time=2021-04-15 03:52:42.321853, cost_time=0:00:24.812303 2021-04-15 03:52:09,425 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0872, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:32.853004, arrival_time=2021-04-15 03:52:42.278559, cost_time=0:00:27.894045 2021-04-15 03:52:12,500 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.34ms, fps=833 images/s, loss=0.0869, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:29.730048, arrival_time=2021-04-15 03:52:42.230404, cost_time=0:00:30.968775 2021-04-15 03:52:15,579 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.47ms, fps=832 images/s, loss=0.0862, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:26.619150, arrival_time=2021-04-15 03:52:42.198448, cost_time=0:00:34.047793 2021-04-15 03:52:18,662 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=2.02ms, fps=830 images/s, loss=0.0866, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:23.516224, arrival_time=2021-04-15 03:52:42.178716, cost_time=0:00:37.130919 2021-04-15 03:52:21,748 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0875, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:20.417958, arrival_time=2021-04-15 03:52:42.166613, cost_time=0:00:40.217147 2021-04-15 03:52:24,834 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0877, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:17.321360, arrival_time=2021-04-15 03:52:42.156280, cost_time=0:00:43.303377 2021-04-15 03:52:27,932 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.45ms, fps=827 images/s, loss=0.0881, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:14.229686, arrival_time=2021-04-15 03:52:42.162441, cost_time=0:00:46.401172 2021-04-15 03:52:31,022 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0883, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:11.135592, arrival_time=2021-04-15 03:52:42.158528, cost_time=0:00:49.491447 2021-04-15 03:52:34,098 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.45ms, fps=833 images/s, loss=0.0882, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:08.039616, arrival_time=2021-04-15 03:52:42.137841, cost_time=0:00:52.566742 2021-04-15 03:52:37,177 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0887, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:04.946304, arrival_time=2021-04-15 03:52:42.123821, cost_time=0:00:55.645953 2021-04-15 03:52:40,262 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.24ms, fps=830 images/s, loss=0.0885, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:01.854660, arrival_time=2021-04-15 03:52:42.117096, cost_time=0:00:58.730936 2021-04-15 03:52:41,906 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.16ms, fps=828 images/s, loss=0.0885, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:41.906017, cost_time=0:01:00.374494 2021-04-15 03:52:42,955 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.20ms, fps=2447 images/s, loss=0.2240, top1-acc=91.87%, top5-acc=99.88%, remaining_time=0:00:03.138450, arrival_time=2021-04-15 03:52:46.093453, cost_time=0:00:01.046148 2021-04-15 03:52:43,921 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.30ms, fps=2651 images/s, loss=0.2496, top1-acc=91.80%, top5-acc=99.77%, remaining_time=0:00:02.012160, arrival_time=2021-04-15 03:52:45.933142, cost_time=0:00:02.012160 2021-04-15 03:52:44,858 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.44ms, fps=2732 images/s, loss=0.2611, top1-acc=91.76%, top5-acc=99.75%, remaining_time=0:00:00.983130, arrival_time=2021-04-15 03:52:45.841425, cost_time=0:00:02.949394 2021-04-15 03:52:45,717 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.17ms, fps=2702 images/s, loss=0.2693, top1-acc=91.65%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:45.717377, cost_time=0:00:03.808499 2021-04-15 03:52:46,255 INFO : Epoch=0147 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:57:08.083301, arrival_time=2021-04-15 04:49:54.338280, cost_time=2:38:28.080114 2021-04-15 03:52:46,256 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 03:52:49,535 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.73ms, fps=781 images/s, loss=0.0732, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:01:00.979356, arrival_time=2021-04-15 03:53:50.514477, cost_time=0:00:03.278455 2021-04-15 03:52:52,631 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.57ms, fps=827 images/s, loss=0.0748, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:56.100704, arrival_time=2021-04-15 03:53:48.732504, cost_time=0:00:06.375074 2021-04-15 03:52:55,729 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.0765, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:52.415828, arrival_time=2021-04-15 03:53:48.145210, cost_time=0:00:09.472745 2021-04-15 03:52:58,822 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.0759, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:49.005684, arrival_time=2021-04-15 03:53:47.827864, cost_time=0:00:12.565544 2021-04-15 03:53:01,913 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.0762, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:45.716396, arrival_time=2021-04-15 03:53:47.629342, cost_time=0:00:15.656308 2021-04-15 03:53:04,997 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0749, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:42.480280, arrival_time=2021-04-15 03:53:47.478130, cost_time=0:00:18.741294 2021-04-15 03:53:08,072 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.39ms, fps=833 images/s, loss=0.0747, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:39.269034, arrival_time=2021-04-15 03:53:47.341740, cost_time=0:00:21.816154 2021-04-15 03:53:11,152 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0762, top1-acc=97.45%, top5-acc=100.00%, remaining_time=0:00:36.099432, arrival_time=2021-04-15 03:53:47.252229, cost_time=0:00:24.896159 2021-04-15 03:53:14,232 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.58ms, fps=832 images/s, loss=0.0769, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:32.948722, arrival_time=2021-04-15 03:53:47.180728, cost_time=0:00:27.975368 2021-04-15 03:53:17,318 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.0767, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:00:29.818944, arrival_time=2021-04-15 03:53:47.137054, cost_time=0:00:31.061362 2021-04-15 03:53:20,416 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=2.02ms, fps=827 images/s, loss=0.0757, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:26.706526, arrival_time=2021-04-15 03:53:47.122715, cost_time=0:00:34.159534 2021-04-15 03:53:23,497 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0758, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:23.585460, arrival_time=2021-04-15 03:53:47.082458, cost_time=0:00:37.240255 2021-04-15 03:53:26,574 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.54ms, fps=832 images/s, loss=0.0756, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:20.469240, arrival_time=2021-04-15 03:53:47.044116, cost_time=0:00:40.318246 2021-04-15 03:53:29,650 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.34ms, fps=833 images/s, loss=0.0758, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:17.357480, arrival_time=2021-04-15 03:53:47.007884, cost_time=0:00:43.393763 2021-04-15 03:53:32,727 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0757, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:14.251122, arrival_time=2021-04-15 03:53:46.978796, cost_time=0:00:46.471045 2021-04-15 03:53:35,803 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0758, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:11.148048, arrival_time=2021-04-15 03:53:46.951572, cost_time=0:00:49.546870 2021-04-15 03:53:38,883 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0762, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:00:08.048768, arrival_time=2021-04-15 03:53:46.931883, cost_time=0:00:52.626569 2021-04-15 03:53:41,960 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0773, top1-acc=97.37%, top5-acc=100.00%, remaining_time=0:00:04.951488, arrival_time=2021-04-15 03:53:46.912332, cost_time=0:00:55.704208 2021-04-15 03:53:45,037 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.21ms, fps=832 images/s, loss=0.0778, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:01.856250, arrival_time=2021-04-15 03:53:46.894059, cost_time=0:00:58.781191 2021-04-15 03:53:46,677 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0789, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:46.677422, cost_time=0:01:00.420864 2021-04-15 03:53:47,737 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.39ms, fps=2420 images/s, loss=0.3352, top1-acc=89.30%, top5-acc=99.57%, remaining_time=0:00:03.173190, arrival_time=2021-04-15 03:53:50.910216, cost_time=0:00:01.057726 2021-04-15 03:53:48,670 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.34ms, fps=2742 images/s, loss=0.3078, top1-acc=90.35%, top5-acc=99.61%, remaining_time=0:00:01.991560, arrival_time=2021-04-15 03:53:50.662424, cost_time=0:00:01.991565 2021-04-15 03:53:49,606 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.23ms, fps=2737 images/s, loss=0.3036, top1-acc=90.59%, top5-acc=99.62%, remaining_time=0:00:00.975690, arrival_time=2021-04-15 03:53:50.582046, cost_time=0:00:02.927068 2021-04-15 03:53:50,457 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.07ms, fps=2726 images/s, loss=0.3051, top1-acc=90.86%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:50.457713, cost_time=0:00:03.778443 2021-04-15 03:53:50,731 INFO : Epoch=0148 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:56:03.330724, arrival_time=2021-04-15 04:49:54.062218, cost_time=2:39:32.556663 2021-04-15 03:53:50,732 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 03:53:53,996 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.62ms, fps=784 images/s, loss=0.0810, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:01:00.702030, arrival_time=2021-04-15 03:54:54.698544, cost_time=0:00:03.263550 2021-04-15 03:53:57,078 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0849, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:55.839344, arrival_time=2021-04-15 03:54:52.917591, cost_time=0:00:06.345374 2021-04-15 03:54:00,157 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.68ms, fps=831 images/s, loss=0.0860, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:52.151390, arrival_time=2021-04-15 03:54:52.309242, cost_time=0:00:09.424940 2021-04-15 03:54:03,243 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.0872, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:48.790716, arrival_time=2021-04-15 03:54:52.034079, cost_time=0:00:12.510434 2021-04-15 03:54:06,328 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.0842, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:45.538130, arrival_time=2021-04-15 03:54:51.866258, cost_time=0:00:15.595256 2021-04-15 03:54:09,406 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0828, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:42.325376, arrival_time=2021-04-15 03:54:51.731400, cost_time=0:00:18.672979 2021-04-15 03:54:12,488 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.86ms, fps=831 images/s, loss=0.0827, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:39.160422, arrival_time=2021-04-15 03:54:51.649119, cost_time=0:00:21.755807 2021-04-15 03:54:15,571 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0820, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:36.015332, arrival_time=2021-04-15 03:54:51.586393, cost_time=0:00:24.838178 2021-04-15 03:54:18,647 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0813, top1-acc=97.25%, top5-acc=99.98%, remaining_time=0:00:32.877066, arrival_time=2021-04-15 03:54:51.524483, cost_time=0:00:27.914521 2021-04-15 03:54:21,728 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.85ms, fps=831 images/s, loss=0.0808, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:29.756064, arrival_time=2021-04-15 03:54:51.484871, cost_time=0:00:30.995870 2021-04-15 03:54:24,809 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0805, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:26.641940, arrival_time=2021-04-15 03:54:51.451669, cost_time=0:00:34.076857 2021-04-15 03:54:27,885 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0793, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:23.530132, arrival_time=2021-04-15 03:54:51.415837, cost_time=0:00:37.152835 2021-04-15 03:54:30,964 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0787, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:20.425152, arrival_time=2021-04-15 03:54:51.389425, cost_time=0:00:40.231404 2021-04-15 03:54:34,049 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=2.60ms, fps=830 images/s, loss=0.0780, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:17.326624, arrival_time=2021-04-15 03:54:51.376193, cost_time=0:00:43.316563 2021-04-15 03:54:37,158 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.78ms, fps=824 images/s, loss=0.0776, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:14.237000, arrival_time=2021-04-15 03:54:51.395380, cost_time=0:00:46.425012 2021-04-15 03:54:40,251 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.0768, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:11.141604, arrival_time=2021-04-15 03:54:51.392878, cost_time=0:00:49.518284 2021-04-15 03:54:43,339 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.0769, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:08.045700, arrival_time=2021-04-15 03:54:51.385055, cost_time=0:00:52.606474 2021-04-15 03:54:46,440 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.47ms, fps=826 images/s, loss=0.0768, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:04.951728, arrival_time=2021-04-15 03:54:51.391861, cost_time=0:00:55.706879 2021-04-15 03:54:49,523 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0762, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:01.856550, arrival_time=2021-04-15 03:54:51.380165, cost_time=0:00:58.790667 2021-04-15 03:54:51,164 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.0764, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:51.163999, cost_time=0:01:00.431057 2021-04-15 03:54:52,226 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.20ms, fps=2414 images/s, loss=0.2623, top1-acc=91.84%, top5-acc=99.73%, remaining_time=0:00:03.181740, arrival_time=2021-04-15 03:54:55.408251, cost_time=0:00:01.060577 2021-04-15 03:54:53,169 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=5.43ms, fps=2716 images/s, loss=0.2778, top1-acc=91.46%, top5-acc=99.71%, remaining_time=0:00:02.003340, arrival_time=2021-04-15 03:54:55.172682, cost_time=0:00:02.003342 2021-04-15 03:54:54,106 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.31ms, fps=2735 images/s, loss=0.2810, top1-acc=91.37%, top5-acc=99.71%, remaining_time=0:00:00.979980, arrival_time=2021-04-15 03:54:55.085918, cost_time=0:00:02.939927 2021-04-15 03:54:54,958 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=2724 images/s, loss=0.2797, top1-acc=91.28%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:54.958080, cost_time=0:00:03.792069 2021-04-15 03:54:55,231 INFO : Epoch=0149 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:54:58.589781, arrival_time=2021-04-15 04:49:53.820967, cost_time=2:40:37.056365 2021-04-15 03:54:55,232 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 03:54:58,546 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.48ms, fps=773 images/s, loss=0.0755, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:01:01.637796, arrival_time=2021-04-15 03:56:00.184485, cost_time=0:00:03.313864 2021-04-15 03:55:01,650 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.36ms, fps=825 images/s, loss=0.0726, top1-acc=97.48%, top5-acc=100.00%, remaining_time=0:00:56.478048, arrival_time=2021-04-15 03:55:58.128841, cost_time=0:00:06.417970 2021-04-15 03:55:04,736 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0731, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:52.586310, arrival_time=2021-04-15 03:55:57.322585, cost_time=0:00:09.503537 2021-04-15 03:55:07,815 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0704, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:49.071360, arrival_time=2021-04-15 03:55:56.886521, cost_time=0:00:12.582420 2021-04-15 03:55:10,893 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0689, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:45.729828, arrival_time=2021-04-15 03:55:56.623567, cost_time=0:00:15.660904 2021-04-15 03:55:13,972 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0686, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:42.475656, arrival_time=2021-04-15 03:55:56.447688, cost_time=0:00:18.739263 2021-04-15 03:55:17,051 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0712, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:39.274074, arrival_time=2021-04-15 03:55:56.325705, cost_time=0:00:21.818897 2021-04-15 03:55:20,135 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.0695, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:36.108944, arrival_time=2021-04-15 03:55:56.244520, cost_time=0:00:24.902703 2021-04-15 03:55:23,214 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0691, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:32.955824, arrival_time=2021-04-15 03:55:56.169868, cost_time=0:00:27.981383 2021-04-15 03:55:26,291 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0690, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:29.816256, arrival_time=2021-04-15 03:55:56.107608, cost_time=0:00:31.058619 2021-04-15 03:55:29,367 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.30ms, fps=832 images/s, loss=0.0689, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:26.686918, arrival_time=2021-04-15 03:55:56.053987, cost_time=0:00:34.134428 2021-04-15 03:55:32,447 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0694, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:23.569348, arrival_time=2021-04-15 03:55:56.016901, cost_time=0:00:37.214815 2021-04-15 03:55:35,530 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.0694, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:20.458614, arrival_time=2021-04-15 03:55:55.988582, cost_time=0:00:40.297315 2021-04-15 03:55:38,607 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0708, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:17.349864, arrival_time=2021-04-15 03:55:55.957227, cost_time=0:00:43.374640 2021-04-15 03:55:41,685 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0722, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:14.245510, arrival_time=2021-04-15 03:55:55.930949, cost_time=0:00:46.452791 2021-04-15 03:55:44,765 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.56ms, fps=831 images/s, loss=0.0731, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:11.144808, arrival_time=2021-04-15 03:55:55.910111, cost_time=0:00:49.532557 2021-04-15 03:55:47,842 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0733, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:08.046272, arrival_time=2021-04-15 03:55:55.889156, cost_time=0:00:52.610229 2021-04-15 03:55:50,918 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0737, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:04.949872, arrival_time=2021-04-15 03:55:55.868555, cost_time=0:00:55.686032 2021-04-15 03:55:53,995 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.13ms, fps=832 images/s, loss=0.0736, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:01.855668, arrival_time=2021-04-15 03:55:55.851302, cost_time=0:00:58.762908 2021-04-15 03:55:55,635 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.16ms, fps=830 images/s, loss=0.0739, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:55.635493, cost_time=0:01:00.402862 2021-04-15 03:55:56,688 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.68ms, fps=2435 images/s, loss=0.3110, top1-acc=90.59%, top5-acc=99.84%, remaining_time=0:00:03.154320, arrival_time=2021-04-15 03:55:59.842870, cost_time=0:00:01.051437 2021-04-15 03:55:57,626 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.36ms, fps=2730 images/s, loss=0.2972, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:01.989520, arrival_time=2021-04-15 03:55:59.616199, cost_time=0:00:01.989519 2021-04-15 03:55:58,563 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.25ms, fps=2733 images/s, loss=0.3051, top1-acc=90.81%, top5-acc=99.80%, remaining_time=0:00:00.975550, arrival_time=2021-04-15 03:55:59.539379, cost_time=0:00:02.926661 2021-04-15 03:55:59,421 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=2708 images/s, loss=0.3104, top1-acc=90.88%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:59.421047, cost_time=0:00:03.783888 2021-04-15 03:55:59,825 INFO : Epoch=0150 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:53:53.883450, arrival_time=2021-04-15 04:49:53.708584, cost_time=2:41:41.650310 2021-04-15 03:55:59,826 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 03:56:03,083 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.55ms, fps=786 images/s, loss=0.0673, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:01:00.570714, arrival_time=2021-04-15 03:57:03.653990, cost_time=0:00:03.256493 2021-04-15 03:56:06,166 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0743, top1-acc=97.46%, top5-acc=99.96%, remaining_time=0:00:55.792176, arrival_time=2021-04-15 03:57:01.958857, cost_time=0:00:06.340022 2021-04-15 03:56:09,248 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0728, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:52.136118, arrival_time=2021-04-15 03:57:01.384960, cost_time=0:00:09.422179 2021-04-15 03:56:12,329 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.0760, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:48.760608, arrival_time=2021-04-15 03:57:01.090000, cost_time=0:00:12.502704 2021-04-15 03:56:15,411 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0735, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:45.507616, arrival_time=2021-04-15 03:57:00.919098, cost_time=0:00:15.584824 2021-04-15 03:56:18,488 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0737, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:42.299400, arrival_time=2021-04-15 03:57:00.787544, cost_time=0:00:18.661488 2021-04-15 03:56:21,566 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0735, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:39.130812, arrival_time=2021-04-15 03:57:00.696798, cost_time=0:00:21.739328 2021-04-15 03:56:24,647 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.0737, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:35.989696, arrival_time=2021-04-15 03:57:00.636802, cost_time=0:00:24.820453 2021-04-15 03:56:27,728 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0734, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:32.862014, arrival_time=2021-04-15 03:57:00.590473, cost_time=0:00:27.901696 2021-04-15 03:56:30,809 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0726, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:29.743968, arrival_time=2021-04-15 03:57:00.553827, cost_time=0:00:30.983265 2021-04-15 03:56:33,896 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0718, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:26.636350, arrival_time=2021-04-15 03:57:00.532727, cost_time=0:00:34.069696 2021-04-15 03:56:36,987 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0723, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:23.534768, arrival_time=2021-04-15 03:57:00.521731, cost_time=0:00:37.160215 2021-04-15 03:56:40,070 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0731, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:20.431158, arrival_time=2021-04-15 03:57:00.501134, cost_time=0:00:40.243211 2021-04-15 03:56:43,175 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.66ms, fps=825 images/s, loss=0.0725, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:17.339504, arrival_time=2021-04-15 03:57:00.514926, cost_time=0:00:43.348765 2021-04-15 03:56:46,264 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0726, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:14.240818, arrival_time=2021-04-15 03:57:00.504934, cost_time=0:00:46.437451 2021-04-15 03:56:49,361 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.0734, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:11.145420, arrival_time=2021-04-15 03:57:00.507231, cost_time=0:00:49.535123 2021-04-15 03:56:52,447 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.0744, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:08.047936, arrival_time=2021-04-15 03:57:00.495664, cost_time=0:00:52.621064 2021-04-15 03:56:55,526 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0749, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:04.951120, arrival_time=2021-04-15 03:57:00.477784, cost_time=0:00:55.700017 2021-04-15 03:56:58,612 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.0747, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:01.856388, arrival_time=2021-04-15 03:57:00.468739, cost_time=0:00:58.785699 2021-04-15 03:57:00,260 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.85ms, fps=825 images/s, loss=0.0747, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:00.260804, cost_time=0:01:00.434177 2021-04-15 03:57:01,318 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.30ms, fps=2424 images/s, loss=0.2985, top1-acc=91.17%, top5-acc=99.88%, remaining_time=0:00:03.168720, arrival_time=2021-04-15 03:57:04.487583, cost_time=0:00:01.056236 2021-04-15 03:57:02,254 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.30ms, fps=2738 images/s, loss=0.3033, top1-acc=91.09%, top5-acc=99.82%, remaining_time=0:00:01.991720, arrival_time=2021-04-15 03:57:04.246038, cost_time=0:00:01.991720 2021-04-15 03:57:03,190 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.47ms, fps=2735 images/s, loss=0.2993, top1-acc=91.45%, top5-acc=99.78%, remaining_time=0:00:00.975970, arrival_time=2021-04-15 03:57:04.166483, cost_time=0:00:02.927910 2021-04-15 03:57:04,041 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=2727 images/s, loss=0.3079, top1-acc=91.44%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:04.041621, cost_time=0:00:03.779046 2021-04-15 03:57:04,297 INFO : Epoch=0151 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:52:49.139043, arrival_time=2021-04-15 04:49:53.436180, cost_time=2:42:46.122317 2021-04-15 03:57:04,298 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 03:57:07,566 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.59ms, fps=783 images/s, loss=0.0703, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:01:00.790752, arrival_time=2021-04-15 03:58:08.357634, cost_time=0:00:03.268320 2021-04-15 03:57:10,648 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.59ms, fps=831 images/s, loss=0.0690, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:55.876128, arrival_time=2021-04-15 03:58:06.524254, cost_time=0:00:06.349555 2021-04-15 03:57:13,733 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0691, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:52.204178, arrival_time=2021-04-15 03:58:05.937257, cost_time=0:00:09.434503 2021-04-15 03:57:16,814 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=2.28ms, fps=831 images/s, loss=0.0706, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:48.810684, arrival_time=2021-04-15 03:58:05.624839, cost_time=0:00:12.515578 2021-04-15 03:57:19,892 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.89ms, fps=832 images/s, loss=0.0682, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:45.533166, arrival_time=2021-04-15 03:58:05.425310, cost_time=0:00:15.593571 2021-04-15 03:57:22,973 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0670, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:42.329456, arrival_time=2021-04-15 03:58:05.302805, cost_time=0:00:18.674790 2021-04-15 03:57:26,050 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0646, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:39.153114, arrival_time=2021-04-15 03:58:05.203433, cost_time=0:00:21.751752 2021-04-15 03:57:29,130 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0636, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:36.006052, arrival_time=2021-04-15 03:58:05.136365, cost_time=0:00:24.831732 2021-04-15 03:57:32,212 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=2.13ms, fps=831 images/s, loss=0.0628, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:32.876430, arrival_time=2021-04-15 03:58:05.088839, cost_time=0:00:27.913909 2021-04-15 03:57:35,294 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0624, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:29.756064, arrival_time=2021-04-15 03:58:05.050555, cost_time=0:00:30.995919 2021-04-15 03:57:38,373 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.55ms, fps=832 images/s, loss=0.0625, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:26.640220, arrival_time=2021-04-15 03:58:05.013387, cost_time=0:00:34.074672 2021-04-15 03:57:41,457 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.0625, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:23.533704, arrival_time=2021-04-15 03:58:04.990739, cost_time=0:00:37.158457 2021-04-15 03:57:44,538 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0624, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:20.429508, arrival_time=2021-04-15 03:58:04.967998, cost_time=0:00:40.239993 2021-04-15 03:57:47,626 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.0626, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:17.331160, arrival_time=2021-04-15 03:58:04.957671, cost_time=0:00:43.327936 2021-04-15 03:57:50,717 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.0633, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:14.235114, arrival_time=2021-04-15 03:58:04.952450, cost_time=0:00:46.418824 2021-04-15 03:57:53,801 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0637, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:11.138220, arrival_time=2021-04-15 03:58:04.939872, cost_time=0:00:49.503155 2021-04-15 03:57:56,890 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.0643, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:08.043490, arrival_time=2021-04-15 03:58:04.934109, cost_time=0:00:52.592006 2021-04-15 03:57:59,979 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0647, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:04.949456, arrival_time=2021-04-15 03:58:04.929269, cost_time=0:00:55.681314 2021-04-15 03:58:03,072 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.25ms, fps=828 images/s, loss=0.0647, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:01.856010, arrival_time=2021-04-15 03:58:04.928108, cost_time=0:00:58.773602 2021-04-15 03:58:04,719 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.23ms, fps=826 images/s, loss=0.0647, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:04.719364, cost_time=0:01:00.420822 2021-04-15 03:58:05,790 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.33ms, fps=2398 images/s, loss=0.3013, top1-acc=90.82%, top5-acc=99.92%, remaining_time=0:00:03.202170, arrival_time=2021-04-15 03:58:08.992604, cost_time=0:00:01.067394 2021-04-15 03:58:06,728 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.54ms, fps=2732 images/s, loss=0.2957, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:02.005040, arrival_time=2021-04-15 03:58:08.733051, cost_time=0:00:02.005042 2021-04-15 03:58:07,663 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.43ms, fps=2736 images/s, loss=0.2938, top1-acc=90.96%, top5-acc=99.75%, remaining_time=0:00:00.980310, arrival_time=2021-04-15 03:58:08.644218, cost_time=0:00:02.940941 2021-04-15 03:58:08,516 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=2722 images/s, loss=0.2870, top1-acc=91.19%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:08.516670, cost_time=0:00:03.793739 2021-04-15 03:58:08,747 INFO : Epoch=0152 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:51:44.391264, arrival_time=2021-04-15 04:49:53.138380, cost_time=2:43:50.572286 2021-04-15 03:58:08,748 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 03:58:12,008 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.53ms, fps=785 images/s, loss=0.0536, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:01:00.627072, arrival_time=2021-04-15 03:59:12.635214, cost_time=0:00:03.259517 2021-04-15 03:58:15,103 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.78ms, fps=827 images/s, loss=0.0554, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:55.916960, arrival_time=2021-04-15 03:59:11.019917, cost_time=0:00:06.354210 2021-04-15 03:58:18,185 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.0562, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:52.219284, arrival_time=2021-04-15 03:59:10.405116, cost_time=0:00:09.437205 2021-04-15 03:58:21,274 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0565, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:48.852336, arrival_time=2021-04-15 03:59:10.127209, cost_time=0:00:12.526243 2021-04-15 03:58:24,352 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0583, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:45.564264, arrival_time=2021-04-15 03:59:09.917095, cost_time=0:00:15.604195 2021-04-15 03:58:27,431 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.54ms, fps=832 images/s, loss=0.0567, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:42.347952, arrival_time=2021-04-15 03:59:09.779487, cost_time=0:00:18.682908 2021-04-15 03:58:30,511 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0578, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:39.173652, arrival_time=2021-04-15 03:59:09.685436, cost_time=0:00:21.763144 2021-04-15 03:58:33,597 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0583, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:36.031224, arrival_time=2021-04-15 03:59:09.628989, cost_time=0:00:24.849149 2021-04-15 03:58:36,677 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0590, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:32.894132, arrival_time=2021-04-15 03:59:09.571672, cost_time=0:00:27.928985 2021-04-15 03:58:39,758 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.61ms, fps=831 images/s, loss=0.0584, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:29.769216, arrival_time=2021-04-15 03:59:09.527420, cost_time=0:00:31.009577 2021-04-15 03:58:42,836 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0590, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:26.650626, arrival_time=2021-04-15 03:59:09.487181, cost_time=0:00:34.087992 2021-04-15 03:58:45,916 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0588, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:23.539708, arrival_time=2021-04-15 03:59:09.456280, cost_time=0:00:37.167934 2021-04-15 03:58:48,999 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0586, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:20.434920, arrival_time=2021-04-15 03:59:09.434132, cost_time=0:00:40.250664 2021-04-15 03:58:52,078 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0584, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:17.332056, arrival_time=2021-04-15 03:59:09.410778, cost_time=0:00:43.330098 2021-04-15 03:58:55,159 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0582, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:14.232584, arrival_time=2021-04-15 03:59:09.391677, cost_time=0:00:46.410535 2021-04-15 03:58:58,248 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.0582, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:11.137536, arrival_time=2021-04-15 03:59:09.386205, cost_time=0:00:49.500118 2021-04-15 03:59:01,328 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0587, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:08.041670, arrival_time=2021-04-15 03:59:09.370506, cost_time=0:00:52.580204 2021-04-15 03:59:04,422 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.0591, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:04.948768, arrival_time=2021-04-15 03:59:09.370890, cost_time=0:00:55.673569 2021-04-15 03:59:07,503 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.20ms, fps=831 images/s, loss=0.0595, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:01.855416, arrival_time=2021-04-15 03:59:09.359071, cost_time=0:00:58.754916 2021-04-15 03:59:09,146 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.23ms, fps=828 images/s, loss=0.0597, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:09.146226, cost_time=0:01:00.397617 2021-04-15 03:59:10,222 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.22ms, fps=2383 images/s, loss=0.2899, top1-acc=91.41%, top5-acc=99.49%, remaining_time=0:00:03.222420, arrival_time=2021-04-15 03:59:13.444677, cost_time=0:00:01.074139 2021-04-15 03:59:11,161 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.39ms, fps=2728 images/s, loss=0.2854, top1-acc=91.58%, top5-acc=99.61%, remaining_time=0:00:02.013200, arrival_time=2021-04-15 03:59:13.174630, cost_time=0:00:02.013202 2021-04-15 03:59:12,098 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.36ms, fps=2733 images/s, loss=0.2863, top1-acc=91.55%, top5-acc=99.61%, remaining_time=0:00:00.983580, arrival_time=2021-04-15 03:59:13.082370, cost_time=0:00:02.950755 2021-04-15 03:59:12,952 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.09ms, fps=2720 images/s, loss=0.2915, top1-acc=91.50%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:12.952008, cost_time=0:00:03.803922 2021-04-15 03:59:13,170 INFO : Epoch=0153 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:50:39.639084, arrival_time=2021-04-15 04:49:52.809305, cost_time=2:44:54.995342 2021-04-15 03:59:13,173 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 03:59:16,419 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.39ms, fps=789 images/s, loss=0.0586, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:01:00.377460, arrival_time=2021-04-15 04:00:16.797126, cost_time=0:00:03.246099 2021-04-15 03:59:19,503 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0622, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:55.702240, arrival_time=2021-04-15 04:00:15.205615, cost_time=0:00:06.329806 2021-04-15 03:59:22,589 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0592, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:52.102752, arrival_time=2021-04-15 04:00:14.692479, cost_time=0:00:09.416166 2021-04-15 03:59:25,665 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.48ms, fps=833 images/s, loss=0.0574, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:48.716616, arrival_time=2021-04-15 04:00:14.381644, cost_time=0:00:12.491448 2021-04-15 03:59:28,752 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.44ms, fps=829 images/s, loss=0.0563, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:45.488490, arrival_time=2021-04-15 04:00:14.240408, cost_time=0:00:15.578239 2021-04-15 03:59:31,843 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.0564, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:42.318032, arrival_time=2021-04-15 04:00:14.161353, cost_time=0:00:18.669745 2021-04-15 03:59:34,929 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.0556, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:39.159792, arrival_time=2021-04-15 04:00:14.088836, cost_time=0:00:21.755459 2021-04-15 03:59:38,007 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0552, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:36.009764, arrival_time=2021-04-15 04:00:14.017635, cost_time=0:00:24.834295 2021-04-15 03:59:41,089 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.0555, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:32.878550, arrival_time=2021-04-15 04:00:13.967990, cost_time=0:00:27.915772 2021-04-15 03:59:44,169 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0551, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:29.755776, arrival_time=2021-04-15 04:00:13.925083, cost_time=0:00:30.995614 2021-04-15 03:59:47,250 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0555, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:26.642112, arrival_time=2021-04-15 04:00:13.892713, cost_time=0:00:34.077103 2021-04-15 03:59:50,328 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0556, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:23.531348, arrival_time=2021-04-15 04:00:13.859699, cost_time=0:00:37.154780 2021-04-15 03:59:53,408 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.56ms, fps=831 images/s, loss=0.0557, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:20.427066, arrival_time=2021-04-15 04:00:13.835798, cost_time=0:00:40.235160 2021-04-15 03:59:56,489 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0564, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:17.326288, arrival_time=2021-04-15 04:00:13.815537, cost_time=0:00:43.315754 2021-04-15 03:59:59,566 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0569, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:14.227110, arrival_time=2021-04-15 04:00:13.793514, cost_time=0:00:46.392751 2021-04-15 04:00:02,644 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0569, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:11.130984, arrival_time=2021-04-15 04:00:13.775563, cost_time=0:00:49.471073 2021-04-15 04:00:05,721 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0573, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:08.036678, arrival_time=2021-04-15 04:00:13.757759, cost_time=0:00:52.547507 2021-04-15 04:00:08,802 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.63ms, fps=831 images/s, loss=0.0577, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:04.944832, arrival_time=2021-04-15 04:00:13.747701, cost_time=0:00:55.629363 2021-04-15 04:00:11,884 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.0575, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:01.854018, arrival_time=2021-04-15 04:00:13.738163, cost_time=0:00:58.710592 2021-04-15 04:00:13,522 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.0578, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:13.522914, cost_time=0:01:00.349427 2021-04-15 04:00:14,590 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.15ms, fps=2402 images/s, loss=0.2746, top1-acc=91.80%, top5-acc=99.73%, remaining_time=0:00:03.197730, arrival_time=2021-04-15 04:00:17.788310, cost_time=0:00:01.065914 2021-04-15 04:00:15,525 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.30ms, fps=2741 images/s, loss=0.2920, top1-acc=91.17%, top5-acc=99.75%, remaining_time=0:00:02.000340, arrival_time=2021-04-15 04:00:17.525343, cost_time=0:00:02.000337 2021-04-15 04:00:16,458 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.31ms, fps=2744 images/s, loss=0.2897, top1-acc=91.24%, top5-acc=99.70%, remaining_time=0:00:00.977850, arrival_time=2021-04-15 04:00:17.436062, cost_time=0:00:02.933537 2021-04-15 04:00:17,308 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.09ms, fps=2729 images/s, loss=0.2911, top1-acc=91.41%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:17.308581, cost_time=0:00:03.783939 2021-04-15 04:00:17,561 INFO : Epoch=0154 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:49:34.881640, arrival_time=2021-04-15 04:49:52.442756, cost_time=2:45:59.386287 2021-04-15 04:00:17,562 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 04:00:20,807 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.40ms, fps=789 images/s, loss=0.0468, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:00.361464, arrival_time=2021-04-15 04:01:21.169196, cost_time=0:00:03.245245 2021-04-15 04:00:23,885 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0514, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:55.642928, arrival_time=2021-04-15 04:01:19.528544, cost_time=0:00:06.323057 2021-04-15 04:00:26,961 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0533, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:52.006306, arrival_time=2021-04-15 04:01:18.967549, cost_time=0:00:09.398743 2021-04-15 04:00:30,042 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.0551, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:48.671376, arrival_time=2021-04-15 04:01:18.713712, cost_time=0:00:12.479848 2021-04-15 04:00:33,118 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0549, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:45.422206, arrival_time=2021-04-15 04:01:18.540220, cost_time=0:00:15.555530 2021-04-15 04:00:36,200 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0542, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:42.246632, arrival_time=2021-04-15 04:01:18.447420, cost_time=0:00:18.638219 2021-04-15 04:00:39,281 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0545, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:39.093264, arrival_time=2021-04-15 04:01:18.374272, cost_time=0:00:21.718510 2021-04-15 04:00:42,360 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0551, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:35.957216, arrival_time=2021-04-15 04:01:18.317787, cost_time=0:00:24.798070 2021-04-15 04:00:45,441 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.86ms, fps=831 images/s, loss=0.0544, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:32.834984, arrival_time=2021-04-15 04:01:18.276197, cost_time=0:00:27.878724 2021-04-15 04:00:48,522 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0547, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:29.721024, arrival_time=2021-04-15 04:01:18.242950, cost_time=0:00:30.959357 2021-04-15 04:00:51,600 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0543, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:26.611496, arrival_time=2021-04-15 04:01:18.211914, cost_time=0:00:34.037914 2021-04-15 04:00:54,677 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0538, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:23.505888, arrival_time=2021-04-15 04:01:18.182960, cost_time=0:00:37.114585 2021-04-15 04:00:57,753 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0541, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:20.404692, arrival_time=2021-04-15 04:01:18.158182, cost_time=0:00:40.191001 2021-04-15 04:01:00,833 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0540, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:17.308536, arrival_time=2021-04-15 04:01:18.142406, cost_time=0:00:43.271379 2021-04-15 04:01:03,911 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0542, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:14.213724, arrival_time=2021-04-15 04:01:18.125444, cost_time=0:00:46.349088 2021-04-15 04:01:06,996 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.0546, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:11.122668, arrival_time=2021-04-15 04:01:18.119199, cost_time=0:00:49.434029 2021-04-15 04:01:10,077 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0546, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:08.031686, arrival_time=2021-04-15 04:01:18.109043, cost_time=0:00:52.514876 2021-04-15 04:01:13,155 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0548, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:04.941616, arrival_time=2021-04-15 04:01:18.097307, cost_time=0:00:55.593210 2021-04-15 04:01:16,238 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0555, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:01.852920, arrival_time=2021-04-15 04:01:18.091160, cost_time=0:00:58.675752 2021-04-15 04:01:17,877 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.0556, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:17.877019, cost_time=0:01:00.314542 2021-04-15 04:01:18,924 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.36ms, fps=2449 images/s, loss=0.2633, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:03.136200, arrival_time=2021-04-15 04:01:22.060437, cost_time=0:00:01.045403 2021-04-15 04:01:19,861 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.49ms, fps=2732 images/s, loss=0.2983, top1-acc=91.19%, top5-acc=99.73%, remaining_time=0:00:01.982780, arrival_time=2021-04-15 04:01:21.844469, cost_time=0:00:01.982783 2021-04-15 04:01:20,798 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.45ms, fps=2734 images/s, loss=0.2863, top1-acc=91.51%, top5-acc=99.77%, remaining_time=0:00:00.973280, arrival_time=2021-04-15 04:01:21.771933, cost_time=0:00:02.919829 2021-04-15 04:01:21,653 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.06ms, fps=2716 images/s, loss=0.2809, top1-acc=91.64%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:21.653150, cost_time=0:00:03.774345 2021-04-15 04:01:21,919 INFO : Epoch=0155 complete, best val top1-acc=91.65%, top5-acc=99.76% (epoch=147), remaining_time=0:48:30.119490, arrival_time=2021-04-15 04:49:52.039289, cost_time=2:47:03.744943 2021-04-15 04:01:21,922 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 04:01:25,189 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.41ms, fps=784 images/s, loss=0.0692, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:01:00.763968, arrival_time=2021-04-15 04:02:25.953239, cost_time=0:00:03.266878 2021-04-15 04:01:28,274 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0615, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:55.898480, arrival_time=2021-04-15 04:02:24.172957, cost_time=0:00:06.352092 2021-04-15 04:01:31,353 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0570, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:52.184092, arrival_time=2021-04-15 04:02:23.537350, cost_time=0:00:09.430875 2021-04-15 04:01:34,431 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.29ms, fps=832 images/s, loss=0.0566, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:48.784944, arrival_time=2021-04-15 04:02:23.216294, cost_time=0:00:12.508968 2021-04-15 04:01:37,506 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.36ms, fps=833 images/s, loss=0.0559, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:45.505134, arrival_time=2021-04-15 04:02:23.011462, cost_time=0:00:15.583949 2021-04-15 04:01:40,582 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.48ms, fps=832 images/s, loss=0.0549, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:42.296136, arrival_time=2021-04-15 04:02:22.878571, cost_time=0:00:18.660054 2021-04-15 04:01:43,660 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0547, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:39.128040, arrival_time=2021-04-15 04:02:22.788239, cost_time=0:00:21.737812 2021-04-15 04:01:46,739 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0542, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:35.984244, arrival_time=2021-04-15 04:02:22.723333, cost_time=0:00:24.816691 2021-04-15 04:01:49,816 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0545, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:32.852686, arrival_time=2021-04-15 04:02:22.668931, cost_time=0:00:27.893791 2021-04-15 04:01:52,896 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0545, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:29.734848, arrival_time=2021-04-15 04:02:22.631000, cost_time=0:00:30.973757 2021-04-15 04:01:55,974 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.48ms, fps=832 images/s, loss=0.0543, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:26.622848, arrival_time=2021-04-15 04:02:22.597716, cost_time=0:00:34.052490 2021-04-15 04:01:59,056 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=2.10ms, fps=831 images/s, loss=0.0542, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:23.518352, arrival_time=2021-04-15 04:02:22.574954, cost_time=0:00:37.134229 2021-04-15 04:02:02,137 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0538, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:20.416902, arrival_time=2021-04-15 04:02:22.554336, cost_time=0:00:40.215051 2021-04-15 04:02:05,218 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0543, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:17.318224, arrival_time=2021-04-15 04:02:22.536210, cost_time=0:00:43.295609 2021-04-15 04:02:08,297 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0550, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:14.221728, arrival_time=2021-04-15 04:02:22.519349, cost_time=0:00:46.375233 2021-04-15 04:02:11,376 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0549, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:11.127132, arrival_time=2021-04-15 04:02:22.503557, cost_time=0:00:49.453977 2021-04-15 04:02:14,453 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.29ms, fps=832 images/s, loss=0.0551, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:08.034078, arrival_time=2021-04-15 04:02:22.487123, cost_time=0:00:52.530578 2021-04-15 04:02:17,530 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0547, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:04.942928, arrival_time=2021-04-15 04:02:22.473171, cost_time=0:00:55.607852 2021-04-15 04:02:20,608 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0549, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:01.853232, arrival_time=2021-04-15 04:02:22.461300, cost_time=0:00:58.685698 2021-04-15 04:02:22,247 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.0551, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:22.247913, cost_time=0:01:00.325543 2021-04-15 04:02:23,296 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.00ms, fps=2444 images/s, loss=0.2711, top1-acc=91.60%, top5-acc=99.69%, remaining_time=0:00:03.141780, arrival_time=2021-04-15 04:02:26.438688, cost_time=0:00:01.047259 2021-04-15 04:02:24,233 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.47ms, fps=2735 images/s, loss=0.2577, top1-acc=92.01%, top5-acc=99.75%, remaining_time=0:00:01.983560, arrival_time=2021-04-15 04:02:26.216760, cost_time=0:00:01.983565 2021-04-15 04:02:25,169 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.38ms, fps=2735 images/s, loss=0.2572, top1-acc=92.12%, top5-acc=99.75%, remaining_time=0:00:00.973260, arrival_time=2021-04-15 04:02:26.142693, cost_time=0:00:02.919794 2021-04-15 04:02:26,022 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=1.18ms, fps=2720 images/s, loss=0.2703, top1-acc=91.87%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:26.022805, cost_time=0:00:03.773197 2021-04-15 04:02:26,815 INFO : Epoch=0156 complete, best val top1-acc=91.87%, top5-acc=99.71% (epoch=156), remaining_time=0:47:25.513924, arrival_time=2021-04-15 04:49:52.329093, cost_time=2:48:08.640305 2021-04-15 04:02:26,817 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 04:02:30,167 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.38ms, fps=764 images/s, loss=0.0465, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:01:02.309628, arrival_time=2021-04-15 04:03:32.477114, cost_time=0:00:03.349978 2021-04-15 04:02:33,262 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=2.16ms, fps=827 images/s, loss=0.0493, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:56.718640, arrival_time=2021-04-15 04:03:29.981383, cost_time=0:00:06.445308 2021-04-15 04:02:36,355 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.0484, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:52.778870, arrival_time=2021-04-15 04:03:29.134685, cost_time=0:00:09.538358 2021-04-15 04:02:39,444 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.0482, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:49.244364, arrival_time=2021-04-15 04:03:28.688587, cost_time=0:00:12.626779 2021-04-15 04:02:42,531 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:45.885318, arrival_time=2021-04-15 04:03:28.416909, cost_time=0:00:15.714151 2021-04-15 04:02:45,618 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.87ms, fps=829 images/s, loss=0.0459, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:42.615464, arrival_time=2021-04-15 04:03:28.233825, cost_time=0:00:18.800918 2021-04-15 04:02:48,710 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.0468, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:39.407130, arrival_time=2021-04-15 04:03:28.117458, cost_time=0:00:21.892878 2021-04-15 04:02:51,804 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.0472, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:36.230744, arrival_time=2021-04-15 04:03:28.034970, cost_time=0:00:24.986745 2021-04-15 04:02:54,898 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.0477, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:33.072954, arrival_time=2021-04-15 04:03:27.971167, cost_time=0:00:28.080847 2021-04-15 04:02:57,978 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0473, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:29.914944, arrival_time=2021-04-15 04:03:27.893815, cost_time=0:00:31.161419 2021-04-15 04:03:01,069 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.0472, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:26.779110, arrival_time=2021-04-15 04:03:27.848935, cost_time=0:00:34.252373 2021-04-15 04:03:04,149 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0479, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:23.643676, arrival_time=2021-04-15 04:03:27.793254, cost_time=0:00:37.332110 2021-04-15 04:03:07,225 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.34ms, fps=833 images/s, loss=0.0470, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:20.514648, arrival_time=2021-04-15 04:03:27.739626, cost_time=0:00:40.407617 2021-04-15 04:03:10,303 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:17.394496, arrival_time=2021-04-15 04:03:27.698134, cost_time=0:00:43.486189 2021-04-15 04:03:13,385 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.95ms, fps=831 images/s, loss=0.0466, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:14.280792, arrival_time=2021-04-15 04:03:27.666105, cost_time=0:00:46.567869 2021-04-15 04:03:16,468 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:11.171592, arrival_time=2021-04-15 04:03:27.640500, cost_time=0:00:49.651461 2021-04-15 04:03:19,557 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=2.29ms, fps=829 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:08.066110, arrival_time=2021-04-15 04:03:27.623498, cost_time=0:00:52.739895 2021-04-15 04:03:22,642 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.81ms, fps=830 images/s, loss=0.0472, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:04.962256, arrival_time=2021-04-15 04:03:27.605078, cost_time=0:00:55.825355 2021-04-15 04:03:25,726 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=2.12ms, fps=830 images/s, loss=0.0471, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:01.860300, arrival_time=2021-04-15 04:03:27.587200, cost_time=0:00:58.909452 2021-04-15 04:03:27,369 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.22ms, fps=828 images/s, loss=0.0476, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:27.369839, cost_time=0:01:00.552365 2021-04-15 04:03:28,414 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.30ms, fps=2455 images/s, loss=0.2625, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:00:03.128400, arrival_time=2021-04-15 04:03:31.543350, cost_time=0:00:01.042795 2021-04-15 04:03:29,350 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.32ms, fps=2738 images/s, loss=0.2700, top1-acc=92.42%, top5-acc=99.73%, remaining_time=0:00:01.977960, arrival_time=2021-04-15 04:03:31.328278, cost_time=0:00:01.977968 2021-04-15 04:03:30,287 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.37ms, fps=2732 images/s, loss=0.2763, top1-acc=92.11%, top5-acc=99.77%, remaining_time=0:00:00.971910, arrival_time=2021-04-15 04:03:31.259804, cost_time=0:00:02.915716 2021-04-15 04:03:31,144 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=2710 images/s, loss=0.2849, top1-acc=92.03%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:31.144298, cost_time=0:00:03.772093 2021-04-15 04:03:31,666 INFO : Epoch=0157 complete, best val top1-acc=92.03%, top5-acc=99.74% (epoch=157), remaining_time=0:46:20.892474, arrival_time=2021-04-15 04:49:52.558491, cost_time=2:49:13.491176 2021-04-15 04:03:31,667 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 04:03:34,920 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.47ms, fps=787 images/s, loss=0.0436, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:00.504870, arrival_time=2021-04-15 04:04:35.425522, cost_time=0:00:03.252950 2021-04-15 04:03:38,001 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0461, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:55.741312, arrival_time=2021-04-15 04:04:33.743127, cost_time=0:00:06.334243 2021-04-15 04:03:41,080 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=2.01ms, fps=832 images/s, loss=0.0457, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:52.083662, arrival_time=2021-04-15 04:04:33.163937, cost_time=0:00:09.412701 2021-04-15 04:03:44,165 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.73ms, fps=830 images/s, loss=0.0455, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:48.741888, arrival_time=2021-04-15 04:04:32.907395, cost_time=0:00:12.497935 2021-04-15 04:03:47,247 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.57ms, fps=831 images/s, loss=0.0431, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:45.492724, arrival_time=2021-04-15 04:04:32.739969, cost_time=0:00:15.579682 2021-04-15 04:03:50,325 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.02ms, fps=832 images/s, loss=0.0416, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:42.290152, arrival_time=2021-04-15 04:04:32.615148, cost_time=0:00:18.657429 2021-04-15 04:03:53,418 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.0404, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:39.150972, arrival_time=2021-04-15 04:04:32.569016, cost_time=0:00:21.750538 2021-04-15 04:03:56,506 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0398, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:36.016956, arrival_time=2021-04-15 04:04:32.523842, cost_time=0:00:24.839319 2021-04-15 04:03:59,599 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.0398, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:32.897736, arrival_time=2021-04-15 04:04:32.497469, cost_time=0:00:27.932082 2021-04-15 04:04:02,693 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.48ms, fps=828 images/s, loss=0.0395, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:29.784480, arrival_time=2021-04-15 04:04:32.477482, cost_time=0:00:31.025506 2021-04-15 04:04:05,774 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0399, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:26.665074, arrival_time=2021-04-15 04:04:32.439246, cost_time=0:00:34.106510 2021-04-15 04:04:08,851 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.47ms, fps=832 images/s, loss=0.0401, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:23.550120, arrival_time=2021-04-15 04:04:32.401992, cost_time=0:00:37.184379 2021-04-15 04:04:11,929 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0402, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:20.440464, arrival_time=2021-04-15 04:04:32.369442, cost_time=0:00:40.261503 2021-04-15 04:04:15,005 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0410, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:17.335304, arrival_time=2021-04-15 04:04:32.341093, cost_time=0:00:43.338225 2021-04-15 04:04:18,085 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0418, top1-acc=98.60%, top5-acc=99.99%, remaining_time=0:00:14.234884, arrival_time=2021-04-15 04:04:32.320410, cost_time=0:00:46.418037 2021-04-15 04:04:21,164 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0421, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:11.136888, arrival_time=2021-04-15 04:04:32.301614, cost_time=0:00:49.497244 2021-04-15 04:04:24,246 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=2.01ms, fps=831 images/s, loss=0.0425, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:08.041462, arrival_time=2021-04-15 04:04:32.287905, cost_time=0:00:52.578862 2021-04-15 04:04:27,335 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.0429, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:04.948256, arrival_time=2021-04-15 04:04:32.283666, cost_time=0:00:55.667846 2021-04-15 04:04:30,419 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.77ms, fps=830 images/s, loss=0.0430, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:01.855320, arrival_time=2021-04-15 04:04:32.274628, cost_time=0:00:58.751733 2021-04-15 04:04:32,059 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.29ms, fps=829 images/s, loss=0.0430, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:32.059413, cost_time=0:01:00.391936 2021-04-15 04:04:33,106 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.30ms, fps=2450 images/s, loss=0.2773, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:00:03.134970, arrival_time=2021-04-15 04:04:36.241323, cost_time=0:00:01.044994 2021-04-15 04:04:34,039 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.28ms, fps=2744 images/s, loss=0.2766, top1-acc=92.46%, top5-acc=99.82%, remaining_time=0:00:01.978640, arrival_time=2021-04-15 04:04:36.018558, cost_time=0:00:01.978631 2021-04-15 04:04:34,981 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.73ms, fps=2719 images/s, loss=0.2894, top1-acc=92.12%, top5-acc=99.75%, remaining_time=0:00:00.973510, arrival_time=2021-04-15 04:04:35.955400, cost_time=0:00:02.920518 2021-04-15 04:04:35,836 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.12ms, fps=2718 images/s, loss=0.3040, top1-acc=92.16%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:35.836140, cost_time=0:00:03.774796 2021-04-15 04:04:36,384 INFO : Epoch=0158 complete, best val top1-acc=92.16%, top5-acc=99.78% (epoch=158), remaining_time=0:45:16.232946, arrival_time=2021-04-15 04:49:52.617446, cost_time=2:50:18.209649 2021-04-15 04:04:36,385 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 04:04:39,638 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.54ms, fps=787 images/s, loss=0.0443, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:01:00.498360, arrival_time=2021-04-15 04:05:40.137020, cost_time=0:00:03.252600 2021-04-15 04:04:42,726 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.76ms, fps=829 images/s, loss=0.0429, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:55.799392, arrival_time=2021-04-15 04:05:38.526300, cost_time=0:00:06.340846 2021-04-15 04:04:45,809 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0418, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:52.143256, arrival_time=2021-04-15 04:05:37.952814, cost_time=0:00:09.423490 2021-04-15 04:04:48,888 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0412, top1-acc=98.60%, top5-acc=99.99%, remaining_time=0:00:48.759828, arrival_time=2021-04-15 04:05:37.648557, cost_time=0:00:12.502524 2021-04-15 04:04:51,968 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0427, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:45.499002, arrival_time=2021-04-15 04:05:37.467044, cost_time=0:00:15.581866 2021-04-15 04:04:55,062 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.43ms, fps=827 images/s, loss=0.0431, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:42.333944, arrival_time=2021-04-15 04:05:37.396663, cost_time=0:00:18.676731 2021-04-15 04:04:58,140 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0432, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:39.158406, arrival_time=2021-04-15 04:05:37.299134, cost_time=0:00:21.754667 2021-04-15 04:05:01,222 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.80ms, fps=831 images/s, loss=0.0433, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:36.012896, arrival_time=2021-04-15 04:05:37.235474, cost_time=0:00:24.836518 2021-04-15 04:05:04,299 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0436, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:32.875370, arrival_time=2021-04-15 04:05:37.174370, cost_time=0:00:27.913018 2021-04-15 04:05:07,376 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0435, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:29.751072, arrival_time=2021-04-15 04:05:37.127821, cost_time=0:00:30.990685 2021-04-15 04:05:10,454 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0432, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:26.635146, arrival_time=2021-04-15 04:05:37.089345, cost_time=0:00:34.068221 2021-04-15 04:05:13,531 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0426, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:23.525268, arrival_time=2021-04-15 04:05:37.056437, cost_time=0:00:37.145121 2021-04-15 04:05:16,611 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=2.10ms, fps=831 images/s, loss=0.0432, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:20.422116, arrival_time=2021-04-15 04:05:37.033520, cost_time=0:00:40.225319 2021-04-15 04:05:19,700 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=5.27ms, fps=829 images/s, loss=0.0430, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:17.325728, arrival_time=2021-04-15 04:05:37.026314, cost_time=0:00:43.314380 2021-04-15 04:05:22,805 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.79ms, fps=825 images/s, loss=0.0429, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:14.235206, arrival_time=2021-04-15 04:05:37.040484, cost_time=0:00:46.419202 2021-04-15 04:05:25,896 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.63ms, fps=828 images/s, loss=0.0435, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:11.139804, arrival_time=2021-04-15 04:05:37.036061, cost_time=0:00:49.510191 2021-04-15 04:05:28,974 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0439, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:08.042892, arrival_time=2021-04-15 04:05:37.017141, cost_time=0:00:52.588189 2021-04-15 04:05:32,054 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0439, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:04.948272, arrival_time=2021-04-15 04:05:37.002410, cost_time=0:00:55.667974 2021-04-15 04:05:35,139 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.28ms, fps=830 images/s, loss=0.0438, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:01.855350, arrival_time=2021-04-15 04:05:36.994292, cost_time=0:00:58.752783 2021-04-15 04:05:36,779 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.20ms, fps=829 images/s, loss=0.0441, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:36.779916, cost_time=0:01:00.393929 2021-04-15 04:05:37,828 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.34ms, fps=2448 images/s, loss=0.2695, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:03.137790, arrival_time=2021-04-15 04:05:40.965759, cost_time=0:00:01.045932 2021-04-15 04:05:38,764 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=2.08ms, fps=2735 images/s, loss=0.2698, top1-acc=92.17%, top5-acc=99.79%, remaining_time=0:00:01.982280, arrival_time=2021-04-15 04:05:40.746685, cost_time=0:00:01.982290 2021-04-15 04:05:39,701 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.47ms, fps=2734 images/s, loss=0.2658, top1-acc=92.45%, top5-acc=99.79%, remaining_time=0:00:00.973040, arrival_time=2021-04-15 04:05:40.674203, cost_time=0:00:02.919124 2021-04-15 04:05:40,552 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.07ms, fps=2726 images/s, loss=0.2772, top1-acc=92.27%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:40.552517, cost_time=0:00:03.770503 2021-04-15 04:05:41,089 INFO : Epoch=0159 complete, best val top1-acc=92.27%, top5-acc=99.75% (epoch=159), remaining_time=0:44:11.569056, arrival_time=2021-04-15 04:49:52.658100, cost_time=2:51:22.914212 2021-04-15 04:05:41,090 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 04:05:44,332 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.38ms, fps=790 images/s, loss=0.0397, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:00.297108, arrival_time=2021-04-15 04:06:44.629601, cost_time=0:00:03.241785 2021-04-15 04:05:47,416 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0463, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:55.664576, arrival_time=2021-04-15 04:06:43.080756, cost_time=0:00:06.325517 2021-04-15 04:05:50,502 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.0469, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:52.081172, arrival_time=2021-04-15 04:06:42.584018, cost_time=0:00:09.412265 2021-04-15 04:05:53,593 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.37ms, fps=828 images/s, loss=0.0446, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:48.760920, arrival_time=2021-04-15 04:06:42.354300, cost_time=0:00:12.502797 2021-04-15 04:05:56,688 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.0428, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:45.545576, arrival_time=2021-04-15 04:06:42.233978, cost_time=0:00:15.597818 2021-04-15 04:05:59,780 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.32ms, fps=828 images/s, loss=0.0429, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:42.364408, arrival_time=2021-04-15 04:06:42.145186, cost_time=0:00:18.690208 2021-04-15 04:06:02,870 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0426, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:39.203388, arrival_time=2021-04-15 04:06:42.073595, cost_time=0:00:21.779633 2021-04-15 04:06:05,949 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0420, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:36.044796, arrival_time=2021-04-15 04:06:41.993858, cost_time=0:00:24.858493 2021-04-15 04:06:09,034 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0423, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:32.912046, arrival_time=2021-04-15 04:06:41.946767, cost_time=0:00:27.944227 2021-04-15 04:06:12,117 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0426, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:29.785536, arrival_time=2021-04-15 04:06:41.902748, cost_time=0:00:31.026642 2021-04-15 04:06:15,191 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.38ms, fps=833 images/s, loss=0.0420, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:26.660860, arrival_time=2021-04-15 04:06:41.852423, cost_time=0:00:34.101061 2021-04-15 04:06:18,272 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0420, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:23.548220, arrival_time=2021-04-15 04:06:41.820182, cost_time=0:00:37.181385 2021-04-15 04:06:21,353 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0420, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:20.441256, arrival_time=2021-04-15 04:06:41.794814, cost_time=0:00:40.263054 2021-04-15 04:06:24,429 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0418, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:17.335752, arrival_time=2021-04-15 04:06:41.765655, cost_time=0:00:43.339419 2021-04-15 04:06:27,519 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.74ms, fps=829 images/s, loss=0.0420, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:14.238288, arrival_time=2021-04-15 04:06:41.758120, cost_time=0:00:46.429254 2021-04-15 04:06:30,594 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.49ms, fps=833 images/s, loss=0.0420, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:11.138436, arrival_time=2021-04-15 04:06:41.733031, cost_time=0:00:49.504095 2021-04-15 04:06:33,670 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0423, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:08.041566, arrival_time=2021-04-15 04:06:41.711736, cost_time=0:00:52.579519 2021-04-15 04:06:36,748 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0423, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:04.947392, arrival_time=2021-04-15 04:06:41.696137, cost_time=0:00:55.658249 2021-04-15 04:06:39,838 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.21ms, fps=829 images/s, loss=0.0418, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:01.855200, arrival_time=2021-04-15 04:06:41.693697, cost_time=0:00:58.748014 2021-04-15 04:06:41,484 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.25ms, fps=826 images/s, loss=0.0420, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:41.484874, cost_time=0:01:00.394386 2021-04-15 04:06:42,529 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.33ms, fps=2455 images/s, loss=0.2685, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:03.128730, arrival_time=2021-04-15 04:06:45.658349, cost_time=0:00:01.042912 2021-04-15 04:06:43,463 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.25ms, fps=2741 images/s, loss=0.2768, top1-acc=92.46%, top5-acc=99.82%, remaining_time=0:00:01.977020, arrival_time=2021-04-15 04:06:45.440751, cost_time=0:00:01.977026 2021-04-15 04:06:44,399 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.40ms, fps=2738 images/s, loss=0.2750, top1-acc=92.41%, top5-acc=99.71%, remaining_time=0:00:00.970820, arrival_time=2021-04-15 04:06:45.370073, cost_time=0:00:02.912470 2021-04-15 04:06:45,251 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=2725 images/s, loss=0.2611, top1-acc=92.72%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:45.251122, cost_time=0:00:03.764446 2021-04-15 04:06:45,815 INFO : Epoch=0160 complete, best val top1-acc=92.72%, top5-acc=99.74% (epoch=160), remaining_time=0:43:06.910120, arrival_time=2021-04-15 04:49:52.725373, cost_time=2:52:27.640414 2021-04-15 04:06:45,816 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 04:06:49,053 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.38ms, fps=791 images/s, loss=0.0371, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:00.209874, arrival_time=2021-04-15 04:07:49.263701, cost_time=0:00:03.237094 2021-04-15 04:06:52,135 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0361, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:55.605088, arrival_time=2021-04-15 04:07:47.740565, cost_time=0:00:06.318752 2021-04-15 04:06:55,212 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0346, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:51.987548, arrival_time=2021-04-15 04:07:47.199628, cost_time=0:00:09.395350 2021-04-15 04:06:58,290 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.68ms, fps=832 images/s, loss=0.0325, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:48.647040, arrival_time=2021-04-15 04:07:46.937418, cost_time=0:00:12.473583 2021-04-15 04:07:01,365 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.37ms, fps=833 images/s, loss=0.0325, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:45.402204, arrival_time=2021-04-15 04:07:46.767647, cost_time=0:00:15.548704 2021-04-15 04:07:04,447 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.58ms, fps=831 images/s, loss=0.0337, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:42.229496, arrival_time=2021-04-15 04:07:46.676854, cost_time=0:00:18.630635 2021-04-15 04:07:07,520 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.31ms, fps=833 images/s, loss=0.0342, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:39.066930, arrival_time=2021-04-15 04:07:46.587503, cost_time=0:00:21.703838 2021-04-15 04:07:10,610 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.0351, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:35.951300, arrival_time=2021-04-15 04:07:46.561991, cost_time=0:00:24.793965 2021-04-15 04:07:13,704 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.0350, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:32.845478, arrival_time=2021-04-15 04:07:46.549988, cost_time=0:00:27.887686 2021-04-15 04:07:16,791 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.63ms, fps=830 images/s, loss=0.0351, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:29.735232, arrival_time=2021-04-15 04:07:46.526197, cost_time=0:00:30.974220 2021-04-15 04:07:19,878 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.0359, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:26.629728, arrival_time=2021-04-15 04:07:46.507810, cost_time=0:00:34.061327 2021-04-15 04:07:22,960 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.62ms, fps=831 images/s, loss=0.0360, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:23.523976, arrival_time=2021-04-15 04:07:46.483991, cost_time=0:00:37.143081 2021-04-15 04:07:26,041 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.66ms, fps=831 images/s, loss=0.0361, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:20.421786, arrival_time=2021-04-15 04:07:46.463345, cost_time=0:00:40.224745 2021-04-15 04:07:29,125 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.59ms, fps=830 images/s, loss=0.0368, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:17.323376, arrival_time=2021-04-15 04:07:46.448609, cost_time=0:00:43.308426 2021-04-15 04:07:32,206 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0369, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:14.226190, arrival_time=2021-04-15 04:07:46.432678, cost_time=0:00:46.389676 2021-04-15 04:07:35,285 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0372, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:11.130444, arrival_time=2021-04-15 04:07:46.416073, cost_time=0:00:49.468719 2021-04-15 04:07:38,365 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.0373, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:08.036886, arrival_time=2021-04-15 04:07:46.402596, cost_time=0:00:52.548805 2021-04-15 04:07:41,443 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0377, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:04.944624, arrival_time=2021-04-15 04:07:46.388316, cost_time=0:00:55.626957 2021-04-15 04:07:44,529 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0379, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:01.854072, arrival_time=2021-04-15 04:07:46.383247, cost_time=0:00:58.712363 2021-04-15 04:07:46,175 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.25ms, fps=827 images/s, loss=0.0391, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:46.175264, cost_time=0:01:00.358383 2021-04-15 04:07:47,224 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.80ms, fps=2444 images/s, loss=0.3057, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:03.142020, arrival_time=2021-04-15 04:07:50.366890, cost_time=0:00:01.047339 2021-04-15 04:07:48,159 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.46ms, fps=2740 images/s, loss=0.2952, top1-acc=91.87%, top5-acc=99.79%, remaining_time=0:00:01.981840, arrival_time=2021-04-15 04:07:50.141199, cost_time=0:00:01.981835 2021-04-15 04:07:49,098 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.42ms, fps=2728 images/s, loss=0.2941, top1-acc=92.04%, top5-acc=99.77%, remaining_time=0:00:00.973510, arrival_time=2021-04-15 04:07:50.071582, cost_time=0:00:02.920539 2021-04-15 04:07:49,950 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.2915, top1-acc=91.99%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:49.950158, cost_time=0:00:03.772658 2021-04-15 04:07:50,247 INFO : Epoch=0161 complete, best val top1-acc=92.72%, top5-acc=99.74% (epoch=160), remaining_time=0:42:02.179179, arrival_time=2021-04-15 04:49:52.427108, cost_time=2:53:32.073075 2021-04-15 04:07:50,250 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 04:07:53,484 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.86ms, fps=792 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:01:00.147378, arrival_time=2021-04-15 04:08:53.631653, cost_time=0:00:03.233726 2021-04-15 04:07:56,567 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.0448, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:55.590304, arrival_time=2021-04-15 04:08:52.157958, cost_time=0:00:06.317090 2021-04-15 04:07:59,644 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0428, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:51.976592, arrival_time=2021-04-15 04:08:51.620504, cost_time=0:00:09.393367 2021-04-15 04:08:02,728 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.0405, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:48.662796, arrival_time=2021-04-15 04:08:51.390960, cost_time=0:00:12.477625 2021-04-15 04:08:05,809 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=3.87ms, fps=831 images/s, loss=0.0388, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:45.431988, arrival_time=2021-04-15 04:08:51.241421, cost_time=0:00:15.558894 2021-04-15 04:08:08,892 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0384, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:42.253976, arrival_time=2021-04-15 04:08:51.145971, cost_time=0:00:18.641453 2021-04-15 04:08:11,979 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.0385, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:39.111534, arrival_time=2021-04-15 04:08:51.090783, cost_time=0:00:21.728664 2021-04-15 04:08:15,066 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.0380, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:35.983316, arrival_time=2021-04-15 04:08:51.049886, cost_time=0:00:24.816097 2021-04-15 04:08:18,160 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.0382, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:32.871554, arrival_time=2021-04-15 04:08:51.031911, cost_time=0:00:27.909815 2021-04-15 04:08:21,249 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0382, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:29.758752, arrival_time=2021-04-15 04:08:51.007927, cost_time=0:00:30.998712 2021-04-15 04:08:24,329 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0375, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:26.643746, arrival_time=2021-04-15 04:08:50.973476, cost_time=0:00:34.079177 2021-04-15 04:08:27,406 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0371, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:23.532336, arrival_time=2021-04-15 04:08:50.939107, cost_time=0:00:37.156305 2021-04-15 04:08:30,484 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0366, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:20.426274, arrival_time=2021-04-15 04:08:50.910335, cost_time=0:00:40.233512 2021-04-15 04:08:33,562 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0358, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:17.324944, arrival_time=2021-04-15 04:08:50.887805, cost_time=0:00:43.312392 2021-04-15 04:08:36,644 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0355, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:14.227478, arrival_time=2021-04-15 04:08:50.871942, cost_time=0:00:46.393919 2021-04-15 04:08:39,722 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0352, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:11.131236, arrival_time=2021-04-15 04:08:50.853898, cost_time=0:00:49.472193 2021-04-15 04:08:42,800 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0349, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:08.036990, arrival_time=2021-04-15 04:08:50.836998, cost_time=0:00:52.549544 2021-04-15 04:08:45,885 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.95ms, fps=830 images/s, loss=0.0352, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:04.945312, arrival_time=2021-04-15 04:08:50.830647, cost_time=0:00:55.634795 2021-04-15 04:08:48,969 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0356, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:01.854282, arrival_time=2021-04-15 04:08:50.823753, cost_time=0:00:58.718964 2021-04-15 04:08:50,624 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.71ms, fps=822 images/s, loss=0.0356, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:50.624474, cost_time=0:01:00.373851 2021-04-15 04:08:51,683 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.41ms, fps=2424 images/s, loss=0.2982, top1-acc=92.30%, top5-acc=99.80%, remaining_time=0:00:03.168210, arrival_time=2021-04-15 04:08:54.851251, cost_time=0:00:01.056073 2021-04-15 04:08:52,623 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.53ms, fps=2726 images/s, loss=0.2860, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:01.995920, arrival_time=2021-04-15 04:08:54.618848, cost_time=0:00:01.995926 2021-04-15 04:08:53,561 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=2.18ms, fps=2730 images/s, loss=0.2821, top1-acc=92.32%, top5-acc=99.79%, remaining_time=0:00:00.978100, arrival_time=2021-04-15 04:08:54.539359, cost_time=0:00:02.934298 2021-04-15 04:08:54,416 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.09ms, fps=2715 images/s, loss=0.2832, top1-acc=92.30%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:54.416261, cost_time=0:00:03.789392 2021-04-15 04:08:54,690 INFO : Epoch=0162 complete, best val top1-acc=92.72%, top5-acc=99.74% (epoch=160), remaining_time=0:40:57.454262, arrival_time=2021-04-15 04:49:52.144585, cost_time=2:54:36.515489 2021-04-15 04:08:54,691 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 04:08:57,915 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.01ms, fps=794 images/s, loss=0.0297, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:59.956170, arrival_time=2021-04-15 04:09:57.871510, cost_time=0:00:03.223454 2021-04-15 04:09:00,996 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0294, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:55.479424, arrival_time=2021-04-15 04:09:56.475847, cost_time=0:00:06.304472 2021-04-15 04:09:04,078 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0291, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:51.938744, arrival_time=2021-04-15 04:09:56.017178, cost_time=0:00:09.386510 2021-04-15 04:09:07,170 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.0283, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:48.666540, arrival_time=2021-04-15 04:09:55.837016, cost_time=0:00:12.478613 2021-04-15 04:09:10,258 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.0293, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:45.453450, arrival_time=2021-04-15 04:09:55.711571, cost_time=0:00:15.566249 2021-04-15 04:09:13,347 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.30ms, fps=829 images/s, loss=0.0296, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:42.285120, arrival_time=2021-04-15 04:09:55.632222, cost_time=0:00:18.655202 2021-04-15 04:09:16,440 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.54ms, fps=828 images/s, loss=0.0280, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:39.146814, arrival_time=2021-04-15 04:09:55.586959, cost_time=0:00:21.748239 2021-04-15 04:09:19,533 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.61ms, fps=828 images/s, loss=0.0276, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:36.019624, arrival_time=2021-04-15 04:09:55.552631, cost_time=0:00:24.841144 2021-04-15 04:09:22,619 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.0274, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:32.893072, arrival_time=2021-04-15 04:09:55.512919, cost_time=0:00:27.928055 2021-04-15 04:09:25,702 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.0275, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:29.770464, arrival_time=2021-04-15 04:09:55.473201, cost_time=0:00:31.010873 2021-04-15 04:09:28,778 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.39ms, fps=833 images/s, loss=0.0274, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:26.649336, arrival_time=2021-04-15 04:09:55.427497, cost_time=0:00:34.086383 2021-04-15 04:09:31,860 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.69ms, fps=831 images/s, loss=0.0271, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:23.539784, arrival_time=2021-04-15 04:09:55.399778, cost_time=0:00:37.168132 2021-04-15 04:09:34,944 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.67ms, fps=830 images/s, loss=0.0273, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:20.436042, arrival_time=2021-04-15 04:09:55.380617, cost_time=0:00:40.252785 2021-04-15 04:09:38,023 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0271, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:17.332784, arrival_time=2021-04-15 04:09:55.356552, cost_time=0:00:43.331907 2021-04-15 04:09:41,111 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=0.0271, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:14.235482, arrival_time=2021-04-15 04:09:55.347350, cost_time=0:00:46.420003 2021-04-15 04:09:44,208 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.41ms, fps=827 images/s, loss=0.0267, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:11.141316, arrival_time=2021-04-15 04:09:55.350105, cost_time=0:00:49.516931 2021-04-15 04:09:47,296 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.0266, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:08.045466, arrival_time=2021-04-15 04:09:55.342334, cost_time=0:00:52.604909 2021-04-15 04:09:50,378 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0269, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:04.949904, arrival_time=2021-04-15 04:09:55.328230, cost_time=0:00:55.686371 2021-04-15 04:09:53,460 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0268, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:01.855866, arrival_time=2021-04-15 04:09:55.316728, cost_time=0:00:58.769006 2021-04-15 04:09:55,104 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.0273, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:55.103928, cost_time=0:01:00.412068 2021-04-15 04:09:56,176 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.20ms, fps=2391 images/s, loss=0.2530, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:00:03.211680, arrival_time=2021-04-15 04:09:59.388198, cost_time=0:00:01.070565 2021-04-15 04:09:57,117 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.38ms, fps=2723 images/s, loss=0.2630, top1-acc=92.93%, top5-acc=99.84%, remaining_time=0:00:02.010920, arrival_time=2021-04-15 04:09:59.127863, cost_time=0:00:02.010910 2021-04-15 04:09:58,058 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.49ms, fps=2721 images/s, loss=0.2677, top1-acc=92.71%, top5-acc=99.84%, remaining_time=0:00:00.984120, arrival_time=2021-04-15 04:09:59.042504, cost_time=0:00:02.952359 2021-04-15 04:09:58,915 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=2708 images/s, loss=0.2726, top1-acc=92.64%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:58.915799, cost_time=0:00:03.809804 2021-04-15 04:09:59,143 INFO : Epoch=0163 complete, best val top1-acc=92.72%, top5-acc=99.74% (epoch=160), remaining_time=0:39:52.735277, arrival_time=2021-04-15 04:49:51.878974, cost_time=2:55:40.968878 2021-04-15 04:09:59,145 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 04:10:02,404 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=2.06ms, fps=786 images/s, loss=0.0240, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:00.610518, arrival_time=2021-04-15 04:11:03.014503, cost_time=0:00:03.258633 2021-04-15 04:10:05,490 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0274, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:55.836880, arrival_time=2021-04-15 04:11:01.327299, cost_time=0:00:06.345100 2021-04-15 04:10:08,570 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.58ms, fps=831 images/s, loss=0.0276, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:52.154212, arrival_time=2021-04-15 04:11:00.724814, cost_time=0:00:09.425454 2021-04-15 04:10:11,652 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.08ms, fps=831 images/s, loss=0.0294, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:48.776988, arrival_time=2021-04-15 04:11:00.429149, cost_time=0:00:12.506914 2021-04-15 04:10:14,736 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.35ms, fps=830 images/s, loss=0.0309, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:45.525136, arrival_time=2021-04-15 04:11:00.261269, cost_time=0:00:15.590795 2021-04-15 04:10:17,821 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.0299, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:42.332720, arrival_time=2021-04-15 04:11:00.154179, cost_time=0:00:18.676226 2021-04-15 04:10:20,906 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.46ms, fps=830 images/s, loss=0.0296, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:39.170250, arrival_time=2021-04-15 04:11:00.076791, cost_time=0:00:21.761220 2021-04-15 04:10:24,017 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.0299, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:36.064748, arrival_time=2021-04-15 04:11:00.082176, cost_time=0:00:24.872207 2021-04-15 04:10:27,101 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.0295, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:32.925720, arrival_time=2021-04-15 04:11:00.026890, cost_time=0:00:27.955828 2021-04-15 04:10:30,182 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0302, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:29.795424, arrival_time=2021-04-15 04:10:59.977688, cost_time=0:00:31.036923 2021-04-15 04:10:33,260 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0303, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:26.672040, arrival_time=2021-04-15 04:10:59.932712, cost_time=0:00:34.115429 2021-04-15 04:10:36,341 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0303, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:23.557492, arrival_time=2021-04-15 04:10:59.898824, cost_time=0:00:37.196096 2021-04-15 04:10:39,425 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0304, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:20.450034, arrival_time=2021-04-15 04:10:59.875666, cost_time=0:00:40.280396 2021-04-15 04:10:42,516 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.33ms, fps=828 images/s, loss=0.0303, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:17.348520, arrival_time=2021-04-15 04:10:59.865141, cost_time=0:00:43.371313 2021-04-15 04:10:45,597 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0298, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:14.245326, arrival_time=2021-04-15 04:10:59.842728, cost_time=0:00:46.452100 2021-04-15 04:10:48,676 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.47ms, fps=832 images/s, loss=0.0300, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:11.144592, arrival_time=2021-04-15 04:10:59.821480, cost_time=0:00:49.531568 2021-04-15 04:10:51,758 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0299, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:08.046688, arrival_time=2021-04-15 04:10:59.804835, cost_time=0:00:52.612911 2021-04-15 04:10:54,837 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0301, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:04.950368, arrival_time=2021-04-15 04:10:59.787322, cost_time=0:00:55.691717 2021-04-15 04:10:57,915 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0299, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:01.855896, arrival_time=2021-04-15 04:10:59.771162, cost_time=0:00:58.770047 2021-04-15 04:10:59,557 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.65ms, fps=829 images/s, loss=0.0297, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:59.557043, cost_time=0:01:00.411838 2021-04-15 04:11:00,634 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.19ms, fps=2380 images/s, loss=0.2771, top1-acc=92.34%, top5-acc=99.80%, remaining_time=0:00:03.227280, arrival_time=2021-04-15 04:11:03.862016, cost_time=0:00:01.075758 2021-04-15 04:11:01,569 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.26ms, fps=2739 images/s, loss=0.2906, top1-acc=92.09%, top5-acc=99.82%, remaining_time=0:00:02.010700, arrival_time=2021-04-15 04:11:03.580383, cost_time=0:00:02.010707 2021-04-15 04:11:02,505 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.34ms, fps=2738 images/s, loss=0.2922, top1-acc=92.17%, top5-acc=99.79%, remaining_time=0:00:00.982030, arrival_time=2021-04-15 04:11:03.487077, cost_time=0:00:02.946077 2021-04-15 04:11:03,355 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.06ms, fps=2729 images/s, loss=0.2760, top1-acc=92.46%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:03.355529, cost_time=0:00:03.796589 2021-04-15 04:11:03,649 INFO : Epoch=0164 complete, best val top1-acc=92.72%, top5-acc=99.74% (epoch=160), remaining_time=0:38:48.030972, arrival_time=2021-04-15 04:49:51.680264, cost_time=2:56:45.474466 2021-04-15 04:11:03,650 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 04:11:06,900 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=2.02ms, fps=788 images/s, loss=0.0218, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:00.442188, arrival_time=2021-04-15 04:12:07.342546, cost_time=0:00:03.249580 2021-04-15 04:11:09,979 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0242, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:55.689040, arrival_time=2021-04-15 04:12:05.668110, cost_time=0:00:06.328297 2021-04-15 04:11:13,060 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0238, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:52.068556, arrival_time=2021-04-15 04:12:05.129281, cost_time=0:00:09.409977 2021-04-15 04:11:16,147 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.84ms, fps=830 images/s, loss=0.0228, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:48.735024, arrival_time=2021-04-15 04:12:04.882158, cost_time=0:00:12.496141 2021-04-15 04:11:19,241 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.0235, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:45.524552, arrival_time=2021-04-15 04:12:04.765898, cost_time=0:00:15.590607 2021-04-15 04:11:22,322 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0230, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:42.321704, arrival_time=2021-04-15 04:12:04.643799, cost_time=0:00:18.671352 2021-04-15 04:11:25,400 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0232, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:39.148704, arrival_time=2021-04-15 04:12:04.548705, cost_time=0:00:21.749253 2021-04-15 04:11:28,484 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0230, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:36.008604, arrival_time=2021-04-15 04:12:04.492924, cost_time=0:00:24.833482 2021-04-15 04:11:31,565 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0229, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:32.877596, arrival_time=2021-04-15 04:12:04.443355, cost_time=0:00:27.914919 2021-04-15 04:11:34,642 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0227, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:29.751648, arrival_time=2021-04-15 04:12:04.393671, cost_time=0:00:30.991347 2021-04-15 04:11:37,721 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0224, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:26.636866, arrival_time=2021-04-15 04:12:04.358040, cost_time=0:00:34.070433 2021-04-15 04:11:40,804 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.61ms, fps=830 images/s, loss=0.0227, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:23.530816, arrival_time=2021-04-15 04:12:04.335435, cost_time=0:00:37.153864 2021-04-15 04:11:43,881 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0230, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:20.424756, arrival_time=2021-04-15 04:12:04.305977, cost_time=0:00:40.230561 2021-04-15 04:11:46,955 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.41ms, fps=833 images/s, loss=0.0228, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:17.322032, arrival_time=2021-04-15 04:12:04.277825, cost_time=0:00:43.305043 2021-04-15 04:11:50,031 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0230, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.223476, arrival_time=2021-04-15 04:12:04.255057, cost_time=0:00:46.380923 2021-04-15 04:11:53,109 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0234, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:11.128140, arrival_time=2021-04-15 04:12:04.237287, cost_time=0:00:49.458395 2021-04-15 04:11:56,183 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.32ms, fps=833 images/s, loss=0.0238, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:08.034494, arrival_time=2021-04-15 04:12:04.218442, cost_time=0:00:52.533288 2021-04-15 04:11:59,263 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.0239, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:04.943360, arrival_time=2021-04-15 04:12:04.206871, cost_time=0:00:55.612733 2021-04-15 04:12:02,342 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.26ms, fps=832 images/s, loss=0.0238, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:01.853424, arrival_time=2021-04-15 04:12:04.195775, cost_time=0:00:58.691687 2021-04-15 04:12:03,980 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0240, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:03.980137, cost_time=0:01:00.329495 2021-04-15 04:12:05,027 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.36ms, fps=2448 images/s, loss=0.2473, top1-acc=93.36%, top5-acc=99.69%, remaining_time=0:00:03.136890, arrival_time=2021-04-15 04:12:08.164298, cost_time=0:00:01.045631 2021-04-15 04:12:05,961 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.34ms, fps=2742 images/s, loss=0.2622, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:01.979540, arrival_time=2021-04-15 04:12:07.940844, cost_time=0:00:01.979537 2021-04-15 04:12:06,899 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.32ms, fps=2730 images/s, loss=0.2553, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:00:00.972480, arrival_time=2021-04-15 04:12:07.871778, cost_time=0:00:02.917441 2021-04-15 04:12:07,749 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.06ms, fps=2730 images/s, loss=0.2677, top1-acc=92.89%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:07.749674, cost_time=0:00:03.767934 2021-04-15 04:12:08,338 INFO : Epoch=0165 complete, best val top1-acc=92.89%, top5-acc=99.76% (epoch=165), remaining_time=0:37:43.368135, arrival_time=2021-04-15 04:49:51.707039, cost_time=2:57:50.164069 2021-04-15 04:12:08,340 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 04:12:11,630 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.43ms, fps=778 images/s, loss=0.0187, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:01:01.186746, arrival_time=2021-04-15 04:13:12.816763, cost_time=0:00:03.289614 2021-04-15 04:12:14,710 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0196, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:56.060048, arrival_time=2021-04-15 04:13:10.770916, cost_time=0:00:06.370466 2021-04-15 04:12:17,793 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0195, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:52.306766, arrival_time=2021-04-15 04:13:10.100204, cost_time=0:00:09.453029 2021-04-15 04:12:20,873 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0209, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:48.879324, arrival_time=2021-04-15 04:13:09.752909, cost_time=0:00:12.533172 2021-04-15 04:12:23,955 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0215, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:45.595654, arrival_time=2021-04-15 04:13:09.550992, cost_time=0:00:15.614932 2021-04-15 04:12:27,033 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.58ms, fps=832 images/s, loss=0.0210, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:42.371752, arrival_time=2021-04-15 04:13:09.405609, cost_time=0:00:18.693442 2021-04-15 04:12:30,141 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.34ms, fps=824 images/s, loss=0.0211, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:39.241440, arrival_time=2021-04-15 04:13:09.382623, cost_time=0:00:21.800766 2021-04-15 04:12:33,222 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.95ms, fps=831 images/s, loss=0.0215, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:36.079248, arrival_time=2021-04-15 04:13:09.301921, cost_time=0:00:24.882277 2021-04-15 04:12:36,303 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0221, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:32.934094, arrival_time=2021-04-15 04:13:09.237356, cost_time=0:00:27.962900 2021-04-15 04:12:39,386 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.0223, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:29.804064, arrival_time=2021-04-15 04:13:09.190375, cost_time=0:00:31.045904 2021-04-15 04:12:42,476 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.0222, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:26.687950, arrival_time=2021-04-15 04:13:09.164070, cost_time=0:00:34.135714 2021-04-15 04:12:45,559 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0219, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:23.572084, arrival_time=2021-04-15 04:13:09.131671, cost_time=0:00:37.219091 2021-04-15 04:12:48,642 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0220, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:20.461254, arrival_time=2021-04-15 04:13:09.104091, cost_time=0:00:40.302432 2021-04-15 04:12:51,728 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.91ms, fps=830 images/s, loss=0.0219, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:17.355352, arrival_time=2021-04-15 04:13:09.084176, cost_time=0:00:43.388383 2021-04-15 04:12:54,811 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.66ms, fps=831 images/s, loss=0.0220, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.251122, arrival_time=2021-04-15 04:13:09.062638, cost_time=0:00:46.471103 2021-04-15 04:12:57,890 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:11.148696, arrival_time=2021-04-15 04:13:09.038971, cost_time=0:00:49.549840 2021-04-15 04:13:00,983 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.0219, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:08.051238, arrival_time=2021-04-15 04:13:09.034423, cost_time=0:00:52.642734 2021-04-15 04:13:04,062 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.49ms, fps=831 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:04.953104, arrival_time=2021-04-15 04:13:09.015897, cost_time=0:00:55.722457 2021-04-15 04:13:07,139 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.20ms, fps=832 images/s, loss=0.0221, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:01.856808, arrival_time=2021-04-15 04:13:08.996172, cost_time=0:00:58.798970 2021-04-15 04:13:08,779 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.0224, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:08.779262, cost_time=0:01:00.438938 2021-04-15 04:13:09,830 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.58ms, fps=2439 images/s, loss=0.2676, top1-acc=92.93%, top5-acc=99.61%, remaining_time=0:00:03.149340, arrival_time=2021-04-15 04:13:12.980273, cost_time=0:00:01.049781 2021-04-15 04:13:10,766 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.32ms, fps=2737 images/s, loss=0.2834, top1-acc=92.64%, top5-acc=99.71%, remaining_time=0:00:01.985320, arrival_time=2021-04-15 04:13:12.751869, cost_time=0:00:01.985314 2021-04-15 04:13:11,706 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.32ms, fps=2725 images/s, loss=0.2730, top1-acc=92.94%, top5-acc=99.70%, remaining_time=0:00:00.975080, arrival_time=2021-04-15 04:13:12.681485, cost_time=0:00:02.925242 2021-04-15 04:13:12,558 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.06ms, fps=2725 images/s, loss=0.2595, top1-acc=93.04%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:12.558051, cost_time=0:00:03.776938 2021-04-15 04:13:13,085 INFO : Epoch=0166 complete, best val top1-acc=93.04%, top5-acc=99.72% (epoch=166), remaining_time=0:36:38.716692, arrival_time=2021-04-15 04:49:51.802431, cost_time=2:58:54.910900 2021-04-15 04:13:13,087 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 04:13:16,355 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.39ms, fps=783 images/s, loss=0.0247, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:00.780894, arrival_time=2021-04-15 04:14:17.135867, cost_time=0:00:03.267793 2021-04-15 04:13:19,432 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0244, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:55.835120, arrival_time=2021-04-15 04:14:15.267299, cost_time=0:00:06.344909 2021-04-15 04:13:22,509 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0247, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:52.138774, arrival_time=2021-04-15 04:14:14.648611, cost_time=0:00:09.422659 2021-04-15 04:13:25,589 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0250, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:48.759048, arrival_time=2021-04-15 04:14:14.348654, cost_time=0:00:12.502334 2021-04-15 04:13:28,670 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.0250, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:45.502798, arrival_time=2021-04-15 04:14:14.173158, cost_time=0:00:15.583152 2021-04-15 04:13:31,749 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0259, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:42.300488, arrival_time=2021-04-15 04:14:14.049669, cost_time=0:00:18.661991 2021-04-15 04:13:34,825 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.78ms, fps=832 images/s, loss=0.0248, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:39.128292, arrival_time=2021-04-15 04:14:13.953468, cost_time=0:00:21.737907 2021-04-15 04:13:37,910 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0242, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:35.993060, arrival_time=2021-04-15 04:14:13.903052, cost_time=0:00:24.822796 2021-04-15 04:13:40,989 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0242, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:32.862756, arrival_time=2021-04-15 04:14:13.852248, cost_time=0:00:27.902310 2021-04-15 04:13:44,067 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=2.10ms, fps=832 images/s, loss=0.0241, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:29.741088, arrival_time=2021-04-15 04:14:13.808642, cost_time=0:00:30.980291 2021-04-15 04:13:47,153 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.0240, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:26.633426, arrival_time=2021-04-15 04:14:13.786650, cost_time=0:00:34.066026 2021-04-15 04:13:50,232 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0231, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:23.525496, arrival_time=2021-04-15 04:14:13.758246, cost_time=0:00:37.145567 2021-04-15 04:13:53,308 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.59ms, fps=832 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:20.420070, arrival_time=2021-04-15 04:14:13.728661, cost_time=0:00:40.221393 2021-04-15 04:13:56,388 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.87ms, fps=831 images/s, loss=0.0231, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:17.320464, arrival_time=2021-04-15 04:14:13.708864, cost_time=0:00:43.301130 2021-04-15 04:13:59,465 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.47ms, fps=832 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:14.222694, arrival_time=2021-04-15 04:14:13.688269, cost_time=0:00:46.378376 2021-04-15 04:14:02,543 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.48ms, fps=832 images/s, loss=0.0230, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:11.127708, arrival_time=2021-04-15 04:14:13.671442, cost_time=0:00:49.456556 2021-04-15 04:14:05,620 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0234, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:08.034494, arrival_time=2021-04-15 04:14:13.654922, cost_time=0:00:52.533248 2021-04-15 04:14:08,701 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0235, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:04.943456, arrival_time=2021-04-15 04:14:13.644514, cost_time=0:00:55.613871 2021-04-15 04:14:11,793 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.26ms, fps=828 images/s, loss=0.0236, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:01.853886, arrival_time=2021-04-15 04:14:13.647478, cost_time=0:00:58.706328 2021-04-15 04:14:13,441 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.27ms, fps=826 images/s, loss=0.0239, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:13.441562, cost_time=0:01:00.354374 2021-04-15 04:14:14,510 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.30ms, fps=2399 images/s, loss=0.3017, top1-acc=92.15%, top5-acc=99.69%, remaining_time=0:00:03.201690, arrival_time=2021-04-15 04:14:17.712192, cost_time=0:00:01.067230 2021-04-15 04:14:15,445 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.30ms, fps=2739 images/s, loss=0.2842, top1-acc=92.75%, top5-acc=99.71%, remaining_time=0:00:02.002300, arrival_time=2021-04-15 04:14:17.447899, cost_time=0:00:02.002306 2021-04-15 04:14:16,381 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.47ms, fps=2736 images/s, loss=0.2724, top1-acc=92.76%, top5-acc=99.77%, remaining_time=0:00:00.979450, arrival_time=2021-04-15 04:14:17.361085, cost_time=0:00:02.938339 2021-04-15 04:14:17,231 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=2731 images/s, loss=0.2668, top1-acc=92.71%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:17.231372, cost_time=0:00:03.788110 2021-04-15 04:14:17,493 INFO : Epoch=0167 complete, best val top1-acc=93.04%, top5-acc=99.72% (epoch=166), remaining_time=0:35:33.997008, arrival_time=2021-04-15 04:49:51.490073, cost_time=2:59:59.318247 2021-04-15 04:14:17,494 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 04:14:20,771 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.38ms, fps=781 images/s, loss=0.0233, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:00.944760, arrival_time=2021-04-15 04:15:21.715749, cost_time=0:00:03.276596 2021-04-15 04:14:23,855 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.0214, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:55.975216, arrival_time=2021-04-15 04:15:19.830434, cost_time=0:00:06.360812 2021-04-15 04:14:26,940 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:52.268586, arrival_time=2021-04-15 04:15:19.209124, cost_time=0:00:09.446128 2021-04-15 04:14:30,018 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0193, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:48.844536, arrival_time=2021-04-15 04:15:18.863153, cost_time=0:00:12.524221 2021-04-15 04:14:33,100 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0188, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:45.570834, arrival_time=2021-04-15 04:15:18.671721, cost_time=0:00:15.606450 2021-04-15 04:14:36,200 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=2.07ms, fps=826 images/s, loss=0.0182, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:42.400992, arrival_time=2021-04-15 04:15:18.601859, cost_time=0:00:18.706347 2021-04-15 04:14:39,291 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=2.11ms, fps=828 images/s, loss=0.0178, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:39.234636, arrival_time=2021-04-15 04:15:18.526144, cost_time=0:00:21.797023 2021-04-15 04:14:42,384 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:36.090616, arrival_time=2021-04-15 04:15:18.475168, cost_time=0:00:24.890050 2021-04-15 04:14:45,474 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.37ms, fps=829 images/s, loss=0.0181, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:32.953810, arrival_time=2021-04-15 04:15:18.427927, cost_time=0:00:27.979636 2021-04-15 04:14:48,563 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0179, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:29.825856, arrival_time=2021-04-15 04:15:18.388941, cost_time=0:00:31.068596 2021-04-15 04:14:51,653 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.43ms, fps=829 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:26.705838, arrival_time=2021-04-15 04:15:18.358907, cost_time=0:00:34.158585 2021-04-15 04:14:54,744 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.0182, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:23.591540, arrival_time=2021-04-15 04:15:18.335836, cost_time=0:00:37.249810 2021-04-15 04:14:57,835 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.0181, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:20.480988, arrival_time=2021-04-15 04:15:18.316872, cost_time=0:00:40.341363 2021-04-15 04:15:00,924 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.0183, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:17.371984, arrival_time=2021-04-15 04:15:18.296290, cost_time=0:00:43.429906 2021-04-15 04:15:04,008 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.88ms, fps=830 images/s, loss=0.0184, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:14.264140, arrival_time=2021-04-15 04:15:18.272214, cost_time=0:00:46.513569 2021-04-15 04:15:07,090 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0184, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:11.159028, arrival_time=2021-04-15 04:15:18.249254, cost_time=0:00:49.595750 2021-04-15 04:15:10,179 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.0182, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:08.057634, arrival_time=2021-04-15 04:15:18.236703, cost_time=0:00:52.684578 2021-04-15 04:15:13,260 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:04.956928, arrival_time=2021-04-15 04:15:18.216984, cost_time=0:00:55.765468 2021-04-15 04:15:16,341 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.21ms, fps=831 images/s, loss=0.0182, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:01.858326, arrival_time=2021-04-15 04:15:18.199809, cost_time=0:00:58.846962 2021-04-15 04:15:17,982 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.25ms, fps=829 images/s, loss=0.0181, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:17.982863, cost_time=0:01:00.488483 2021-04-15 04:15:19,059 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.17ms, fps=2382 images/s, loss=0.2804, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:03.224190, arrival_time=2021-04-15 04:15:22.283540, cost_time=0:00:01.074733 2021-04-15 04:15:19,997 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.43ms, fps=2731 images/s, loss=0.2646, top1-acc=93.24%, top5-acc=99.65%, remaining_time=0:00:02.012740, arrival_time=2021-04-15 04:15:22.010050, cost_time=0:00:02.012737 2021-04-15 04:15:20,935 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.67ms, fps=2731 images/s, loss=0.2684, top1-acc=93.02%, top5-acc=99.66%, remaining_time=0:00:00.983530, arrival_time=2021-04-15 04:15:21.918696, cost_time=0:00:02.950602 2021-04-15 04:15:21,791 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=2710 images/s, loss=0.2527, top1-acc=93.29%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:21.791612, cost_time=0:00:03.807077 2021-04-15 04:15:22,343 INFO : Epoch=0168 complete, best val top1-acc=93.29%, top5-acc=99.69% (epoch=168), remaining_time=0:34:29.365536, arrival_time=2021-04-15 04:49:51.709362, cost_time=3:01:04.168984 2021-04-15 04:15:22,345 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 04:15:25,571 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=2.05ms, fps=794 images/s, loss=0.0156, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:00.000810, arrival_time=2021-04-15 04:16:25.572069, cost_time=0:00:03.225850 2021-04-15 04:15:28,650 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0155, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:55.480832, arrival_time=2021-04-15 04:16:24.130932, cost_time=0:00:06.304631 2021-04-15 04:15:31,732 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.58ms, fps=831 images/s, loss=0.0166, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:51.941400, arrival_time=2021-04-15 04:16:23.673792, cost_time=0:00:09.387014 2021-04-15 04:15:34,812 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0159, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:48.622860, arrival_time=2021-04-15 04:16:23.435635, cost_time=0:00:12.467392 2021-04-15 04:15:37,897 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.71ms, fps=830 images/s, loss=0.0163, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:45.411402, arrival_time=2021-04-15 04:16:23.308703, cost_time=0:00:15.551844 2021-04-15 04:15:40,998 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.10ms, fps=826 images/s, loss=0.0162, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:42.279952, arrival_time=2021-04-15 04:16:23.278273, cost_time=0:00:18.652913 2021-04-15 04:15:44,087 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.0163, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:39.135726, arrival_time=2021-04-15 04:16:23.223237, cost_time=0:00:21.742071 2021-04-15 04:15:47,171 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.53ms, fps=830 images/s, loss=0.0158, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:35.997816, arrival_time=2021-04-15 04:16:23.169284, cost_time=0:00:24.826090 2021-04-15 04:15:50,251 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.58ms, fps=831 images/s, loss=0.0158, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:32.867526, arrival_time=2021-04-15 04:16:23.119327, cost_time=0:00:27.906418 2021-04-15 04:15:53,334 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0159, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:29.749440, arrival_time=2021-04-15 04:16:23.083851, cost_time=0:00:30.989032 2021-04-15 04:15:56,415 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.97ms, fps=831 images/s, loss=0.0162, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:26.636350, arrival_time=2021-04-15 04:16:23.051518, cost_time=0:00:34.069784 2021-04-15 04:15:59,495 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.99ms, fps=831 images/s, loss=0.0162, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:23.528460, arrival_time=2021-04-15 04:16:23.024037, cost_time=0:00:37.150191 2021-04-15 04:16:02,572 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0163, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:20.422842, arrival_time=2021-04-15 04:16:22.994992, cost_time=0:00:40.226850 2021-04-15 04:16:05,669 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.52ms, fps=827 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:17.329704, arrival_time=2021-04-15 04:16:22.999298, cost_time=0:00:43.324222 2021-04-15 04:16:08,754 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.0164, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:14.232216, arrival_time=2021-04-15 04:16:22.986933, cost_time=0:00:46.409336 2021-04-15 04:16:11,837 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=2.05ms, fps=830 images/s, loss=0.0165, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:11.135808, arrival_time=2021-04-15 04:16:22.973709, cost_time=0:00:49.492524 2021-04-15 04:16:14,922 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.041254, arrival_time=2021-04-15 04:16:22.964034, cost_time=0:00:52.577393 2021-04-15 04:16:18,002 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:04.947280, arrival_time=2021-04-15 04:16:22.949502, cost_time=0:00:55.656839 2021-04-15 04:16:21,082 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0165, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:01.854846, arrival_time=2021-04-15 04:16:22.936945, cost_time=0:00:58.736734 2021-04-15 04:16:22,721 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.0168, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:22.721696, cost_time=0:01:00.376398 2021-04-15 04:16:23,772 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.55ms, fps=2440 images/s, loss=0.2654, top1-acc=92.42%, top5-acc=99.73%, remaining_time=0:00:03.147240, arrival_time=2021-04-15 04:16:26.919960, cost_time=0:00:01.049078 2021-04-15 04:16:24,710 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.49ms, fps=2731 images/s, loss=0.2644, top1-acc=92.89%, top5-acc=99.73%, remaining_time=0:00:01.987060, arrival_time=2021-04-15 04:16:26.697700, cost_time=0:00:01.987068 2021-04-15 04:16:25,648 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.47ms, fps=2732 images/s, loss=0.2569, top1-acc=93.14%, top5-acc=99.80%, remaining_time=0:00:00.974840, arrival_time=2021-04-15 04:16:26.622912, cost_time=0:00:02.924511 2021-04-15 04:16:26,501 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=2719 images/s, loss=0.2581, top1-acc=93.06%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:26.501535, cost_time=0:00:03.778000 2021-04-15 04:16:26,762 INFO : Epoch=0169 complete, best val top1-acc=93.29%, top5-acc=99.69% (epoch=168), remaining_time=0:33:24.652200, arrival_time=2021-04-15 04:49:51.414803, cost_time=3:02:08.587781 2021-04-15 04:16:26,763 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 04:16:30,010 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=2.13ms, fps=788 images/s, loss=0.0199, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:01:00.387876, arrival_time=2021-04-15 04:17:30.398707, cost_time=0:00:03.246664 2021-04-15 04:16:33,100 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=2.53ms, fps=829 images/s, loss=0.0175, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:55.760496, arrival_time=2021-04-15 04:17:28.861089, cost_time=0:00:06.336412 2021-04-15 04:16:36,190 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.0171, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:52.158860, arrival_time=2021-04-15 04:17:28.349293, cost_time=0:00:09.426292 2021-04-15 04:16:39,276 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.75ms, fps=830 images/s, loss=0.0173, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:48.796800, arrival_time=2021-04-15 04:17:28.073015, cost_time=0:00:12.512005 2021-04-15 04:16:42,356 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.07ms, fps=831 images/s, loss=0.0174, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:45.529808, arrival_time=2021-04-15 04:17:27.886366, cost_time=0:00:15.592380 2021-04-15 04:16:45,440 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.66ms, fps=830 images/s, loss=0.0174, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:42.332856, arrival_time=2021-04-15 04:17:27.773332, cost_time=0:00:18.676262 2021-04-15 04:16:48,523 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0167, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:39.165840, arrival_time=2021-04-15 04:17:27.688908, cost_time=0:00:21.758830 2021-04-15 04:16:51,602 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.73ms, fps=831 images/s, loss=0.0160, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:36.016144, arrival_time=2021-04-15 04:17:27.619000, cost_time=0:00:24.838717 2021-04-15 04:16:54,694 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.78ms, fps=828 images/s, loss=0.0163, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:32.895404, arrival_time=2021-04-15 04:17:27.589608, cost_time=0:00:27.930031 2021-04-15 04:16:57,773 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0158, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:29.768640, arrival_time=2021-04-15 04:17:27.541785, cost_time=0:00:31.009000 2021-04-15 04:17:00,854 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.20ms, fps=831 images/s, loss=0.0158, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:26.652088, arrival_time=2021-04-15 04:17:27.506124, cost_time=0:00:34.089898 2021-04-15 04:17:03,940 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.0156, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:23.544800, arrival_time=2021-04-15 04:17:27.484945, cost_time=0:00:37.176013 2021-04-15 04:17:07,019 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0158, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:20.437362, arrival_time=2021-04-15 04:17:27.456933, cost_time=0:00:40.255436 2021-04-15 04:17:10,100 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.45ms, fps=831 images/s, loss=0.0155, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:17.334520, arrival_time=2021-04-15 04:17:27.435152, cost_time=0:00:43.336364 2021-04-15 04:17:13,181 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0155, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:14.234654, arrival_time=2021-04-15 04:17:27.416197, cost_time=0:00:46.417300 2021-04-15 04:17:16,262 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0154, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:11.137212, arrival_time=2021-04-15 04:17:27.399968, cost_time=0:00:49.498699 2021-04-15 04:17:19,348 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.0152, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.042294, arrival_time=2021-04-15 04:17:27.390584, cost_time=0:00:52.584157 2021-04-15 04:17:22,431 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.0154, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.948240, arrival_time=2021-04-15 04:17:27.380036, cost_time=0:00:55.667655 2021-04-15 04:17:25,507 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.20ms, fps=832 images/s, loss=0.0155, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.855068, arrival_time=2021-04-15 04:17:27.362946, cost_time=0:00:58.743830 2021-04-15 04:17:27,146 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.24ms, fps=830 images/s, loss=0.0157, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:27.146310, cost_time=0:01:00.382201 2021-04-15 04:17:28,209 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.22ms, fps=2413 images/s, loss=0.2526, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:03.183090, arrival_time=2021-04-15 04:17:31.392185, cost_time=0:00:01.061030 2021-04-15 04:17:29,144 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.34ms, fps=2737 images/s, loss=0.2502, top1-acc=93.22%, top5-acc=99.79%, remaining_time=0:00:01.996620, arrival_time=2021-04-15 04:17:31.141277, cost_time=0:00:01.996617 2021-04-15 04:17:30,082 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.42ms, fps=2732 images/s, loss=0.2576, top1-acc=93.23%, top5-acc=99.78%, remaining_time=0:00:00.977980, arrival_time=2021-04-15 04:17:31.059961, cost_time=0:00:02.933939 2021-04-15 04:17:30,934 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=2722 images/s, loss=0.2745, top1-acc=93.14%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:30.934697, cost_time=0:00:03.786678 2021-04-15 04:17:31,164 INFO : Epoch=0170 complete, best val top1-acc=93.29%, top5-acc=99.69% (epoch=168), remaining_time=0:32:19.939260, arrival_time=2021-04-15 04:49:51.103290, cost_time=3:03:12.989209 2021-04-15 04:17:31,165 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 04:17:34,403 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=2.17ms, fps=791 images/s, loss=0.0162, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:01:00.215454, arrival_time=2021-04-15 04:18:34.618360, cost_time=0:00:03.237394 2021-04-15 04:17:37,486 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=2.15ms, fps=830 images/s, loss=0.0151, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:55.623216, arrival_time=2021-04-15 04:18:33.109546, cost_time=0:00:06.320816 2021-04-15 04:17:40,567 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0153, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:52.022076, arrival_time=2021-04-15 04:18:32.589142, cost_time=0:00:09.401583 2021-04-15 04:17:43,657 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.33ms, fps=829 images/s, loss=0.0148, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:48.716928, arrival_time=2021-04-15 04:18:32.373933, cost_time=0:00:12.491524 2021-04-15 04:17:46,738 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0150, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:45.471846, arrival_time=2021-04-15 04:18:32.209882, cost_time=0:00:15.572540 2021-04-15 04:17:49,818 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0147, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:42.281040, arrival_time=2021-04-15 04:18:32.099900, cost_time=0:00:18.653374 2021-04-15 04:17:52,903 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.67ms, fps=830 images/s, loss=0.0147, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:39.128166, arrival_time=2021-04-15 04:18:32.031517, cost_time=0:00:21.737867 2021-04-15 04:17:55,986 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0146, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:35.990856, arrival_time=2021-04-15 04:18:31.977623, cost_time=0:00:24.821246 2021-04-15 04:17:59,066 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.69ms, fps=831 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:32.861590, arrival_time=2021-04-15 04:18:31.928300, cost_time=0:00:27.901313 2021-04-15 04:18:02,151 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.52ms, fps=830 images/s, loss=0.0144, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:29.746176, arrival_time=2021-04-15 04:18:31.897308, cost_time=0:00:30.985648 2021-04-15 04:18:05,232 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0145, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:26.634028, arrival_time=2021-04-15 04:18:31.866260, cost_time=0:00:34.066830 2021-04-15 04:18:08,310 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.0143, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:23.525116, arrival_time=2021-04-15 04:18:31.835563, cost_time=0:00:37.144959 2021-04-15 04:18:11,388 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0144, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:20.420730, arrival_time=2021-04-15 04:18:31.808826, cost_time=0:00:40.222696 2021-04-15 04:18:14,467 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0144, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:17.320576, arrival_time=2021-04-15 04:18:31.787531, cost_time=0:00:43.301485 2021-04-15 04:18:17,547 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0143, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.223890, arrival_time=2021-04-15 04:18:31.771502, cost_time=0:00:46.382191 2021-04-15 04:18:20,626 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0145, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:11.128680, arrival_time=2021-04-15 04:18:31.754827, cost_time=0:00:49.460747 2021-04-15 04:18:23,715 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=2.04ms, fps=829 images/s, loss=0.0145, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:08.036990, arrival_time=2021-04-15 04:18:31.752055, cost_time=0:00:52.549514 2021-04-15 04:18:26,796 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0144, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:04.944976, arrival_time=2021-04-15 04:18:31.741376, cost_time=0:00:55.630993 2021-04-15 04:18:29,873 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.20ms, fps=832 images/s, loss=0.0144, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:01.853940, arrival_time=2021-04-15 04:18:31.727415, cost_time=0:00:58.708074 2021-04-15 04:18:31,513 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.23ms, fps=829 images/s, loss=0.0146, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:31.513893, cost_time=0:01:00.348511 2021-04-15 04:18:32,573 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.25ms, fps=2419 images/s, loss=0.2635, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:03.174870, arrival_time=2021-04-15 04:18:35.748763, cost_time=0:00:01.058291 2021-04-15 04:18:33,515 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.23ms, fps=2720 images/s, loss=0.2533, top1-acc=93.50%, top5-acc=99.80%, remaining_time=0:00:02.000120, arrival_time=2021-04-15 04:18:35.515865, cost_time=0:00:02.000126 2021-04-15 04:18:34,458 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.60ms, fps=2716 images/s, loss=0.2629, top1-acc=93.15%, top5-acc=99.78%, remaining_time=0:00:00.981040, arrival_time=2021-04-15 04:18:35.439793, cost_time=0:00:02.943126 2021-04-15 04:18:35,315 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.08ms, fps=2711 images/s, loss=0.2659, top1-acc=93.03%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:35.314968, cost_time=0:00:03.799461 2021-04-15 04:18:35,595 INFO : Epoch=0171 complete, best val top1-acc=93.29%, top5-acc=99.69% (epoch=168), remaining_time=0:31:15.235091, arrival_time=2021-04-15 04:49:50.830705, cost_time=3:04:17.420768 2021-04-15 04:18:35,597 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 04:18:38,837 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.47ms, fps=790 images/s, loss=0.0128, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:00.264000, arrival_time=2021-04-15 04:19:39.101713, cost_time=0:00:03.240002 2021-04-15 04:18:41,921 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.83ms, fps=830 images/s, loss=0.0112, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:55.646448, arrival_time=2021-04-15 04:19:37.567649, cost_time=0:00:06.323452 2021-04-15 04:18:45,000 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.69ms, fps=831 images/s, loss=0.0106, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:52.029712, arrival_time=2021-04-15 04:19:37.030388, cost_time=0:00:09.402956 2021-04-15 04:18:48,078 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0115, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:48.675432, arrival_time=2021-04-15 04:19:36.754040, cost_time=0:00:12.480865 2021-04-15 04:18:51,156 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.30ms, fps=832 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:45.430966, arrival_time=2021-04-15 04:19:36.587232, cost_time=0:00:15.558562 2021-04-15 04:18:54,235 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.53ms, fps=832 images/s, loss=0.0111, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:42.245272, arrival_time=2021-04-15 04:19:36.480525, cost_time=0:00:18.637607 2021-04-15 04:18:57,311 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0115, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:39.084444, arrival_time=2021-04-15 04:19:36.395764, cost_time=0:00:21.713613 2021-04-15 04:19:00,387 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=2.17ms, fps=832 images/s, loss=0.0116, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:35.945152, arrival_time=2021-04-15 04:19:36.332589, cost_time=0:00:24.789727 2021-04-15 04:19:03,468 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.88ms, fps=831 images/s, loss=0.0115, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:32.825444, arrival_time=2021-04-15 04:19:36.293832, cost_time=0:00:27.870642 2021-04-15 04:19:06,558 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.63ms, fps=829 images/s, loss=0.0113, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:29.721792, arrival_time=2021-04-15 04:19:36.279743, cost_time=0:00:30.960236 2021-04-15 04:19:09,637 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0113, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:26.613044, arrival_time=2021-04-15 04:19:36.250751, cost_time=0:00:34.039990 2021-04-15 04:19:12,718 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.98ms, fps=831 images/s, loss=0.0110, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.510068, arrival_time=2021-04-15 04:19:36.228922, cost_time=0:00:37.121133 2021-04-15 04:19:15,800 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=2.37ms, fps=831 images/s, loss=0.0113, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:20.410368, arrival_time=2021-04-15 04:19:36.210356, cost_time=0:00:40.202278 2021-04-15 04:19:18,876 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0111, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:17.311504, arrival_time=2021-04-15 04:19:36.187957, cost_time=0:00:43.278806 2021-04-15 04:19:21,958 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0111, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:14.217358, arrival_time=2021-04-15 04:19:36.176004, cost_time=0:00:46.360934 2021-04-15 04:19:25,035 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0110, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.123568, arrival_time=2021-04-15 04:19:36.159400, cost_time=0:00:49.438111 2021-04-15 04:19:28,113 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0110, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.031842, arrival_time=2021-04-15 04:19:36.145304, cost_time=0:00:52.515827 2021-04-15 04:19:31,194 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0109, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.941968, arrival_time=2021-04-15 04:19:36.136868, cost_time=0:00:55.597184 2021-04-15 04:19:34,276 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.28ms, fps=831 images/s, loss=0.0109, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.852998, arrival_time=2021-04-15 04:19:36.129167, cost_time=0:00:58.678331 2021-04-15 04:19:35,920 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.22ms, fps=827 images/s, loss=0.0111, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:35.920674, cost_time=0:01:00.323052 2021-04-15 04:19:36,979 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.27ms, fps=2421 images/s, loss=0.2223, top1-acc=93.98%, top5-acc=99.80%, remaining_time=0:00:03.171780, arrival_time=2021-04-15 04:19:40.151392, cost_time=0:00:01.057258 2021-04-15 04:19:37,915 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.41ms, fps=2736 images/s, loss=0.2505, top1-acc=93.63%, top5-acc=99.80%, remaining_time=0:00:01.993220, arrival_time=2021-04-15 04:19:39.908785, cost_time=0:00:01.993217 2021-04-15 04:19:38,850 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.32ms, fps=2738 images/s, loss=0.2433, top1-acc=93.75%, top5-acc=99.78%, remaining_time=0:00:00.976160, arrival_time=2021-04-15 04:19:39.826979, cost_time=0:00:02.928469 2021-04-15 04:19:39,703 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=2723 images/s, loss=0.2471, top1-acc=93.68%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:39.703185, cost_time=0:00:03.780870 2021-04-15 04:19:40,164 INFO : Epoch=0172 complete, best val top1-acc=93.68%, top5-acc=99.82% (epoch=172), remaining_time=0:30:10.556412, arrival_time=2021-04-15 04:49:50.720679, cost_time=3:05:21.989417 2021-04-15 04:19:40,165 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 04:19:43,432 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.37ms, fps=784 images/s, loss=0.0134, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:00.767316, arrival_time=2021-04-15 04:20:44.200150, cost_time=0:00:03.267055 2021-04-15 04:19:46,515 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0132, top1-acc=99.63%, top5-acc=99.98%, remaining_time=0:00:55.874720, arrival_time=2021-04-15 04:20:42.389914, cost_time=0:00:06.349391 2021-04-15 04:19:49,594 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0116, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:52.170978, arrival_time=2021-04-15 04:20:41.765197, cost_time=0:00:09.428493 2021-04-15 04:19:52,671 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.44ms, fps=832 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:48.771372, arrival_time=2021-04-15 04:20:41.442570, cost_time=0:00:12.505471 2021-04-15 04:19:55,748 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0109, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:45.500462, arrival_time=2021-04-15 04:20:41.248620, cost_time=0:00:15.582365 2021-04-15 04:19:58,824 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0108, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:42.293960, arrival_time=2021-04-15 04:20:41.118800, cost_time=0:00:18.659117 2021-04-15 04:20:01,901 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0102, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:39.124512, arrival_time=2021-04-15 04:20:41.026058, cost_time=0:00:21.735816 2021-04-15 04:20:04,978 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.53ms, fps=832 images/s, loss=0.0102, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:35.978908, arrival_time=2021-04-15 04:20:40.957764, cost_time=0:00:24.813044 2021-04-15 04:20:08,057 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0099, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:32.850566, arrival_time=2021-04-15 04:20:40.908256, cost_time=0:00:27.891948 2021-04-15 04:20:11,135 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0099, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:29.731200, arrival_time=2021-04-15 04:20:40.866897, cost_time=0:00:30.969972 2021-04-15 04:20:14,211 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0098, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:26.617344, arrival_time=2021-04-15 04:20:40.828492, cost_time=0:00:34.045423 2021-04-15 04:20:17,301 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.60ms, fps=829 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.519112, arrival_time=2021-04-15 04:20:40.820393, cost_time=0:00:37.135475 2021-04-15 04:20:20,389 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.421192, arrival_time=2021-04-15 04:20:40.810562, cost_time=0:00:40.223621 2021-04-15 04:20:23,476 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0099, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:17.324104, arrival_time=2021-04-15 04:20:40.800069, cost_time=0:00:43.310230 2021-04-15 04:20:26,561 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0099, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.228076, arrival_time=2021-04-15 04:20:40.789676, cost_time=0:00:46.395865 2021-04-15 04:20:29,646 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0099, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:11.133180, arrival_time=2021-04-15 04:20:40.779656, cost_time=0:00:49.480748 2021-04-15 04:20:32,736 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.040188, arrival_time=2021-04-15 04:20:40.776450, cost_time=0:00:52.570459 2021-04-15 04:20:35,815 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.946672, arrival_time=2021-04-15 04:20:40.762424, cost_time=0:00:55.650013 2021-04-15 04:20:38,891 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.21ms, fps=832 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.854504, arrival_time=2021-04-15 04:20:40.746198, cost_time=0:00:58.725966 2021-04-15 04:20:40,529 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.0102, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:40.529036, cost_time=0:01:00.363320 2021-04-15 04:20:41,580 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.44ms, fps=2439 images/s, loss=0.2856, top1-acc=92.50%, top5-acc=99.80%, remaining_time=0:00:03.149400, arrival_time=2021-04-15 04:20:44.730017, cost_time=0:00:01.049798 2021-04-15 04:20:42,518 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.72ms, fps=2730 images/s, loss=0.2656, top1-acc=93.14%, top5-acc=99.75%, remaining_time=0:00:01.987760, arrival_time=2021-04-15 04:20:44.506329, cost_time=0:00:01.987760 2021-04-15 04:20:43,471 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.38ms, fps=2689 images/s, loss=0.2590, top1-acc=93.18%, top5-acc=99.79%, remaining_time=0:00:00.980010, arrival_time=2021-04-15 04:20:44.450989, cost_time=0:00:02.940044 2021-04-15 04:20:44,325 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=1.88ms, fps=2717 images/s, loss=0.2546, top1-acc=93.19%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:44.325334, cost_time=0:00:03.794482 2021-04-15 04:20:44,601 INFO : Epoch=0173 complete, best val top1-acc=93.68%, top5-acc=99.82% (epoch=172), remaining_time=0:29:05.858448, arrival_time=2021-04-15 04:49:50.459554, cost_time=3:06:26.426278 2021-04-15 04:20:44,602 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 04:20:47,900 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.35ms, fps=776 images/s, loss=0.0096, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:01.342614, arrival_time=2021-04-15 04:21:49.243406, cost_time=0:00:03.297994 2021-04-15 04:20:50,991 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.0108, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:56.222496, arrival_time=2021-04-15 04:21:47.214188, cost_time=0:00:06.388912 2021-04-15 04:20:54,071 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:52.394912, arrival_time=2021-04-15 04:21:46.466585, cost_time=0:00:09.468966 2021-04-15 04:20:57,148 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0106, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:48.926592, arrival_time=2021-04-15 04:21:46.074602, cost_time=0:00:12.545296 2021-04-15 04:21:00,247 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.0105, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:45.683254, arrival_time=2021-04-15 04:21:45.930907, cost_time=0:00:15.644934 2021-04-15 04:21:03,353 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=2.43ms, fps=824 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:42.501088, arrival_time=2021-04-15 04:21:45.854329, cost_time=0:00:18.750485 2021-04-15 04:21:06,439 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0105, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:39.305700, arrival_time=2021-04-15 04:21:45.744935, cost_time=0:00:21.836525 2021-04-15 04:21:09,520 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0104, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:36.130636, arrival_time=2021-04-15 04:21:45.651088, cost_time=0:00:24.917714 2021-04-15 04:21:12,599 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.47ms, fps=832 images/s, loss=0.0105, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:32.974268, arrival_time=2021-04-15 04:21:45.574021, cost_time=0:00:27.997053 2021-04-15 04:21:15,683 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0104, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:29.837472, arrival_time=2021-04-15 04:21:45.521018, cost_time=0:00:31.080708 2021-04-15 04:21:18,765 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.85ms, fps=831 images/s, loss=0.0106, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:26.709020, arrival_time=2021-04-15 04:21:45.474466, cost_time=0:00:34.162710 2021-04-15 04:21:21,842 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0107, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:23.585156, arrival_time=2021-04-15 04:21:45.427704, cost_time=0:00:37.239715 2021-04-15 04:21:24,922 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.52ms, fps=832 images/s, loss=0.0105, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:20.468976, arrival_time=2021-04-15 04:21:45.389379, cost_time=0:00:40.317684 2021-04-15 04:21:27,999 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.358824, arrival_time=2021-04-15 04:21:45.358601, cost_time=0:00:43.397060 2021-04-15 04:21:31,084 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.254204, arrival_time=2021-04-15 04:21:45.338188, cost_time=0:00:46.481160 2021-04-15 04:21:34,168 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.0100, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.152188, arrival_time=2021-04-15 04:21:45.320253, cost_time=0:00:49.565343 2021-04-15 04:21:37,247 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0097, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.051472, arrival_time=2021-04-15 04:21:45.298424, cost_time=0:00:52.644230 2021-04-15 04:21:40,340 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.0097, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.954416, arrival_time=2021-04-15 04:21:45.294384, cost_time=0:00:55.737247 2021-04-15 04:21:43,432 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=2.09ms, fps=828 images/s, loss=0.0096, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.857768, arrival_time=2021-04-15 04:21:45.289790, cost_time=0:00:58.829317 2021-04-15 04:21:45,079 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.28ms, fps=826 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:45.079791, cost_time=0:01:00.477168 2021-04-15 04:21:46,166 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.19ms, fps=2359 images/s, loss=0.2445, top1-acc=93.59%, top5-acc=99.77%, remaining_time=0:00:03.255240, arrival_time=2021-04-15 04:21:49.421813, cost_time=0:00:01.085081 2021-04-15 04:21:47,103 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.28ms, fps=2734 images/s, loss=0.2604, top1-acc=93.63%, top5-acc=99.71%, remaining_time=0:00:02.021840, arrival_time=2021-04-15 04:21:49.125254, cost_time=0:00:02.021849 2021-04-15 04:21:48,037 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.32ms, fps=2742 images/s, loss=0.2539, top1-acc=93.63%, top5-acc=99.74%, remaining_time=0:00:00.985290, arrival_time=2021-04-15 04:21:49.022653, cost_time=0:00:02.955877 2021-04-15 04:21:48,888 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.07ms, fps=2727 images/s, loss=0.2449, top1-acc=93.71%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:48.888276, cost_time=0:00:03.806825 2021-04-15 04:21:49,445 INFO : Epoch=0174 complete, best val top1-acc=93.71%, top5-acc=99.78% (epoch=174), remaining_time=0:28:01.224298, arrival_time=2021-04-15 04:49:50.669488, cost_time=3:07:31.270353 2021-04-15 04:21:49,446 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 04:21:52,693 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.83ms, fps=789 images/s, loss=0.0114, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:00.379134, arrival_time=2021-04-15 04:22:53.072078, cost_time=0:00:03.246190 2021-04-15 04:21:55,777 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.0104, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:55.712448, arrival_time=2021-04-15 04:22:51.490183, cost_time=0:00:06.330950 2021-04-15 04:21:58,867 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:52.128648, arrival_time=2021-04-15 04:22:50.996210, cost_time=0:00:09.420844 2021-04-15 04:22:01,951 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.50ms, fps=830 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:48.767160, arrival_time=2021-04-15 04:22:50.718259, cost_time=0:00:12.504395 2021-04-15 04:22:05,030 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0096, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:45.504550, arrival_time=2021-04-15 04:22:50.535027, cost_time=0:00:15.583764 2021-04-15 04:22:08,121 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:42.330272, arrival_time=2021-04-15 04:22:50.452085, cost_time=0:00:18.675104 2021-04-15 04:22:11,215 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:39.183102, arrival_time=2021-04-15 04:22:50.398241, cost_time=0:00:21.768421 2021-04-15 04:22:14,300 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0095, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:36.038184, arrival_time=2021-04-15 04:22:50.338817, cost_time=0:00:24.853907 2021-04-15 04:22:17,380 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:32.899538, arrival_time=2021-04-15 04:22:50.279809, cost_time=0:00:27.933554 2021-04-15 04:22:20,457 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:29.770368, arrival_time=2021-04-15 04:22:50.227896, cost_time=0:00:31.010810 2021-04-15 04:22:23,539 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:26.653894, arrival_time=2021-04-15 04:22:50.192962, cost_time=0:00:34.092243 2021-04-15 04:22:26,618 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0092, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:23.542216, arrival_time=2021-04-15 04:22:50.160805, cost_time=0:00:37.171941 2021-04-15 04:22:29,695 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0091, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:20.434194, arrival_time=2021-04-15 04:22:50.130042, cost_time=0:00:40.249130 2021-04-15 04:22:32,776 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0092, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:17.331776, arrival_time=2021-04-15 04:22:50.107819, cost_time=0:00:43.329400 2021-04-15 04:22:35,855 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.231940, arrival_time=2021-04-15 04:22:50.087087, cost_time=0:00:46.408432 2021-04-15 04:22:38,941 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.136420, arrival_time=2021-04-15 04:22:50.078283, cost_time=0:00:49.495206 2021-04-15 04:22:42,032 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.61ms, fps=829 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.042476, arrival_time=2021-04-15 04:22:50.074602, cost_time=0:00:52.585486 2021-04-15 04:22:45,116 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0089, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.948416, arrival_time=2021-04-15 04:22:50.064843, cost_time=0:00:55.669706 2021-04-15 04:22:48,195 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.855224, arrival_time=2021-04-15 04:22:50.050589, cost_time=0:00:58.748733 2021-04-15 04:22:49,838 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.85ms, fps=828 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:49.838715, cost_time=0:01:00.392033 2021-04-15 04:22:50,894 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.21ms, fps=2429 images/s, loss=0.2611, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:03.161880, arrival_time=2021-04-15 04:22:54.056464, cost_time=0:00:01.053957 2021-04-15 04:22:51,835 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.53ms, fps=2724 images/s, loss=0.2619, top1-acc=93.61%, top5-acc=99.80%, remaining_time=0:00:01.994360, arrival_time=2021-04-15 04:22:53.829365, cost_time=0:00:01.994353 2021-04-15 04:22:52,774 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.36ms, fps=2727 images/s, loss=0.2566, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:00:00.977920, arrival_time=2021-04-15 04:22:53.752313, cost_time=0:00:02.933754 2021-04-15 04:22:53,629 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.09ms, fps=2716 images/s, loss=0.2537, top1-acc=93.75%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:53.629294, cost_time=0:00:03.788884 2021-04-15 04:22:54,148 INFO : Epoch=0175 complete, best val top1-acc=93.75%, top5-acc=99.80% (epoch=175), remaining_time=0:26:56.567700, arrival_time=2021-04-15 04:49:50.716436, cost_time=3:08:35.973901 2021-04-15 04:22:54,150 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 04:22:57,369 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.56ms, fps=795 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:59.873586, arrival_time=2021-04-15 04:23:57.242883, cost_time=0:00:03.219007 2021-04-15 04:23:00,458 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.0071, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:55.507056, arrival_time=2021-04-15 04:23:55.964972, cost_time=0:00:06.307629 2021-04-15 04:23:03,536 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0071, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:51.937914, arrival_time=2021-04-15 04:23:55.474568, cost_time=0:00:09.386368 2021-04-15 04:23:06,617 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=2.04ms, fps=831 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:48.621300, arrival_time=2021-04-15 04:23:55.238580, cost_time=0:00:12.467002 2021-04-15 04:23:09,694 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=2.39ms, fps=832 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:45.387750, arrival_time=2021-04-15 04:23:55.081787, cost_time=0:00:15.543759 2021-04-15 04:23:12,775 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:42.217528, arrival_time=2021-04-15 04:23:54.993128, cost_time=0:00:18.625379 2021-04-15 04:23:15,851 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:39.062898, arrival_time=2021-04-15 04:23:54.914800, cost_time=0:00:21.701612 2021-04-15 04:23:18,931 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:35.932160, arrival_time=2021-04-15 04:23:54.863278, cost_time=0:00:24.780823 2021-04-15 04:23:22,017 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0078, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.820992, arrival_time=2021-04-15 04:23:54.838109, cost_time=0:00:27.866907 2021-04-15 04:23:25,105 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0078, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:29.716800, arrival_time=2021-04-15 04:23:54.822063, cost_time=0:00:30.954981 2021-04-15 04:23:28,188 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.30ms, fps=830 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:26.612012, arrival_time=2021-04-15 04:23:54.800882, cost_time=0:00:34.038673 2021-04-15 04:23:31,272 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:23.510524, arrival_time=2021-04-15 04:23:54.782673, cost_time=0:00:37.121855 2021-04-15 04:23:34,350 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.409180, arrival_time=2021-04-15 04:23:54.759269, cost_time=0:00:40.199882 2021-04-15 04:23:37,431 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.312568, arrival_time=2021-04-15 04:23:54.744229, cost_time=0:00:43.281387 2021-04-15 04:23:40,524 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.221452, arrival_time=2021-04-15 04:23:54.746077, cost_time=0:00:46.374317 2021-04-15 04:23:43,621 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.0075, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.131056, arrival_time=2021-04-15 04:23:54.752757, cost_time=0:00:49.471282 2021-04-15 04:23:46,717 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.49ms, fps=827 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.039746, arrival_time=2021-04-15 04:23:54.757555, cost_time=0:00:52.567521 2021-04-15 04:23:49,796 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=2.69ms, fps=832 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.946336, arrival_time=2021-04-15 04:23:54.743027, cost_time=0:00:55.646320 2021-04-15 04:23:52,877 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.92ms, fps=831 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.854546, arrival_time=2021-04-15 04:23:54.732207, cost_time=0:00:58.727374 2021-04-15 04:23:54,516 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:54.516643, cost_time=0:01:00.366462 2021-04-15 04:23:55,563 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.43ms, fps=2449 images/s, loss=0.2465, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:03.136350, arrival_time=2021-04-15 04:23:58.700053, cost_time=0:00:01.045449 2021-04-15 04:23:56,500 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.35ms, fps=2735 images/s, loss=0.2733, top1-acc=93.52%, top5-acc=99.71%, remaining_time=0:00:01.981920, arrival_time=2021-04-15 04:23:58.482199, cost_time=0:00:01.981920 2021-04-15 04:23:57,436 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.33ms, fps=2736 images/s, loss=0.2649, top1-acc=93.54%, top5-acc=99.74%, remaining_time=0:00:00.972750, arrival_time=2021-04-15 04:23:58.409258, cost_time=0:00:02.918261 2021-04-15 04:23:58,289 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.07ms, fps=2721 images/s, loss=0.2466, top1-acc=93.73%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:58.289428, cost_time=0:00:03.771213 2021-04-15 04:23:58,552 INFO : Epoch=0176 complete, best val top1-acc=93.75%, top5-acc=99.80% (epoch=175), remaining_time=0:25:51.869640, arrival_time=2021-04-15 04:49:50.421799, cost_time=3:09:40.377333 2021-04-15 04:23:58,553 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 04:24:01,812 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.37ms, fps=786 images/s, loss=0.0067, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:00.607914, arrival_time=2021-04-15 04:25:02.420088, cost_time=0:00:03.258491 2021-04-15 04:24:04,887 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0058, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:55.741840, arrival_time=2021-04-15 04:25:00.629746, cost_time=0:00:06.334305 2021-04-15 04:24:07,968 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:52.093456, arrival_time=2021-04-15 04:25:00.061616, cost_time=0:00:09.414467 2021-04-15 04:24:11,046 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.30ms, fps=832 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:48.722544, arrival_time=2021-04-15 04:24:59.769120, cost_time=0:00:12.492974 2021-04-15 04:24:14,127 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.30ms, fps=831 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:45.473890, arrival_time=2021-04-15 04:24:59.600847, cost_time=0:00:15.573266 2021-04-15 04:24:17,206 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0063, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:42.280088, arrival_time=2021-04-15 04:24:59.486676, cost_time=0:00:18.652983 2021-04-15 04:24:20,285 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.57ms, fps=832 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.116826, arrival_time=2021-04-15 04:24:59.402079, cost_time=0:00:21.731569 2021-04-15 04:24:23,360 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.42ms, fps=833 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.969396, arrival_time=2021-04-15 04:24:59.329457, cost_time=0:00:24.806462 2021-04-15 04:24:26,440 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:32.844418, arrival_time=2021-04-15 04:24:59.284978, cost_time=0:00:27.886768 2021-04-15 04:24:29,521 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.729568, arrival_time=2021-04-15 04:24:59.251440, cost_time=0:00:30.968259 2021-04-15 04:24:32,599 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.617430, arrival_time=2021-04-15 04:24:59.216549, cost_time=0:00:34.045516 2021-04-15 04:24:35,682 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=2.34ms, fps=830 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.515084, arrival_time=2021-04-15 04:24:59.197895, cost_time=0:00:37.129129 2021-04-15 04:24:38,764 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.414592, arrival_time=2021-04-15 04:24:59.178733, cost_time=0:00:40.210537 2021-04-15 04:24:41,842 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.01ms, fps=832 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.315536, arrival_time=2021-04-15 04:24:59.158005, cost_time=0:00:43.288782 2021-04-15 04:24:44,927 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.221268, arrival_time=2021-04-15 04:24:59.148698, cost_time=0:00:46.373753 2021-04-15 04:24:48,008 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.48ms, fps=831 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.127384, arrival_time=2021-04-15 04:24:59.136072, cost_time=0:00:49.455004 2021-04-15 04:24:51,086 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0063, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.034468, arrival_time=2021-04-15 04:24:59.121287, cost_time=0:00:52.533015 2021-04-15 04:24:54,171 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.92ms, fps=830 images/s, loss=0.0064, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.943792, arrival_time=2021-04-15 04:24:59.115120, cost_time=0:00:55.617638 2021-04-15 04:24:57,249 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.67ms, fps=832 images/s, loss=0.0064, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.853544, arrival_time=2021-04-15 04:24:59.102788, cost_time=0:00:58.695558 2021-04-15 04:24:58,889 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.30ms, fps=829 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:24:58.889419, cost_time=0:01:00.335837 2021-04-15 04:24:59,938 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.45ms, fps=2445 images/s, loss=0.2560, top1-acc=93.32%, top5-acc=99.80%, remaining_time=0:00:03.141660, arrival_time=2021-04-15 04:25:03.079884, cost_time=0:00:01.047222 2021-04-15 04:25:00,877 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.49ms, fps=2726 images/s, loss=0.2432, top1-acc=93.63%, top5-acc=99.79%, remaining_time=0:00:01.986560, arrival_time=2021-04-15 04:25:02.864193, cost_time=0:00:01.986560 2021-04-15 04:25:01,813 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.44ms, fps=2737 images/s, loss=0.2458, top1-acc=93.67%, top5-acc=99.82%, remaining_time=0:00:00.974180, arrival_time=2021-04-15 04:25:02.787745, cost_time=0:00:02.922552 2021-04-15 04:25:02,664 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=2727 images/s, loss=0.2517, top1-acc=93.70%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:02.664660, cost_time=0:00:03.773692 2021-04-15 04:25:02,891 INFO : Epoch=0177 complete, best val top1-acc=93.75%, top5-acc=99.80% (epoch=175), remaining_time=0:24:47.166545, arrival_time=2021-04-15 04:49:50.057743, cost_time=3:10:44.716376 2021-04-15 04:25:02,892 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 04:25:06,117 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.37ms, fps=794 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:59.978862, arrival_time=2021-04-15 04:26:06.096313, cost_time=0:00:03.224668 2021-04-15 04:25:09,203 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.60ms, fps=830 images/s, loss=0.0058, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:55.529584, arrival_time=2021-04-15 04:26:04.732562, cost_time=0:00:06.310171 2021-04-15 04:25:12,299 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:52.051624, arrival_time=2021-04-15 04:26:04.351253, cost_time=0:00:09.406911 2021-04-15 04:25:15,389 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:48.736272, arrival_time=2021-04-15 04:26:04.125472, cost_time=0:00:12.496483 2021-04-15 04:25:18,478 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.62ms, fps=829 images/s, loss=0.0051, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:45.508930, arrival_time=2021-04-15 04:26:03.986869, cost_time=0:00:15.585231 2021-04-15 04:25:21,567 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.54ms, fps=829 images/s, loss=0.0051, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.330272, arrival_time=2021-04-15 04:26:03.898099, cost_time=0:00:18.675127 2021-04-15 04:25:24,656 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.68ms, fps=829 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.174660, arrival_time=2021-04-15 04:26:03.831060, cost_time=0:00:21.763684 2021-04-15 04:25:27,753 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.60ms, fps=827 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:36.048160, arrival_time=2021-04-15 04:26:03.801664, cost_time=0:00:24.860788 2021-04-15 04:25:30,844 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.62ms, fps=828 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:32.920950, arrival_time=2021-04-15 04:26:03.765347, cost_time=0:00:27.951753 2021-04-15 04:25:33,939 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.64ms, fps=827 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.804352, arrival_time=2021-04-15 04:26:03.743372, cost_time=0:00:31.046239 2021-04-15 04:25:37,032 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.53ms, fps=828 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.690960, arrival_time=2021-04-15 04:26:03.723371, cost_time=0:00:34.139590 2021-04-15 04:25:40,128 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.58ms, fps=827 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.582420, arrival_time=2021-04-15 04:26:03.710506, cost_time=0:00:37.235378 2021-04-15 04:25:43,208 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.69ms, fps=831 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.467920, arrival_time=2021-04-15 04:26:03.676376, cost_time=0:00:40.315572 2021-04-15 04:25:46,289 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.358880, arrival_time=2021-04-15 04:26:03.648740, cost_time=0:00:43.397141 2021-04-15 04:25:49,372 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.85ms, fps=831 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.253836, arrival_time=2021-04-15 04:26:03.626495, cost_time=0:00:46.479932 2021-04-15 04:25:52,459 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.92ms, fps=829 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.152548, arrival_time=2021-04-15 04:26:03.612228, cost_time=0:00:49.566942 2021-04-15 04:25:55,538 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.051706, arrival_time=2021-04-15 04:26:03.590143, cost_time=0:00:52.645719 2021-04-15 04:25:58,620 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.97ms, fps=831 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.953536, arrival_time=2021-04-15 04:26:03.573629, cost_time=0:00:55.727353 2021-04-15 04:26:01,705 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.23ms, fps=830 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.857228, arrival_time=2021-04-15 04:26:03.562184, cost_time=0:00:58.812253 2021-04-15 04:26:03,345 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.70ms, fps=829 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:03.345782, cost_time=0:01:00.453099 2021-04-15 04:26:04,398 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.20ms, fps=2435 images/s, loss=0.2472, top1-acc=93.67%, top5-acc=99.57%, remaining_time=0:00:03.153540, arrival_time=2021-04-15 04:26:07.552342, cost_time=0:00:01.051184 2021-04-15 04:26:05,335 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.35ms, fps=2734 images/s, loss=0.2539, top1-acc=93.50%, top5-acc=99.67%, remaining_time=0:00:01.987880, arrival_time=2021-04-15 04:26:07.323351, cost_time=0:00:01.987870 2021-04-15 04:26:06,271 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.28ms, fps=2737 images/s, loss=0.2491, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:00.974480, arrival_time=2021-04-15 04:26:07.245508, cost_time=0:00:02.923434 2021-04-15 04:26:07,128 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=2708 images/s, loss=0.2513, top1-acc=93.47%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:07.128068, cost_time=0:00:03.780426 2021-04-15 04:26:07,342 INFO : Epoch=0178 complete, best val top1-acc=93.75%, top5-acc=99.80% (epoch=175), remaining_time=0:23:42.481412, arrival_time=2021-04-15 04:49:49.823976, cost_time=3:11:49.167737 2021-04-15 04:26:07,343 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 04:26:10,588 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.42ms, fps=789 images/s, loss=0.0031, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.345282, arrival_time=2021-04-15 04:27:10.933767, cost_time=0:00:03.244373 2021-04-15 04:26:13,669 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.57ms, fps=831 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.664576, arrival_time=2021-04-15 04:27:09.334218, cost_time=0:00:06.325527 2021-04-15 04:26:16,752 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:52.058762, arrival_time=2021-04-15 04:27:08.811085, cost_time=0:00:09.408213 2021-04-15 04:26:19,831 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:48.700548, arrival_time=2021-04-15 04:27:08.531978, cost_time=0:00:12.487321 2021-04-15 04:26:22,910 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:45.452282, arrival_time=2021-04-15 04:27:08.362252, cost_time=0:00:15.565861 2021-04-15 04:26:25,992 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.270432, arrival_time=2021-04-15 04:27:08.263272, cost_time=0:00:18.648730 2021-04-15 04:26:29,068 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.104226, arrival_time=2021-04-15 04:27:08.172904, cost_time=0:00:21.724558 2021-04-15 04:26:32,154 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.94ms, fps=830 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:35.975312, arrival_time=2021-04-15 04:27:08.130013, cost_time=0:00:24.810599 2021-04-15 04:26:35,234 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.53ms, fps=832 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:32.848022, arrival_time=2021-04-15 04:27:08.081994, cost_time=0:00:27.889869 2021-04-15 04:26:38,316 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=2.06ms, fps=831 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.733408, arrival_time=2021-04-15 04:27:08.049807, cost_time=0:00:30.972258 2021-04-15 04:26:41,392 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.619666, arrival_time=2021-04-15 04:27:08.012202, cost_time=0:00:34.048421 2021-04-15 04:26:44,470 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.513640, arrival_time=2021-04-15 04:27:07.984530, cost_time=0:00:37.126760 2021-04-15 04:26:47,550 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.55ms, fps=832 images/s, loss=0.0050, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.412348, arrival_time=2021-04-15 04:27:07.962590, cost_time=0:00:40.206133 2021-04-15 04:26:50,635 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:17.316544, arrival_time=2021-04-15 04:27:07.952037, cost_time=0:00:43.291356 2021-04-15 04:26:53,716 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.220992, arrival_time=2021-04-15 04:27:07.937883, cost_time=0:00:46.372788 2021-04-15 04:26:56,796 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.51ms, fps=832 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.126700, arrival_time=2021-04-15 04:27:07.922677, cost_time=0:00:49.451938 2021-04-15 04:26:59,873 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.033844, arrival_time=2021-04-15 04:27:07.906909, cost_time=0:00:52.528956 2021-04-15 04:27:02,951 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.98ms, fps=832 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.942848, arrival_time=2021-04-15 04:27:07.894083, cost_time=0:00:55.607124 2021-04-15 04:27:06,029 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.19ms, fps=832 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.853208, arrival_time=2021-04-15 04:27:07.882189, cost_time=0:00:58.684946 2021-04-15 04:27:07,668 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.22ms, fps=830 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:07.668463, cost_time=0:01:00.324457 2021-04-15 04:27:08,721 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.21ms, fps=2436 images/s, loss=0.2481, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:03.153030, arrival_time=2021-04-15 04:27:11.874197, cost_time=0:00:01.051007 2021-04-15 04:27:09,659 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.30ms, fps=2729 images/s, loss=0.2413, top1-acc=94.16%, top5-acc=99.82%, remaining_time=0:00:01.989280, arrival_time=2021-04-15 04:27:11.648720, cost_time=0:00:01.989279 2021-04-15 04:27:10,600 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.48ms, fps=2723 images/s, loss=0.2538, top1-acc=93.82%, top5-acc=99.84%, remaining_time=0:00:00.976630, arrival_time=2021-04-15 04:27:11.576768, cost_time=0:00:02.929889 2021-04-15 04:27:11,453 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.06ms, fps=2722 images/s, loss=0.2516, top1-acc=93.76%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:11.453013, cost_time=0:00:03.782810 2021-04-15 04:27:11,979 INFO : Epoch=0179 complete, best val top1-acc=93.76%, top5-acc=99.81% (epoch=179), remaining_time=0:22:37.820625, arrival_time=2021-04-15 04:49:49.799804, cost_time=3:12:53.804329 2021-04-15 04:27:11,980 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 04:27:15,221 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.43ms, fps=790 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:00.264930, arrival_time=2021-04-15 04:28:15.485901, cost_time=0:00:03.240051 2021-04-15 04:27:18,302 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.59ms, fps=831 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.627968, arrival_time=2021-04-15 04:28:13.930130, cost_time=0:00:06.321357 2021-04-15 04:27:21,379 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0047, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.006140, arrival_time=2021-04-15 04:28:13.385646, cost_time=0:00:09.398693 2021-04-15 04:27:24,458 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:48.662796, arrival_time=2021-04-15 04:28:13.121265, cost_time=0:00:12.477657 2021-04-15 04:27:27,541 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.85ms, fps=831 images/s, loss=0.0054, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:45.436076, arrival_time=2021-04-15 04:28:12.977200, cost_time=0:00:15.560296 2021-04-15 04:27:30,621 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.63ms, fps=831 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:42.252208, arrival_time=2021-04-15 04:28:12.873615, cost_time=0:00:18.640680 2021-04-15 04:27:33,702 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.098052, arrival_time=2021-04-15 04:28:12.799973, cost_time=0:00:21.721116 2021-04-15 04:27:36,778 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:35.956752, arrival_time=2021-04-15 04:28:12.735270, cost_time=0:00:24.797723 2021-04-15 04:27:39,853 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.33ms, fps=833 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.828094, arrival_time=2021-04-15 04:28:12.681737, cost_time=0:00:27.872910 2021-04-15 04:27:42,928 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.42ms, fps=833 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.710080, arrival_time=2021-04-15 04:28:12.638927, cost_time=0:00:30.948050 2021-04-15 04:27:46,006 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.602036, arrival_time=2021-04-15 04:28:12.608642, cost_time=0:00:34.025865 2021-04-15 04:27:49,099 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.41ms, fps=828 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.508396, arrival_time=2021-04-15 04:28:12.607796, cost_time=0:00:37.118492 2021-04-15 04:27:52,187 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.412744, arrival_time=2021-04-15 04:28:12.600449, cost_time=0:00:40.206890 2021-04-15 04:27:55,272 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.316768, arrival_time=2021-04-15 04:28:12.589474, cost_time=0:00:43.291891 2021-04-15 04:27:58,355 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0054, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.221544, arrival_time=2021-04-15 04:28:12.576944, cost_time=0:00:46.374589 2021-04-15 04:28:01,443 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.129040, arrival_time=2021-04-15 04:28:12.572374, cost_time=0:00:49.462462 2021-04-15 04:28:04,534 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.037614, arrival_time=2021-04-15 04:28:12.572173, cost_time=0:00:52.553683 2021-04-15 04:28:07,626 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.34ms, fps=828 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.946320, arrival_time=2021-04-15 04:28:12.573119, cost_time=0:00:55.646070 2021-04-15 04:28:10,718 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.22ms, fps=828 images/s, loss=0.0054, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.854864, arrival_time=2021-04-15 04:28:12.573056, cost_time=0:00:58.737390 2021-04-15 04:28:12,358 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.76ms, fps=830 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:12.357937, cost_time=0:01:00.377154 2021-04-15 04:28:13,441 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.18ms, fps=2368 images/s, loss=0.2459, top1-acc=94.45%, top5-acc=99.88%, remaining_time=0:00:03.243180, arrival_time=2021-04-15 04:28:16.684177, cost_time=0:00:01.081065 2021-04-15 04:28:14,377 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.26ms, fps=2735 images/s, loss=0.2246, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:02.017280, arrival_time=2021-04-15 04:28:16.394495, cost_time=0:00:02.017273 2021-04-15 04:28:15,313 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.29ms, fps=2735 images/s, loss=0.2360, top1-acc=94.39%, top5-acc=99.83%, remaining_time=0:00:00.984600, arrival_time=2021-04-15 04:28:16.298351, cost_time=0:00:02.953791 2021-04-15 04:28:16,168 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.08ms, fps=2716 images/s, loss=0.2447, top1-acc=93.99%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:16.168168, cost_time=0:00:03.808265 2021-04-15 04:28:16,719 INFO : Epoch=0180 complete, best val top1-acc=93.99%, top5-acc=99.83% (epoch=180), remaining_time=0:21:33.171640, arrival_time=2021-04-15 04:49:49.891296, cost_time=3:13:58.544821 2021-04-15 04:28:16,720 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 04:28:19,969 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=2.08ms, fps=788 images/s, loss=0.0076, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:00.420426, arrival_time=2021-04-15 04:29:20.389956, cost_time=0:00:03.248408 2021-04-15 04:28:23,050 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:55.699248, arrival_time=2021-04-15 04:29:18.749923, cost_time=0:00:06.329464 2021-04-15 04:28:26,134 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0080, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:52.084658, arrival_time=2021-04-15 04:29:18.218667, cost_time=0:00:09.412883 2021-04-15 04:28:29,215 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0080, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:48.726756, arrival_time=2021-04-15 04:29:17.941893, cost_time=0:00:12.494021 2021-04-15 04:28:32,292 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0080, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:45.469072, arrival_time=2021-04-15 04:29:17.761807, cost_time=0:00:15.571619 2021-04-15 04:28:35,370 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0075, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:42.270976, arrival_time=2021-04-15 04:29:17.641052, cost_time=0:00:18.648952 2021-04-15 04:28:38,448 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0070, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:39.109896, arrival_time=2021-04-15 04:29:17.558756, cost_time=0:00:21.727738 2021-04-15 04:28:41,527 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.83ms, fps=832 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.968584, arrival_time=2021-04-15 04:29:17.495585, cost_time=0:00:24.805903 2021-04-15 04:28:44,606 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:32.842616, arrival_time=2021-04-15 04:29:17.448918, cost_time=0:00:27.885260 2021-04-15 04:28:47,686 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.73ms, fps=831 images/s, loss=0.0066, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.726976, arrival_time=2021-04-15 04:29:17.413698, cost_time=0:00:30.965597 2021-04-15 04:28:50,763 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0063, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:26.615366, arrival_time=2021-04-15 04:29:17.379305, cost_time=0:00:34.042904 2021-04-15 04:28:53,843 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.61ms, fps=832 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:23.510524, arrival_time=2021-04-15 04:29:17.353503, cost_time=0:00:37.121851 2021-04-15 04:28:56,921 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.29ms, fps=832 images/s, loss=0.0063, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.409510, arrival_time=2021-04-15 04:29:17.331044, cost_time=0:00:40.200492 2021-04-15 04:28:59,999 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.90ms, fps=832 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.311224, arrival_time=2021-04-15 04:29:17.310399, cost_time=0:00:43.278063 2021-04-15 04:29:03,078 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.216208, arrival_time=2021-04-15 04:29:17.294529, cost_time=0:00:46.357267 2021-04-15 04:29:06,156 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0061, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.123064, arrival_time=2021-04-15 04:29:17.279887, cost_time=0:00:49.435794 2021-04-15 04:29:09,233 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0062, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.031244, arrival_time=2021-04-15 04:29:17.264323, cost_time=0:00:52.511965 2021-04-15 04:29:12,312 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.941424, arrival_time=2021-04-15 04:29:17.253423, cost_time=0:00:55.590954 2021-04-15 04:29:15,388 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.17ms, fps=832 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.852656, arrival_time=2021-04-15 04:29:17.241071, cost_time=0:00:58.667376 2021-04-15 04:29:17,029 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.24ms, fps=829 images/s, loss=0.0062, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:17.029731, cost_time=0:01:00.308707 2021-04-15 04:29:18,088 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.39ms, fps=2423 images/s, loss=0.2669, top1-acc=93.12%, top5-acc=99.84%, remaining_time=0:00:03.169560, arrival_time=2021-04-15 04:29:21.257629, cost_time=0:00:01.056521 2021-04-15 04:29:19,024 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.34ms, fps=2736 images/s, loss=0.2421, top1-acc=93.85%, top5-acc=99.84%, remaining_time=0:00:01.992600, arrival_time=2021-04-15 04:29:21.016824, cost_time=0:00:01.992610 2021-04-15 04:29:19,959 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.38ms, fps=2739 images/s, loss=0.2362, top1-acc=94.15%, top5-acc=99.82%, remaining_time=0:00:00.975980, arrival_time=2021-04-15 04:29:20.935459, cost_time=0:00:02.927940 2021-04-15 04:29:20,810 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=2727 images/s, loss=0.2465, top1-acc=94.06%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:20.810627, cost_time=0:00:03.779113 2021-04-15 04:29:21,519 INFO : Epoch=0181 complete, best val top1-acc=94.06%, top5-acc=99.83% (epoch=181), remaining_time=0:20:28.527897, arrival_time=2021-04-15 04:49:50.047369, cost_time=3:15:03.344632 2021-04-15 04:29:21,520 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 04:29:24,758 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.47ms, fps=791 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.221406, arrival_time=2021-04-15 04:30:24.980240, cost_time=0:00:03.237712 2021-04-15 04:29:27,841 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=2.03ms, fps=831 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.621632, arrival_time=2021-04-15 04:30:23.463329, cost_time=0:00:06.320648 2021-04-15 04:29:30,933 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.083164, arrival_time=2021-04-15 04:30:23.016818, cost_time=0:00:09.412632 2021-04-15 04:29:34,025 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.49ms, fps=828 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.766692, arrival_time=2021-04-15 04:30:22.791998, cost_time=0:00:12.504288 2021-04-15 04:29:37,101 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:45.496082, arrival_time=2021-04-15 04:30:22.597942, cost_time=0:00:15.580840 2021-04-15 04:29:40,179 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:42.291240, arrival_time=2021-04-15 04:30:22.470162, cost_time=0:00:18.657899 2021-04-15 04:29:43,266 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.141018, arrival_time=2021-04-15 04:30:22.407025, cost_time=0:00:21.744977 2021-04-15 04:29:46,356 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.36ms, fps=828 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.011620, arrival_time=2021-04-15 04:30:22.368301, cost_time=0:00:24.835567 2021-04-15 04:29:49,440 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.38ms, fps=830 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.882578, arrival_time=2021-04-15 04:30:22.322720, cost_time=0:00:27.919132 2021-04-15 04:29:52,518 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.72ms, fps=832 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.757408, arrival_time=2021-04-15 04:30:22.275771, cost_time=0:00:30.997312 2021-04-15 04:29:55,596 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.58ms, fps=832 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.640822, arrival_time=2021-04-15 04:30:22.237314, cost_time=0:00:34.075471 2021-04-15 04:29:58,680 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.534464, arrival_time=2021-04-15 04:30:22.215147, cost_time=0:00:37.159637 2021-04-15 04:30:01,757 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=2.06ms, fps=832 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.427726, arrival_time=2021-04-15 04:30:22.185191, cost_time=0:00:40.236463 2021-04-15 04:30:04,844 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.48ms, fps=829 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.329424, arrival_time=2021-04-15 04:30:22.174020, cost_time=0:00:43.323565 2021-04-15 04:30:07,929 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.51ms, fps=830 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.231986, arrival_time=2021-04-15 04:30:22.161714, cost_time=0:00:46.408709 2021-04-15 04:30:11,014 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.76ms, fps=830 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.136096, arrival_time=2021-04-15 04:30:22.150817, cost_time=0:00:49.493692 2021-04-15 04:30:14,121 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.98ms, fps=824 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.044790, arrival_time=2021-04-15 04:30:22.166307, cost_time=0:00:52.600479 2021-04-15 04:30:17,200 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.949264, arrival_time=2021-04-15 04:30:22.149480, cost_time=0:00:55.679194 2021-04-15 04:30:20,283 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.855650, arrival_time=2021-04-15 04:30:22.138956, cost_time=0:00:58.762292 2021-04-15 04:30:21,931 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.46ms, fps=826 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:21.931349, cost_time=0:01:00.410306 2021-04-15 04:30:23,004 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.00ms, fps=2391 images/s, loss=0.2230, top1-acc=94.49%, top5-acc=99.88%, remaining_time=0:00:03.212040, arrival_time=2021-04-15 04:30:26.216146, cost_time=0:00:01.070677 2021-04-15 04:30:23,940 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.41ms, fps=2735 images/s, loss=0.2369, top1-acc=94.04%, top5-acc=99.84%, remaining_time=0:00:02.007140, arrival_time=2021-04-15 04:30:25.947671, cost_time=0:00:02.007146 2021-04-15 04:30:24,878 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.41ms, fps=2731 images/s, loss=0.2475, top1-acc=93.80%, top5-acc=99.80%, remaining_time=0:00:00.981640, arrival_time=2021-04-15 04:30:25.860006, cost_time=0:00:02.944911 2021-04-15 04:30:25,730 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=2724 images/s, loss=0.2645, top1-acc=93.90%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:25.730549, cost_time=0:00:03.797216 2021-04-15 04:30:25,999 INFO : Epoch=0182 complete, best val top1-acc=94.06%, top5-acc=99.83% (epoch=181), remaining_time=0:19:23.850768, arrival_time=2021-04-15 04:49:49.850106, cost_time=3:16:07.824510 2021-04-15 04:30:26,000 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 04:30:29,269 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.69ms, fps=783 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:00.787032, arrival_time=2021-04-15 04:31:30.056059, cost_time=0:00:03.268123 2021-04-15 04:30:32,352 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.890208, arrival_time=2021-04-15 04:31:28.242265, cost_time=0:00:06.351155 2021-04-15 04:30:35,438 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:52.223102, arrival_time=2021-04-15 04:31:27.661923, cost_time=0:00:09.437923 2021-04-15 04:30:38,521 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.828624, arrival_time=2021-04-15 04:31:27.349696, cost_time=0:00:12.520180 2021-04-15 04:30:41,602 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:45.556672, arrival_time=2021-04-15 04:31:27.159163, cost_time=0:00:15.601598 2021-04-15 04:30:44,682 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=2.04ms, fps=831 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.344960, arrival_time=2021-04-15 04:31:27.027473, cost_time=0:00:18.681620 2021-04-15 04:30:47,764 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.175290, arrival_time=2021-04-15 04:31:26.940194, cost_time=0:00:21.764084 2021-04-15 04:30:50,844 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.46ms, fps=832 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:36.022640, arrival_time=2021-04-15 04:31:26.866743, cost_time=0:00:24.843175 2021-04-15 04:30:53,921 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.884698, arrival_time=2021-04-15 04:31:26.806479, cost_time=0:00:27.920964 2021-04-15 04:30:56,999 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.758272, arrival_time=2021-04-15 04:31:26.757473, cost_time=0:00:30.998185 2021-04-15 04:31:00,079 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.643230, arrival_time=2021-04-15 04:31:26.722593, cost_time=0:00:34.078558 2021-04-15 04:31:03,159 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.533552, arrival_time=2021-04-15 04:31:26.692824, cost_time=0:00:37.158290 2021-04-15 04:31:06,238 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.428122, arrival_time=2021-04-15 04:31:26.666094, cost_time=0:00:40.237157 2021-04-15 04:31:09,313 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.325168, arrival_time=2021-04-15 04:31:26.638917, cost_time=0:00:43.312935 2021-04-15 04:31:12,395 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.227800, arrival_time=2021-04-15 04:31:26.623670, cost_time=0:00:46.394978 2021-04-15 04:31:15,475 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.54ms, fps=831 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.131884, arrival_time=2021-04-15 04:31:26.607784, cost_time=0:00:49.475077 2021-04-15 04:31:18,558 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.038160, arrival_time=2021-04-15 04:31:26.596217, cost_time=0:00:52.557246 2021-04-15 04:31:21,641 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.36ms, fps=830 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.945792, arrival_time=2021-04-15 04:31:26.586782, cost_time=0:00:55.640176 2021-04-15 04:31:24,723 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.854408, arrival_time=2021-04-15 04:31:26.578274, cost_time=0:00:58.722975 2021-04-15 04:31:26,364 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.27ms, fps=829 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:26.364193, cost_time=0:01:00.363391 2021-04-15 04:31:27,432 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.25ms, fps=2401 images/s, loss=0.2444, top1-acc=94.26%, top5-acc=99.80%, remaining_time=0:00:03.198990, arrival_time=2021-04-15 04:31:30.631229, cost_time=0:00:01.066332 2021-04-15 04:31:28,366 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.27ms, fps=2741 images/s, loss=0.2526, top1-acc=94.18%, top5-acc=99.80%, remaining_time=0:00:02.000520, arrival_time=2021-04-15 04:31:30.366933, cost_time=0:00:02.000517 2021-04-15 04:31:29,305 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.30ms, fps=2727 images/s, loss=0.2403, top1-acc=94.35%, top5-acc=99.83%, remaining_time=0:00:00.979890, arrival_time=2021-04-15 04:31:30.285445, cost_time=0:00:02.939657 2021-04-15 04:31:30,163 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.11ms, fps=2704 images/s, loss=0.2394, top1-acc=94.22%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:30.163914, cost_time=0:00:03.798001 2021-04-15 04:31:30,688 INFO : Epoch=0183 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:18:19.195214, arrival_time=2021-04-15 04:49:49.883232, cost_time=3:17:12.513151 2021-04-15 04:31:30,689 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 04:31:33,939 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.63ms, fps=788 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.437166, arrival_time=2021-04-15 04:32:34.376632, cost_time=0:00:03.249306 2021-04-15 04:31:37,023 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.736384, arrival_time=2021-04-15 04:32:32.760210, cost_time=0:00:06.333672 2021-04-15 04:31:40,109 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.122174, arrival_time=2021-04-15 04:32:32.232000, cost_time=0:00:09.419665 2021-04-15 04:31:43,190 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.750624, arrival_time=2021-04-15 04:32:31.941077, cost_time=0:00:12.500179 2021-04-15 04:31:46,271 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.64ms, fps=831 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.495936, arrival_time=2021-04-15 04:32:31.766991, cost_time=0:00:15.580781 2021-04-15 04:31:49,354 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.305520, arrival_time=2021-04-15 04:32:31.659774, cost_time=0:00:18.664173 2021-04-15 04:31:52,444 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.39ms, fps=829 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.157902, arrival_time=2021-04-15 04:32:31.602404, cost_time=0:00:21.754417 2021-04-15 04:31:55,533 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.58ms, fps=829 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.022060, arrival_time=2021-04-15 04:32:31.555054, cost_time=0:00:24.842838 2021-04-15 04:31:58,618 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.893496, arrival_time=2021-04-15 04:32:31.512035, cost_time=0:00:27.928473 2021-04-15 04:32:01,708 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.777280, arrival_time=2021-04-15 04:32:31.485395, cost_time=0:00:31.017959 2021-04-15 04:32:04,795 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.56ms, fps=829 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.663784, arrival_time=2021-04-15 04:32:31.458743, cost_time=0:00:34.104805 2021-04-15 04:32:07,883 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.555592, arrival_time=2021-04-15 04:32:31.438688, cost_time=0:00:37.193028 2021-04-15 04:32:10,972 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.450826, arrival_time=2021-04-15 04:32:31.422979, cost_time=0:00:40.281993 2021-04-15 04:32:14,081 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=22.44ms, fps=823 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.356640, arrival_time=2021-04-15 04:32:31.438488, cost_time=0:00:43.391626 2021-04-15 04:32:17,174 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.255170, arrival_time=2021-04-15 04:32:31.429548, cost_time=0:00:46.484224 2021-04-15 04:32:20,256 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.95ms, fps=831 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.152296, arrival_time=2021-04-15 04:32:31.408196, cost_time=0:00:49.565704 2021-04-15 04:32:23,352 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.37ms, fps=827 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.054254, arrival_time=2021-04-15 04:32:31.406927, cost_time=0:00:52.662504 2021-04-15 04:32:26,446 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=2.26ms, fps=828 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.956112, arrival_time=2021-04-15 04:32:31.402614, cost_time=0:00:55.756283 2021-04-15 04:32:29,538 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.858368, arrival_time=2021-04-15 04:32:31.396863, cost_time=0:00:58.848344 2021-04-15 04:32:31,187 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.23ms, fps=825 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:31.187784, cost_time=0:01:00.497626 2021-04-15 04:32:32,239 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.38ms, fps=2438 images/s, loss=0.2219, top1-acc=94.53%, top5-acc=99.88%, remaining_time=0:00:03.149640, arrival_time=2021-04-15 04:32:35.389391, cost_time=0:00:01.049876 2021-04-15 04:32:33,178 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.87ms, fps=2729 images/s, loss=0.2371, top1-acc=94.16%, top5-acc=99.84%, remaining_time=0:00:01.988420, arrival_time=2021-04-15 04:32:35.166678, cost_time=0:00:01.988429 2021-04-15 04:32:34,116 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=2.29ms, fps=2731 images/s, loss=0.2511, top1-acc=94.01%, top5-acc=99.80%, remaining_time=0:00:00.975400, arrival_time=2021-04-15 04:32:35.091456, cost_time=0:00:02.926191 2021-04-15 04:32:34,971 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.06ms, fps=2714 images/s, loss=0.2437, top1-acc=93.90%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:34.971286, cost_time=0:00:03.781498 2021-04-15 04:32:35,287 INFO : Epoch=0184 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:17:14.531504, arrival_time=2021-04-15 04:49:49.818660, cost_time=3:18:17.112330 2021-04-15 04:32:35,288 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 04:32:38,541 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=2.16ms, fps=787 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:00.495570, arrival_time=2021-04-15 04:33:39.036735, cost_time=0:00:03.252446 2021-04-15 04:32:41,640 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.99ms, fps=826 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.894608, arrival_time=2021-04-15 04:33:37.534978, cost_time=0:00:06.351651 2021-04-15 04:32:44,731 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.45ms, fps=828 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:52.248500, arrival_time=2021-04-15 04:33:36.979801, cost_time=0:00:09.442515 2021-04-15 04:32:47,822 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.59ms, fps=828 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.881508, arrival_time=2021-04-15 04:33:36.703915, cost_time=0:00:12.533719 2021-04-15 04:32:50,905 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.599888, arrival_time=2021-04-15 04:33:36.504962, cost_time=0:00:15.616375 2021-04-15 04:32:53,987 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:42.384400, arrival_time=2021-04-15 04:33:36.372082, cost_time=0:00:18.698988 2021-04-15 04:32:57,071 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=2.06ms, fps=830 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.208050, arrival_time=2021-04-15 04:33:36.279033, cost_time=0:00:21.782241 2021-04-15 04:33:00,156 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.058252, arrival_time=2021-04-15 04:33:36.214648, cost_time=0:00:24.867783 2021-04-15 04:33:03,243 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.924236, arrival_time=2021-04-15 04:33:36.167428, cost_time=0:00:27.954502 2021-04-15 04:33:06,332 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.96ms, fps=829 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.801760, arrival_time=2021-04-15 04:33:36.133912, cost_time=0:00:31.043463 2021-04-15 04:33:09,419 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.684338, arrival_time=2021-04-15 04:33:36.104087, cost_time=0:00:34.131130 2021-04-15 04:33:12,510 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=2.00ms, fps=828 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.573984, arrival_time=2021-04-15 04:33:36.084764, cost_time=0:00:37.222082 2021-04-15 04:33:15,602 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.78ms, fps=828 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.466996, arrival_time=2021-04-15 04:33:36.069404, cost_time=0:00:40.313778 2021-04-15 04:33:18,703 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.366104, arrival_time=2021-04-15 04:33:36.070035, cost_time=0:00:43.415316 2021-04-15 04:33:21,789 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.54ms, fps=830 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.260138, arrival_time=2021-04-15 04:33:36.049312, cost_time=0:00:46.500482 2021-04-15 04:33:24,865 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.154888, arrival_time=2021-04-15 04:33:36.020781, cost_time=0:00:49.577285 2021-04-15 04:33:27,943 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.053032, arrival_time=2021-04-15 04:33:35.996028, cost_time=0:00:52.654391 2021-04-15 04:33:31,021 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.954032, arrival_time=2021-04-15 04:33:35.975660, cost_time=0:00:55.732928 2021-04-15 04:33:34,099 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.07ms, fps=832 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.857186, arrival_time=2021-04-15 04:33:35.956760, cost_time=0:00:58.810968 2021-04-15 04:33:35,741 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.22ms, fps=829 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:35.741080, cost_time=0:01:00.452477 2021-04-15 04:33:36,786 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.35ms, fps=2453 images/s, loss=0.2253, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:03.130380, arrival_time=2021-04-15 04:33:39.916703, cost_time=0:00:01.043455 2021-04-15 04:33:37,720 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.23ms, fps=2742 images/s, loss=0.2277, top1-acc=94.32%, top5-acc=99.79%, remaining_time=0:00:01.977400, arrival_time=2021-04-15 04:33:39.697658, cost_time=0:00:01.977408 2021-04-15 04:33:38,658 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.57ms, fps=2731 images/s, loss=0.2342, top1-acc=94.28%, top5-acc=99.78%, remaining_time=0:00:00.971650, arrival_time=2021-04-15 04:33:39.629679, cost_time=0:00:02.914947 2021-04-15 04:33:39,523 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.08ms, fps=2684 images/s, loss=0.2464, top1-acc=94.03%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:39.523006, cost_time=0:00:03.780154 2021-04-15 04:33:39,805 INFO : Epoch=0185 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:16:09.861915, arrival_time=2021-04-15 04:49:49.667057, cost_time=3:19:21.630301 2021-04-15 04:33:39,806 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 04:33:43,033 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.36ms, fps=793 images/s, loss=0.0029, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.011040, arrival_time=2021-04-15 04:34:43.044461, cost_time=0:00:03.226403 2021-04-15 04:33:46,118 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.34ms, fps=830 images/s, loss=0.0028, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.544192, arrival_time=2021-04-15 04:34:41.663056, cost_time=0:00:06.311847 2021-04-15 04:33:49,201 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.982402, arrival_time=2021-04-15 04:34:41.183715, cost_time=0:00:09.394398 2021-04-15 04:33:52,282 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.59ms, fps=831 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:48.653436, arrival_time=2021-04-15 04:34:40.935610, cost_time=0:00:12.475258 2021-04-15 04:33:55,365 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.431404, arrival_time=2021-04-15 04:34:40.797019, cost_time=0:00:15.558701 2021-04-15 04:33:58,449 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:42.256016, arrival_time=2021-04-15 04:34:40.705280, cost_time=0:00:18.642350 2021-04-15 04:34:01,536 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.113424, arrival_time=2021-04-15 04:34:40.650068, cost_time=0:00:21.729715 2021-04-15 04:34:04,625 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.93ms, fps=829 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.987260, arrival_time=2021-04-15 04:34:40.612996, cost_time=0:00:24.818817 2021-04-15 04:34:07,721 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.47ms, fps=827 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.876960, arrival_time=2021-04-15 04:34:40.598368, cost_time=0:00:27.914388 2021-04-15 04:34:10,813 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.766528, arrival_time=2021-04-15 04:34:40.580379, cost_time=0:00:31.006846 2021-04-15 04:34:13,898 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.56ms, fps=830 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.653550, arrival_time=2021-04-15 04:34:40.552165, cost_time=0:00:34.091702 2021-04-15 04:34:16,981 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.543964, arrival_time=2021-04-15 04:34:40.525542, cost_time=0:00:37.174670 2021-04-15 04:34:20,059 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.52ms, fps=832 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.435778, arrival_time=2021-04-15 04:34:40.494980, cost_time=0:00:40.252296 2021-04-15 04:34:23,139 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.38ms, fps=831 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.333120, arrival_time=2021-04-15 04:34:40.472862, cost_time=0:00:43.332830 2021-04-15 04:34:26,222 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.233964, arrival_time=2021-04-15 04:34:40.455968, cost_time=0:00:46.415091 2021-04-15 04:34:29,301 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.136168, arrival_time=2021-04-15 04:34:40.437312, cost_time=0:00:49.494155 2021-04-15 04:34:32,384 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.041306, arrival_time=2021-04-15 04:34:40.425888, cost_time=0:00:52.577746 2021-04-15 04:34:35,480 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=5.01ms, fps=827 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.948768, arrival_time=2021-04-15 04:34:40.429417, cost_time=0:00:55.673560 2021-04-15 04:34:38,578 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=2.27ms, fps=827 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.855938, arrival_time=2021-04-15 04:34:40.434248, cost_time=0:00:58.771330 2021-04-15 04:34:40,228 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=2.11ms, fps=824 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:40.228589, cost_time=0:01:00.421648 2021-04-15 04:34:41,311 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.70ms, fps=2370 images/s, loss=0.2235, top1-acc=94.14%, top5-acc=99.84%, remaining_time=0:00:03.240120, arrival_time=2021-04-15 04:34:44.551533, cost_time=0:00:01.080039 2021-04-15 04:34:42,257 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.42ms, fps=2706 images/s, loss=0.2303, top1-acc=94.16%, top5-acc=99.80%, remaining_time=0:00:02.026540, arrival_time=2021-04-15 04:34:44.284320, cost_time=0:00:02.026543 2021-04-15 04:34:43,202 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.34ms, fps=2711 images/s, loss=0.2365, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:00.990400, arrival_time=2021-04-15 04:34:44.192851, cost_time=0:00:02.971198 2021-04-15 04:34:44,063 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=2695 images/s, loss=0.2524, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:44.063803, cost_time=0:00:03.832592 2021-04-15 04:34:44,334 INFO : Epoch=0186 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:15:05.194780, arrival_time=2021-04-15 04:49:49.528942, cost_time=3:20:26.159293 2021-04-15 04:34:44,335 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 04:34:47,553 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.52ms, fps=796 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:59.838990, arrival_time=2021-04-15 04:35:47.392633, cost_time=0:00:03.217153 2021-04-15 04:34:50,647 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.52ms, fps=828 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:55.542784, arrival_time=2021-04-15 04:35:46.190518, cost_time=0:00:06.311687 2021-04-15 04:34:53,761 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=2.22ms, fps=822 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:52.155208, arrival_time=2021-04-15 04:35:45.916953, cost_time=0:00:09.425649 2021-04-15 04:34:56,854 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=2.00ms, fps=828 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:48.823320, arrival_time=2021-04-15 04:35:45.678224, cost_time=0:00:12.518810 2021-04-15 04:34:59,957 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.84ms, fps=825 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:45.614780, arrival_time=2021-04-15 04:35:45.572497, cost_time=0:00:15.621494 2021-04-15 04:35:03,057 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.08ms, fps=826 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.434720, arrival_time=2021-04-15 04:35:45.491981, cost_time=0:00:18.721183 2021-04-15 04:35:06,167 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.11ms, fps=823 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.295872, arrival_time=2021-04-15 04:35:45.462970, cost_time=0:00:21.831013 2021-04-15 04:35:09,265 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.91ms, fps=827 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.146992, arrival_time=2021-04-15 04:35:45.412045, cost_time=0:00:24.928966 2021-04-15 04:35:12,372 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=2.57ms, fps=824 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:33.020378, arrival_time=2021-04-15 04:35:45.392691, cost_time=0:00:28.036206 2021-04-15 04:35:15,470 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.71ms, fps=827 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.888448, arrival_time=2021-04-15 04:35:45.358364, cost_time=0:00:31.133825 2021-04-15 04:35:18,564 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.55ms, fps=828 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.760104, arrival_time=2021-04-15 04:35:45.324327, cost_time=0:00:34.228036 2021-04-15 04:35:21,665 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.45ms, fps=826 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.641928, arrival_time=2021-04-15 04:35:45.307489, cost_time=0:00:37.329367 2021-04-15 04:35:24,759 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.56ms, fps=828 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.522568, arrival_time=2021-04-15 04:35:45.281974, cost_time=0:00:40.423234 2021-04-15 04:35:27,853 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.50ms, fps=828 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.406760, arrival_time=2021-04-15 04:35:45.259741, cost_time=0:00:43.516892 2021-04-15 04:35:30,956 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.55ms, fps=825 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.296754, arrival_time=2021-04-15 04:35:45.252865, cost_time=0:00:46.619828 2021-04-15 04:35:34,055 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.54ms, fps=826 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.186856, arrival_time=2021-04-15 04:35:45.242349, cost_time=0:00:49.719405 2021-04-15 04:35:37,172 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=2.88ms, fps=822 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.080774, arrival_time=2021-04-15 04:35:45.252744, cost_time=0:00:52.835854 2021-04-15 04:35:40,265 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.40ms, fps=828 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.971456, arrival_time=2021-04-15 04:35:45.236613, cost_time=0:00:55.928955 2021-04-15 04:35:43,350 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.863600, arrival_time=2021-04-15 04:35:45.213952, cost_time=0:00:59.013971 2021-04-15 04:35:44,990 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:44.990339, cost_time=0:01:00.654368 2021-04-15 04:35:46,050 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.45ms, fps=2419 images/s, loss=0.2512, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:03.174720, arrival_time=2021-04-15 04:35:49.225066, cost_time=0:00:01.058238 2021-04-15 04:35:46,986 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.37ms, fps=2737 images/s, loss=0.2390, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:00:01.994260, arrival_time=2021-04-15 04:35:48.980542, cost_time=0:00:01.994254 2021-04-15 04:35:47,925 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.24ms, fps=2728 images/s, loss=0.2377, top1-acc=94.08%, top5-acc=99.86%, remaining_time=0:00:00.977680, arrival_time=2021-04-15 04:35:48.902804, cost_time=0:00:02.933028 2021-04-15 04:35:48,778 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.08ms, fps=2721 images/s, loss=0.2491, top1-acc=93.89%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:48.778431, cost_time=0:00:03.786364 2021-04-15 04:35:49,063 INFO : Epoch=0187 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:14:00.543067, arrival_time=2021-04-15 04:49:49.606594, cost_time=3:21:30.888669 2021-04-15 04:35:49,065 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 04:35:52,322 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.61ms, fps=786 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.572388, arrival_time=2021-04-15 04:36:52.894354, cost_time=0:00:03.256578 2021-04-15 04:35:55,408 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.89ms, fps=830 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.820336, arrival_time=2021-04-15 04:36:51.228975, cost_time=0:00:06.343218 2021-04-15 04:35:58,496 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.0027, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:52.182930, arrival_time=2021-04-15 04:36:50.678953, cost_time=0:00:09.430651 2021-04-15 04:36:01,578 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.57ms, fps=831 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.800700, arrival_time=2021-04-15 04:36:50.379079, cost_time=0:00:12.512994 2021-04-15 04:36:04,661 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.0032, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:45.541488, arrival_time=2021-04-15 04:36:50.203309, cost_time=0:00:15.596389 2021-04-15 04:36:07,742 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.333672, arrival_time=2021-04-15 04:36:50.075694, cost_time=0:00:18.676643 2021-04-15 04:36:10,825 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.167856, arrival_time=2021-04-15 04:36:49.993295, cost_time=0:00:21.759945 2021-04-15 04:36:13,906 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.018812, arrival_time=2021-04-15 04:36:49.924832, cost_time=0:00:24.840531 2021-04-15 04:36:16,986 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.48ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.885228, arrival_time=2021-04-15 04:36:49.872095, cost_time=0:00:27.921378 2021-04-15 04:36:20,070 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.764800, arrival_time=2021-04-15 04:36:49.835142, cost_time=0:00:31.004956 2021-04-15 04:36:23,150 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.33ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.648648, arrival_time=2021-04-15 04:36:49.799554, cost_time=0:00:34.085530 2021-04-15 04:36:26,233 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.539480, arrival_time=2021-04-15 04:36:49.772457, cost_time=0:00:37.167607 2021-04-15 04:36:29,311 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.29ms, fps=832 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.432544, arrival_time=2021-04-15 04:36:49.743764, cost_time=0:00:40.245859 2021-04-15 04:36:32,389 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.65ms, fps=832 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.329648, arrival_time=2021-04-15 04:36:49.719298, cost_time=0:00:43.324179 2021-04-15 04:36:35,478 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=2.03ms, fps=829 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.233228, arrival_time=2021-04-15 04:36:49.711245, cost_time=0:00:46.412709 2021-04-15 04:36:38,564 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.137392, arrival_time=2021-04-15 04:36:49.702280, cost_time=0:00:49.499474 2021-04-15 04:36:41,639 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.45ms, fps=833 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.040812, arrival_time=2021-04-15 04:36:49.680589, cost_time=0:00:52.574487 2021-04-15 04:36:44,724 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=2.18ms, fps=830 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.947456, arrival_time=2021-04-15 04:36:49.671755, cost_time=0:00:55.658924 2021-04-15 04:36:47,803 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.26ms, fps=832 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.854876, arrival_time=2021-04-15 04:36:49.657954, cost_time=0:00:58.737770 2021-04-15 04:36:49,444 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:49.443969, cost_time=0:01:00.378677 2021-04-15 04:36:50,545 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.28ms, fps=2328 images/s, loss=0.2608, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:03.298650, arrival_time=2021-04-15 04:36:53.844465, cost_time=0:00:01.099547 2021-04-15 04:36:51,486 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.52ms, fps=2722 images/s, loss=0.2517, top1-acc=93.73%, top5-acc=99.80%, remaining_time=0:00:02.040480, arrival_time=2021-04-15 04:36:53.527270, cost_time=0:00:02.040490 2021-04-15 04:36:52,424 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.66ms, fps=2733 images/s, loss=0.2433, top1-acc=94.06%, top5-acc=99.83%, remaining_time=0:00:00.992610, arrival_time=2021-04-15 04:36:53.416686, cost_time=0:00:02.977826 2021-04-15 04:36:53,282 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.11ms, fps=2704 images/s, loss=0.2461, top1-acc=93.98%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:53.282509, cost_time=0:00:03.836306 2021-04-15 04:36:53,662 INFO : Epoch=0188 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:12:55.882176, arrival_time=2021-04-15 04:49:49.544473, cost_time=3:22:35.487437 2021-04-15 04:36:53,663 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 04:36:56,904 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.39ms, fps=790 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:00.271254, arrival_time=2021-04-15 04:37:57.175733, cost_time=0:00:03.240386 2021-04-15 04:36:59,992 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.686576, arrival_time=2021-04-15 04:37:55.678657, cost_time=0:00:06.328028 2021-04-15 04:37:03,076 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.55ms, fps=830 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:52.079844, arrival_time=2021-04-15 04:37:55.155837, cost_time=0:00:09.412031 2021-04-15 04:37:06,154 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.713964, arrival_time=2021-04-15 04:37:54.868687, cost_time=0:00:12.490762 2021-04-15 04:37:09,236 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.13ms, fps=831 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:45.472868, arrival_time=2021-04-15 04:37:54.709746, cost_time=0:00:15.572922 2021-04-15 04:37:12,319 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.285392, arrival_time=2021-04-15 04:37:54.604630, cost_time=0:00:18.655290 2021-04-15 04:37:15,398 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.122118, arrival_time=2021-04-15 04:37:54.520562, cost_time=0:00:21.734483 2021-04-15 04:37:18,477 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.979372, arrival_time=2021-04-15 04:37:54.456779, cost_time=0:00:24.813361 2021-04-15 04:37:21,560 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0034, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.855442, arrival_time=2021-04-15 04:37:54.415450, cost_time=0:00:27.896087 2021-04-15 04:37:24,640 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.737632, arrival_time=2021-04-15 04:37:54.378293, cost_time=0:00:30.976668 2021-04-15 04:37:27,722 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.627664, arrival_time=2021-04-15 04:37:54.350290, cost_time=0:00:34.058665 2021-04-15 04:37:30,809 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.525572, arrival_time=2021-04-15 04:37:54.335287, cost_time=0:00:37.145656 2021-04-15 04:37:33,893 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.424360, arrival_time=2021-04-15 04:37:54.318156, cost_time=0:00:40.229835 2021-04-15 04:37:36,972 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.66ms, fps=832 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.323320, arrival_time=2021-04-15 04:37:54.295635, cost_time=0:00:43.308268 2021-04-15 04:37:40,051 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=2.00ms, fps=832 images/s, loss=0.0032, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.225546, arrival_time=2021-04-15 04:37:54.277211, cost_time=0:00:46.387705 2021-04-15 04:37:43,131 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.89ms, fps=831 images/s, loss=0.0032, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.130192, arrival_time=2021-04-15 04:37:54.261600, cost_time=0:00:49.467454 2021-04-15 04:37:46,206 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.33ms, fps=833 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.035950, arrival_time=2021-04-15 04:37:54.242556, cost_time=0:00:52.542723 2021-04-15 04:37:49,288 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.944352, arrival_time=2021-04-15 04:37:54.232332, cost_time=0:00:55.624025 2021-04-15 04:37:52,367 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.19ms, fps=832 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.853784, arrival_time=2021-04-15 04:37:54.220792, cost_time=0:00:58.703067 2021-04-15 04:37:54,005 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.24ms, fps=831 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:54.004968, cost_time=0:01:00.341126 2021-04-15 04:37:55,074 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.20ms, fps=2397 images/s, loss=0.2834, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:03.204270, arrival_time=2021-04-15 04:37:58.278906, cost_time=0:00:01.068094 2021-04-15 04:37:56,010 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.44ms, fps=2737 images/s, loss=0.2712, top1-acc=93.36%, top5-acc=99.86%, remaining_time=0:00:02.003660, arrival_time=2021-04-15 04:37:58.013906, cost_time=0:00:02.003655 2021-04-15 04:37:56,945 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.49ms, fps=2738 images/s, loss=0.2705, top1-acc=93.41%, top5-acc=99.84%, remaining_time=0:00:00.979710, arrival_time=2021-04-15 04:37:57.925395, cost_time=0:00:02.939141 2021-04-15 04:37:57,797 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=2726 images/s, loss=0.2521, top1-acc=93.77%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:57.797162, cost_time=0:00:03.790660 2021-04-15 04:37:58,066 INFO : Epoch=0189 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:11:51.210654, arrival_time=2021-04-15 04:49:49.277596, cost_time=3:23:39.892120 2021-04-15 04:37:58,068 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 04:38:01,354 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.47ms, fps=779 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.127040, arrival_time=2021-04-15 04:39:02.481897, cost_time=0:00:03.286395 2021-04-15 04:38:04,441 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.33ms, fps=830 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:56.081344, arrival_time=2021-04-15 04:39:00.522781, cost_time=0:00:06.372887 2021-04-15 04:38:07,519 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.52ms, fps=832 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:52.295810, arrival_time=2021-04-15 04:38:59.815320, cost_time=0:00:09.451059 2021-04-15 04:38:10,610 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.912864, arrival_time=2021-04-15 04:38:59.523087, cost_time=0:00:12.541764 2021-04-15 04:38:13,692 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.620766, arrival_time=2021-04-15 04:38:59.312752, cost_time=0:00:15.623532 2021-04-15 04:38:16,771 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.393240, arrival_time=2021-04-15 04:38:59.164592, cost_time=0:00:18.702897 2021-04-15 04:38:19,850 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.50ms, fps=832 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.207168, arrival_time=2021-04-15 04:38:59.057410, cost_time=0:00:21.781781 2021-04-15 04:38:22,932 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.051988, arrival_time=2021-04-15 04:38:58.983922, cost_time=0:00:24.863474 2021-04-15 04:38:26,015 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.32ms, fps=830 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.915650, arrival_time=2021-04-15 04:38:58.931340, cost_time=0:00:27.947257 2021-04-15 04:38:29,102 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.792928, arrival_time=2021-04-15 04:38:58.895781, cost_time=0:00:31.034263 2021-04-15 04:38:32,195 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.680984, arrival_time=2021-04-15 04:38:58.876302, cost_time=0:00:34.126855 2021-04-15 04:38:35,271 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.62ms, fps=832 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.561900, arrival_time=2021-04-15 04:38:58.833274, cost_time=0:00:37.203003 2021-04-15 04:38:38,356 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.90ms, fps=830 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.453928, arrival_time=2021-04-15 04:38:58.810413, cost_time=0:00:40.287986 2021-04-15 04:38:41,436 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.79ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.347232, arrival_time=2021-04-15 04:38:58.783772, cost_time=0:00:43.368041 2021-04-15 04:38:44,518 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.244682, arrival_time=2021-04-15 04:38:58.763243, cost_time=0:00:46.449999 2021-04-15 04:38:47,604 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.145564, arrival_time=2021-04-15 04:38:58.749878, cost_time=0:00:49.535857 2021-04-15 04:38:50,682 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.046844, arrival_time=2021-04-15 04:38:58.729236, cost_time=0:00:52.613937 2021-04-15 04:38:53,760 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.28ms, fps=832 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.950400, arrival_time=2021-04-15 04:38:58.710988, cost_time=0:00:55.692001 2021-04-15 04:38:56,838 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.75ms, fps=832 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.855884, arrival_time=2021-04-15 04:38:58.693904, cost_time=0:00:58.769569 2021-04-15 04:38:58,477 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.17ms, fps=830 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:58.477632, cost_time=0:01:00.409263 2021-04-15 04:38:59,584 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.20ms, fps=2316 images/s, loss=0.2715, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:03.316170, arrival_time=2021-04-15 04:39:02.900889, cost_time=0:00:01.105390 2021-04-15 04:39:00,532 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.69ms, fps=2704 images/s, loss=0.2478, top1-acc=93.75%, top5-acc=99.75%, remaining_time=0:00:02.052580, arrival_time=2021-04-15 04:39:02.584575, cost_time=0:00:02.052571 2021-04-15 04:39:01,474 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.42ms, fps=2719 images/s, loss=0.2328, top1-acc=94.06%, top5-acc=99.78%, remaining_time=0:00:00.998280, arrival_time=2021-04-15 04:39:02.472522, cost_time=0:00:02.994829 2021-04-15 04:39:02,334 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.11ms, fps=2700 images/s, loss=0.2349, top1-acc=94.04%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:02.334041, cost_time=0:00:03.854656 2021-04-15 04:39:02,606 INFO : Epoch=0190 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:10:46.549030, arrival_time=2021-04-15 04:49:49.155521, cost_time=3:24:44.431658 2021-04-15 04:39:02,607 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 04:39:05,886 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.08ms, fps=781 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:00.982704, arrival_time=2021-04-15 04:40:06.869409, cost_time=0:00:03.278639 2021-04-15 04:39:08,980 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=3.28ms, fps=828 images/s, loss=0.0031, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:56.077120, arrival_time=2021-04-15 04:40:05.057607, cost_time=0:00:06.372407 2021-04-15 04:39:12,074 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.39ms, fps=828 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:52.378810, arrival_time=2021-04-15 04:40:04.452896, cost_time=0:00:09.466048 2021-04-15 04:39:15,160 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.955920, arrival_time=2021-04-15 04:40:04.116733, cost_time=0:00:12.552784 2021-04-15 04:39:18,250 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=3.70ms, fps=829 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.676100, arrival_time=2021-04-15 04:40:03.926614, cost_time=0:00:15.642483 2021-04-15 04:39:21,342 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.43ms, fps=828 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.465184, arrival_time=2021-04-15 04:40:03.807845, cost_time=0:00:18.734640 2021-04-15 04:39:24,428 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.277098, arrival_time=2021-04-15 04:40:03.705749, cost_time=0:00:21.820620 2021-04-15 04:39:27,516 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.117296, arrival_time=2021-04-15 04:40:03.633873, cost_time=0:00:24.908503 2021-04-15 04:39:30,606 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.69ms, fps=829 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.976282, arrival_time=2021-04-15 04:40:03.582998, cost_time=0:00:27.998731 2021-04-15 04:39:33,687 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.64ms, fps=831 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.836032, arrival_time=2021-04-15 04:40:03.523288, cost_time=0:00:31.079220 2021-04-15 04:39:36,775 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.53ms, fps=829 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.712890, arrival_time=2021-04-15 04:40:03.488471, cost_time=0:00:34.167628 2021-04-15 04:39:39,855 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.589716, arrival_time=2021-04-15 04:40:03.444734, cost_time=0:00:37.246975 2021-04-15 04:39:42,940 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.98ms, fps=830 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.476236, arrival_time=2021-04-15 04:40:03.416215, cost_time=0:00:40.332034 2021-04-15 04:39:46,016 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.56ms, fps=832 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.363192, arrival_time=2021-04-15 04:40:03.379216, cost_time=0:00:43.407983 2021-04-15 04:39:49,096 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.56ms, fps=831 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.256320, arrival_time=2021-04-15 04:40:03.352361, cost_time=0:00:46.488074 2021-04-15 04:39:52,171 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.151828, arrival_time=2021-04-15 04:40:03.323520, cost_time=0:00:49.563748 2021-04-15 04:39:55,247 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.050796, arrival_time=2021-04-15 04:40:03.298576, cost_time=0:00:52.639751 2021-04-15 04:39:58,323 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.54ms, fps=832 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.952496, arrival_time=2021-04-15 04:40:03.276067, cost_time=0:00:55.715605 2021-04-15 04:40:01,399 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.22ms, fps=832 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.856574, arrival_time=2021-04-15 04:40:03.255996, cost_time=0:00:58.791477 2021-04-15 04:40:03,039 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.38ms, fps=829 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:03.039679, cost_time=0:01:00.431747 2021-04-15 04:40:04,086 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.21ms, fps=2450 images/s, loss=0.2505, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:03.134280, arrival_time=2021-04-15 04:40:07.220439, cost_time=0:00:01.044760 2021-04-15 04:40:05,025 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.94ms, fps=2728 images/s, loss=0.2495, top1-acc=94.04%, top5-acc=99.79%, remaining_time=0:00:01.983720, arrival_time=2021-04-15 04:40:07.008878, cost_time=0:00:01.983724 2021-04-15 04:40:05,961 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.64ms, fps=2734 images/s, loss=0.2339, top1-acc=94.24%, top5-acc=99.83%, remaining_time=0:00:00.973520, arrival_time=2021-04-15 04:40:06.935440, cost_time=0:00:02.920574 2021-04-15 04:40:06,816 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.06ms, fps=2717 images/s, loss=0.2482, top1-acc=94.14%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:06.816016, cost_time=0:00:03.774696 2021-04-15 04:40:07,066 INFO : Epoch=0191 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:09:41.884947, arrival_time=2021-04-15 04:49:48.951444, cost_time=3:25:48.891682 2021-04-15 04:40:07,067 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 04:40:10,353 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.96ms, fps=779 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:01.109556, arrival_time=2021-04-15 04:41:11.462953, cost_time=0:00:03.285462 2021-04-15 04:40:13,434 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.52ms, fps=831 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:56.025904, arrival_time=2021-04-15 04:41:09.460381, cost_time=0:00:06.366583 2021-04-15 04:40:16,513 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.37ms, fps=832 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:52.265598, arrival_time=2021-04-15 04:41:08.779159, cost_time=0:00:09.445604 2021-04-15 04:40:19,591 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.840792, arrival_time=2021-04-15 04:41:08.431969, cost_time=0:00:12.523280 2021-04-15 04:40:22,670 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.558570, arrival_time=2021-04-15 04:41:08.228705, cost_time=0:00:15.602235 2021-04-15 04:40:25,749 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.344280, arrival_time=2021-04-15 04:41:08.093492, cost_time=0:00:18.681310 2021-04-15 04:40:28,827 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.166722, arrival_time=2021-04-15 04:41:07.993940, cost_time=0:00:21.759291 2021-04-15 04:40:31,908 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.00ms, fps=831 images/s, loss=0.0031, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.019160, arrival_time=2021-04-15 04:41:07.927853, cost_time=0:00:24.840795 2021-04-15 04:40:34,985 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.880246, arrival_time=2021-04-15 04:41:07.865283, cost_time=0:00:27.917209 2021-04-15 04:40:38,063 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.57ms, fps=832 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.755584, arrival_time=2021-04-15 04:41:07.818893, cost_time=0:00:30.995408 2021-04-15 04:40:41,138 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.42ms, fps=833 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.637210, arrival_time=2021-04-15 04:41:07.775842, cost_time=0:00:34.070814 2021-04-15 04:40:44,216 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.527472, arrival_time=2021-04-15 04:41:07.744005, cost_time=0:00:37.148622 2021-04-15 04:40:47,293 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.422182, arrival_time=2021-04-15 04:41:07.715541, cost_time=0:00:40.225540 2021-04-15 04:40:50,373 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.63ms, fps=831 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.322144, arrival_time=2021-04-15 04:41:07.695386, cost_time=0:00:43.305331 2021-04-15 04:40:53,453 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.224810, arrival_time=2021-04-15 04:41:07.677925, cost_time=0:00:46.385298 2021-04-15 04:40:56,532 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.32ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.129544, arrival_time=2021-04-15 04:41:07.662147, cost_time=0:00:49.464588 2021-04-15 04:40:59,608 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.34ms, fps=833 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.035612, arrival_time=2021-04-15 04:41:07.643935, cost_time=0:00:52.540497 2021-04-15 04:41:02,700 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.51ms, fps=828 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.945136, arrival_time=2021-04-15 04:41:07.645829, cost_time=0:00:55.632714 2021-04-15 04:41:05,786 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.65ms, fps=830 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.854252, arrival_time=2021-04-15 04:41:07.640194, cost_time=0:00:58.717920 2021-04-15 04:41:07,426 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.66ms, fps=829 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:07.426532, cost_time=0:01:00.358648 2021-04-15 04:41:08,469 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.22ms, fps=2458 images/s, loss=0.2269, top1-acc=94.06%, top5-acc=99.88%, remaining_time=0:00:03.124140, arrival_time=2021-04-15 04:41:11.594010, cost_time=0:00:01.041381 2021-04-15 04:41:09,405 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.52ms, fps=2736 images/s, loss=0.2318, top1-acc=94.32%, top5-acc=99.80%, remaining_time=0:00:01.977360, arrival_time=2021-04-15 04:41:11.383254, cost_time=0:00:01.977357 2021-04-15 04:41:10,341 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.40ms, fps=2736 images/s, loss=0.2321, top1-acc=94.32%, top5-acc=99.83%, remaining_time=0:00:00.971150, arrival_time=2021-04-15 04:41:11.313052, cost_time=0:00:02.913443 2021-04-15 04:41:11,193 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=2725 images/s, loss=0.2444, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:11.193473, cost_time=0:00:03.765040 2021-04-15 04:41:11,477 INFO : Epoch=0192 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:08:37.220928, arrival_time=2021-04-15 04:49:48.698002, cost_time=3:26:53.302249 2021-04-15 04:41:11,478 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 04:41:14,735 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=2.04ms, fps=786 images/s, loss=0.0026, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.573504, arrival_time=2021-04-15 04:42:15.308725, cost_time=0:00:03.256636 2021-04-15 04:41:17,814 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.753808, arrival_time=2021-04-15 04:42:13.568099, cost_time=0:00:06.335652 2021-04-15 04:41:20,893 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:52.097440, arrival_time=2021-04-15 04:42:12.991208, cost_time=0:00:09.415199 2021-04-15 04:41:23,980 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.755616, arrival_time=2021-04-15 04:42:12.735618, cost_time=0:00:12.501431 2021-04-15 04:41:27,054 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.37ms, fps=833 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:45.482358, arrival_time=2021-04-15 04:42:12.537150, cost_time=0:00:15.576174 2021-04-15 04:41:30,137 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.293144, arrival_time=2021-04-15 04:42:12.430473, cost_time=0:00:18.658759 2021-04-15 04:41:33,221 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=2.13ms, fps=830 images/s, loss=0.0032, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.136860, arrival_time=2021-04-15 04:42:12.358124, cost_time=0:00:21.742700 2021-04-15 04:41:36,302 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.40ms, fps=831 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.994220, arrival_time=2021-04-15 04:42:12.296285, cost_time=0:00:24.823568 2021-04-15 04:41:39,383 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.865194, arrival_time=2021-04-15 04:42:12.248206, cost_time=0:00:27.904444 2021-04-15 04:41:42,481 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.44ms, fps=826 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.762688, arrival_time=2021-04-15 04:42:12.244053, cost_time=0:00:31.002792 2021-04-15 04:41:45,570 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.64ms, fps=829 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.653636, arrival_time=2021-04-15 04:42:12.224103, cost_time=0:00:34.091899 2021-04-15 04:41:48,663 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.47ms, fps=828 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.550120, arrival_time=2021-04-15 04:42:12.213058, cost_time=0:00:37.184363 2021-04-15 04:41:51,754 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.58ms, fps=828 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.447724, arrival_time=2021-04-15 04:42:12.202089, cost_time=0:00:40.275801 2021-04-15 04:41:54,850 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.38ms, fps=827 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.348576, arrival_time=2021-04-15 04:42:12.198540, cost_time=0:00:43.371392 2021-04-15 04:41:57,936 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.247074, arrival_time=2021-04-15 04:42:12.183504, cost_time=0:00:46.457862 2021-04-15 04:42:01,029 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.148876, arrival_time=2021-04-15 04:42:12.178009, cost_time=0:00:49.550550 2021-04-15 04:42:04,116 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.51ms, fps=829 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.050484, arrival_time=2021-04-15 04:42:12.166891, cost_time=0:00:52.637836 2021-04-15 04:42:07,196 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.952672, arrival_time=2021-04-15 04:42:12.148668, cost_time=0:00:55.717500 2021-04-15 04:42:10,275 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.39ms, fps=831 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.856736, arrival_time=2021-04-15 04:42:12.132016, cost_time=0:00:58.796723 2021-04-15 04:42:11,916 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.25ms, fps=829 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:11.916022, cost_time=0:01:00.437553 2021-04-15 04:42:12,960 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.39ms, fps=2454 images/s, loss=0.2776, top1-acc=93.55%, top5-acc=99.84%, remaining_time=0:00:03.129090, arrival_time=2021-04-15 04:42:16.089877, cost_time=0:00:01.043028 2021-04-15 04:42:13,895 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.38ms, fps=2739 images/s, loss=0.2521, top1-acc=93.77%, top5-acc=99.84%, remaining_time=0:00:01.977920, arrival_time=2021-04-15 04:42:15.873596, cost_time=0:00:01.977915 2021-04-15 04:42:14,831 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.45ms, fps=2736 images/s, loss=0.2553, top1-acc=93.71%, top5-acc=99.78%, remaining_time=0:00:00.971300, arrival_time=2021-04-15 04:42:15.803179, cost_time=0:00:02.913910 2021-04-15 04:42:15,685 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.09ms, fps=2720 images/s, loss=0.2397, top1-acc=93.97%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:15.685323, cost_time=0:00:03.767590 2021-04-15 04:42:15,948 INFO : Epoch=0193 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:07:32.561725, arrival_time=2021-04-15 04:49:48.509828, cost_time=3:27:57.773271 2021-04-15 04:42:15,949 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 04:42:19,280 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.35ms, fps=769 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.959018, arrival_time=2021-04-15 04:43:21.239742, cost_time=0:00:03.331127 2021-04-15 04:42:22,364 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.37ms, fps=830 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:56.449888, arrival_time=2021-04-15 04:43:18.814249, cost_time=0:00:06.414760 2021-04-15 04:42:25,445 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.68ms, fps=831 images/s, loss=0.0026, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:52.542652, arrival_time=2021-04-15 04:43:17.987951, cost_time=0:00:09.495647 2021-04-15 04:42:28,535 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.35ms, fps=829 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:49.083528, arrival_time=2021-04-15 04:43:17.618655, cost_time=0:00:12.585534 2021-04-15 04:42:31,621 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=830 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.762678, arrival_time=2021-04-15 04:43:17.384417, cost_time=0:00:15.672132 2021-04-15 04:42:34,704 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.510200, arrival_time=2021-04-15 04:43:17.214402, cost_time=0:00:18.754525 2021-04-15 04:42:37,782 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.60ms, fps=832 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.299526, arrival_time=2021-04-15 04:43:17.082174, cost_time=0:00:21.833046 2021-04-15 04:42:40,859 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.32ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.119384, arrival_time=2021-04-15 04:43:16.978997, cost_time=0:00:24.909922 2021-04-15 04:42:43,937 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.963138, arrival_time=2021-04-15 04:43:16.900198, cost_time=0:00:27.987529 2021-04-15 04:42:47,015 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.823552, arrival_time=2021-04-15 04:43:16.839353, cost_time=0:00:31.066172 2021-04-15 04:42:50,094 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.42ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.694916, arrival_time=2021-04-15 04:43:16.789135, cost_time=0:00:34.144701 2021-04-15 04:42:53,170 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.33ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.573148, arrival_time=2021-04-15 04:43:16.743504, cost_time=0:00:37.220718 2021-04-15 04:42:56,247 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.459142, arrival_time=2021-04-15 04:43:16.706985, cost_time=0:00:40.298321 2021-04-15 04:42:59,326 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.350480, arrival_time=2021-04-15 04:43:16.676437, cost_time=0:00:43.376266 2021-04-15 04:43:02,403 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.245970, arrival_time=2021-04-15 04:43:16.649713, cost_time=0:00:46.454217 2021-04-15 04:43:05,481 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.34ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.144628, arrival_time=2021-04-15 04:43:16.625748, cost_time=0:00:49.531604 2021-04-15 04:43:08,560 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.046428, arrival_time=2021-04-15 04:43:16.607312, cost_time=0:00:52.611291 2021-04-15 04:43:11,642 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.950416, arrival_time=2021-04-15 04:43:16.592318, cost_time=0:00:55.692194 2021-04-15 04:43:14,731 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.47ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.856280, arrival_time=2021-04-15 04:43:16.588003, cost_time=0:00:58.782123 2021-04-15 04:43:16,373 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.24ms, fps=829 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:16.373434, cost_time=0:01:00.423859 2021-04-15 04:43:17,422 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.60ms, fps=2446 images/s, loss=0.2417, top1-acc=94.30%, top5-acc=99.73%, remaining_time=0:00:03.140100, arrival_time=2021-04-15 04:43:20.562034, cost_time=0:00:01.046703 2021-04-15 04:43:18,357 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.28ms, fps=2739 images/s, loss=0.2488, top1-acc=93.96%, top5-acc=99.82%, remaining_time=0:00:01.981860, arrival_time=2021-04-15 04:43:20.338934, cost_time=0:00:01.981862 2021-04-15 04:43:19,294 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.32ms, fps=2734 images/s, loss=0.2497, top1-acc=93.93%, top5-acc=99.80%, remaining_time=0:00:00.972900, arrival_time=2021-04-15 04:43:20.266854, cost_time=0:00:02.918712 2021-04-15 04:43:20,143 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.06ms, fps=2732 images/s, loss=0.2498, top1-acc=93.93%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:20.143661, cost_time=0:00:03.768517 2021-04-15 04:43:20,407 INFO : Epoch=0194 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:06:27.904086, arrival_time=2021-04-15 04:49:48.311091, cost_time=3:29:02.232169 2021-04-15 04:43:20,408 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 04:43:23,671 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.98ms, fps=785 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.679338, arrival_time=2021-04-15 04:44:24.350240, cost_time=0:00:03.262333 2021-04-15 04:43:26,751 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.97ms, fps=831 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.820336, arrival_time=2021-04-15 04:44:22.572197, cost_time=0:00:06.343225 2021-04-15 04:43:29,838 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:52.180108, arrival_time=2021-04-15 04:44:22.018771, cost_time=0:00:09.430130 2021-04-15 04:43:32,922 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.45ms, fps=830 images/s, loss=0.0025, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.803352, arrival_time=2021-04-15 04:44:21.725575, cost_time=0:00:12.513680 2021-04-15 04:43:36,004 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.541342, arrival_time=2021-04-15 04:44:21.546236, cost_time=0:00:15.596356 2021-04-15 04:43:39,085 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.333808, arrival_time=2021-04-15 04:44:21.419030, cost_time=0:00:18.676671 2021-04-15 04:43:42,165 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.62ms, fps=831 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.162438, arrival_time=2021-04-15 04:44:21.327932, cost_time=0:00:21.756944 2021-04-15 04:43:45,246 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=2.03ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.014752, arrival_time=2021-04-15 04:44:21.261013, cost_time=0:00:24.837723 2021-04-15 04:43:48,328 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.883744, arrival_time=2021-04-15 04:44:21.212393, cost_time=0:00:27.920178 2021-04-15 04:43:51,407 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.36ms, fps=832 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.759040, arrival_time=2021-04-15 04:44:21.166633, cost_time=0:00:30.999022 2021-04-15 04:43:54,484 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.641596, arrival_time=2021-04-15 04:44:21.126528, cost_time=0:00:34.076472 2021-04-15 04:43:57,562 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.52ms, fps=832 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.530816, arrival_time=2021-04-15 04:44:21.093294, cost_time=0:00:37.153949 2021-04-15 04:44:00,639 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.43ms, fps=833 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.424954, arrival_time=2021-04-15 04:44:21.064466, cost_time=0:00:40.231033 2021-04-15 04:44:03,717 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.323768, arrival_time=2021-04-15 04:44:21.041702, cost_time=0:00:43.309469 2021-04-15 04:44:06,807 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.34ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.229134, arrival_time=2021-04-15 04:44:21.036968, cost_time=0:00:46.399288 2021-04-15 04:44:09,891 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.49ms, fps=830 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.133720, arrival_time=2021-04-15 04:44:21.025365, cost_time=0:00:49.483185 2021-04-15 04:44:12,966 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.36ms, fps=833 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.038316, arrival_time=2021-04-15 04:44:21.004973, cost_time=0:00:52.558194 2021-04-15 04:44:16,047 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.945632, arrival_time=2021-04-15 04:44:20.992579, cost_time=0:00:55.638402 2021-04-15 04:44:19,123 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.24ms, fps=832 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.854144, arrival_time=2021-04-15 04:44:20.977161, cost_time=0:00:58.714542 2021-04-15 04:44:20,762 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.24ms, fps=830 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:20.762133, cost_time=0:01:00.353667 2021-04-15 04:44:21,808 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.24ms, fps=2452 images/s, loss=0.2361, top1-acc=94.10%, top5-acc=99.77%, remaining_time=0:00:03.131700, arrival_time=2021-04-15 04:44:24.939702, cost_time=0:00:01.043895 2021-04-15 04:44:22,747 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.28ms, fps=2726 images/s, loss=0.2259, top1-acc=94.47%, top5-acc=99.77%, remaining_time=0:00:01.983440, arrival_time=2021-04-15 04:44:24.731000, cost_time=0:00:01.983447 2021-04-15 04:44:23,683 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.47ms, fps=2735 images/s, loss=0.2364, top1-acc=94.28%, top5-acc=99.74%, remaining_time=0:00:00.973220, arrival_time=2021-04-15 04:44:24.656979, cost_time=0:00:02.919654 2021-04-15 04:44:24,534 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=2728 images/s, loss=0.2406, top1-acc=94.06%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:24.534370, cost_time=0:00:03.770298 2021-04-15 04:44:24,790 INFO : Epoch=0195 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:05:23.246550, arrival_time=2021-04-15 04:49:48.036865, cost_time=3:30:06.615488 2021-04-15 04:44:24,791 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 04:44:28,031 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.03ms, fps=790 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.252840, arrival_time=2021-04-15 04:45:28.283992, cost_time=0:00:03.239397 2021-04-15 04:44:31,115 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.39ms, fps=830 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.651552, arrival_time=2021-04-15 04:45:26.767345, cost_time=0:00:06.324046 2021-04-15 04:44:34,199 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=2.13ms, fps=830 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:52.053948, arrival_time=2021-04-15 04:45:26.253071, cost_time=0:00:09.407333 2021-04-15 04:44:37,279 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.35ms, fps=831 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:48.702264, arrival_time=2021-04-15 04:45:25.981780, cost_time=0:00:12.487757 2021-04-15 04:44:40,357 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.38ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:45.450822, arrival_time=2021-04-15 04:45:25.807906, cost_time=0:00:15.565338 2021-04-15 04:44:43,437 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.37ms, fps=831 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.264312, arrival_time=2021-04-15 04:45:25.702070, cost_time=0:00:18.646011 2021-04-15 04:44:46,515 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.72ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.102714, arrival_time=2021-04-15 04:45:25.618198, cost_time=0:00:21.723741 2021-04-15 04:44:49,592 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.48ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.960464, arrival_time=2021-04-15 04:45:25.552482, cost_time=0:00:24.800351 2021-04-15 04:44:52,671 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.43ms, fps=832 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.835408, arrival_time=2021-04-15 04:45:25.506466, cost_time=0:00:27.879165 2021-04-15 04:44:55,758 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.43ms, fps=830 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.727552, arrival_time=2021-04-15 04:45:25.485519, cost_time=0:00:30.966223 2021-04-15 04:44:58,838 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.53ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.618118, arrival_time=2021-04-15 04:45:25.456271, cost_time=0:00:34.046474 2021-04-15 04:45:01,925 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.49ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.517668, arrival_time=2021-04-15 04:45:25.442601, cost_time=0:00:37.133148 2021-04-15 04:45:05,010 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.41ms, fps=830 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.418882, arrival_time=2021-04-15 04:45:25.429611, cost_time=0:00:40.219052 2021-04-15 04:45:08,101 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.57ms, fps=828 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.323936, arrival_time=2021-04-15 04:45:25.425623, cost_time=0:00:43.309805 2021-04-15 04:45:11,190 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.228812, arrival_time=2021-04-15 04:45:25.418810, cost_time=0:00:46.398318 2021-04-15 04:45:14,270 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.132712, arrival_time=2021-04-15 04:45:25.403102, cost_time=0:00:49.478719 2021-04-15 04:45:17,350 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.98ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.038316, arrival_time=2021-04-15 04:45:25.388336, cost_time=0:00:52.558269 2021-04-15 04:45:20,431 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.945792, arrival_time=2021-04-15 04:45:25.377655, cost_time=0:00:55.640181 2021-04-15 04:45:23,511 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.25ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.854324, arrival_time=2021-04-15 04:45:25.366252, cost_time=0:00:58.720261 2021-04-15 04:45:25,152 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.36ms, fps=829 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:25.152752, cost_time=0:01:00.361081 2021-04-15 04:45:26,203 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.25ms, fps=2440 images/s, loss=0.2585, top1-acc=93.52%, top5-acc=99.84%, remaining_time=0:00:03.147330, arrival_time=2021-04-15 04:45:29.351102, cost_time=0:00:01.049109 2021-04-15 04:45:27,145 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.85ms, fps=2720 images/s, loss=0.2612, top1-acc=93.71%, top5-acc=99.79%, remaining_time=0:00:01.990660, arrival_time=2021-04-15 04:45:29.136137, cost_time=0:00:01.990665 2021-04-15 04:45:28,083 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.38ms, fps=2731 images/s, loss=0.2579, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:00.976320, arrival_time=2021-04-15 04:45:29.059891, cost_time=0:00:02.928951 2021-04-15 04:45:28,937 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=1.11ms, fps=2717 images/s, loss=0.2485, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:28.937879, cost_time=0:00:03.783290 2021-04-15 04:45:29,170 INFO : Epoch=0196 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:04:18.591748, arrival_time=2021-04-15 04:49:47.762284, cost_time=3:31:10.995707 2021-04-15 04:45:29,171 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 04:45:32,485 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.35ms, fps=773 images/s, loss=0.0025, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.632960, arrival_time=2021-04-15 04:46:34.118562, cost_time=0:00:03.313603 2021-04-15 04:45:35,561 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:56.231120, arrival_time=2021-04-15 04:46:31.793006, cost_time=0:00:06.389896 2021-04-15 04:45:38,637 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.41ms, fps=833 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:52.373332, arrival_time=2021-04-15 04:46:31.010383, cost_time=0:00:09.465061 2021-04-15 04:45:41,714 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.49ms, fps=832 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.914580, arrival_time=2021-04-15 04:46:30.628938, cost_time=0:00:12.542192 2021-04-15 04:45:44,791 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:45.609524, arrival_time=2021-04-15 04:46:30.401208, cost_time=0:00:15.619692 2021-04-15 04:45:47,867 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.41ms, fps=833 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:42.375288, arrival_time=2021-04-15 04:46:30.242281, cost_time=0:00:18.695006 2021-04-15 04:45:50,945 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.40ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.192426, arrival_time=2021-04-15 04:46:30.137998, cost_time=0:00:21.773587 2021-04-15 04:45:54,028 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.041780, arrival_time=2021-04-15 04:46:30.070151, cost_time=0:00:24.856387 2021-04-15 04:45:57,112 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.62ms, fps=830 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.907912, arrival_time=2021-04-15 04:46:30.020621, cost_time=0:00:27.940646 2021-04-15 04:46:00,194 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.44ms, fps=831 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.781216, arrival_time=2021-04-15 04:46:29.975354, cost_time=0:00:31.022139 2021-04-15 04:46:03,285 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.42ms, fps=828 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.670664, arrival_time=2021-04-15 04:46:29.956340, cost_time=0:00:34.113683 2021-04-15 04:46:06,369 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.44ms, fps=830 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.558100, arrival_time=2021-04-15 04:46:29.927102, cost_time=0:00:37.197014 2021-04-15 04:46:09,447 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.41ms, fps=832 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.447328, arrival_time=2021-04-15 04:46:29.894337, cost_time=0:00:40.275024 2021-04-15 04:46:12,532 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.57ms, fps=830 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.344376, arrival_time=2021-04-15 04:46:29.877280, cost_time=0:00:43.360913 2021-04-15 04:46:15,623 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.245142, arrival_time=2021-04-15 04:46:29.868744, cost_time=0:00:46.451527 2021-04-15 04:46:18,712 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.41ms, fps=829 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.146536, arrival_time=2021-04-15 04:46:29.858680, cost_time=0:00:49.540134 2021-04-15 04:46:21,801 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.40ms, fps=829 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.049236, arrival_time=2021-04-15 04:46:29.850845, cost_time=0:00:52.629612 2021-04-15 04:46:24,891 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.42ms, fps=829 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.952848, arrival_time=2021-04-15 04:46:29.844427, cost_time=0:00:55.719597 2021-04-15 04:46:27,981 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.45ms, fps=829 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.857150, arrival_time=2021-04-15 04:46:29.838847, cost_time=0:00:58.809703 2021-04-15 04:46:29,629 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.32ms, fps=826 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:29.629019, cost_time=0:01:00.457031 2021-04-15 04:46:30,701 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.21ms, fps=2391 images/s, loss=0.2679, top1-acc=93.71%, top5-acc=99.73%, remaining_time=0:00:03.212280, arrival_time=2021-04-15 04:46:33.914037, cost_time=0:00:01.070758 2021-04-15 04:46:31,638 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.51ms, fps=2735 images/s, loss=0.2460, top1-acc=94.14%, top5-acc=99.77%, remaining_time=0:00:02.007180, arrival_time=2021-04-15 04:46:33.645317, cost_time=0:00:02.007179 2021-04-15 04:46:32,573 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.37ms, fps=2738 images/s, loss=0.2450, top1-acc=94.06%, top5-acc=99.82%, remaining_time=0:00:00.980790, arrival_time=2021-04-15 04:46:33.554095, cost_time=0:00:02.942369 2021-04-15 04:46:33,424 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.06ms, fps=2728 images/s, loss=0.2381, top1-acc=94.10%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:33.424019, cost_time=0:00:03.793092 2021-04-15 04:46:33,708 INFO : Epoch=0197 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:03:13.942137, arrival_time=2021-04-15 04:49:47.650555, cost_time=3:32:15.533589 2021-04-15 04:46:33,709 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 04:46:36,966 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.46ms, fps=786 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.571644, arrival_time=2021-04-15 04:47:37.538170, cost_time=0:00:03.256540 2021-04-15 04:46:40,055 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.842160, arrival_time=2021-04-15 04:47:35.897721, cost_time=0:00:06.345700 2021-04-15 04:46:43,145 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:52.210154, arrival_time=2021-04-15 04:47:35.355593, cost_time=0:00:09.435566 2021-04-15 04:46:46,243 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.73ms, fps=827 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.880572, arrival_time=2021-04-15 04:47:35.123917, cost_time=0:00:12.533477 2021-04-15 04:46:49,347 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.38ms, fps=825 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:45.661646, arrival_time=2021-04-15 04:47:35.009080, cost_time=0:00:15.637563 2021-04-15 04:46:52,440 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.46ms, fps=828 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:42.455120, arrival_time=2021-04-15 04:47:34.895201, cost_time=0:00:18.730208 2021-04-15 04:46:55,533 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.38ms, fps=828 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.283146, arrival_time=2021-04-15 04:47:34.816960, cost_time=0:00:21.823950 2021-04-15 04:46:58,624 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=2.03ms, fps=828 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.126576, arrival_time=2021-04-15 04:47:34.751299, cost_time=0:00:24.914861 2021-04-15 04:47:01,705 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.972784, arrival_time=2021-04-15 04:47:34.678361, cost_time=0:00:27.995791 2021-04-15 04:47:04,787 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.72ms, fps=831 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.834400, arrival_time=2021-04-15 04:47:34.621753, cost_time=0:00:31.077497 2021-04-15 04:47:07,865 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.703258, arrival_time=2021-04-15 04:47:34.568321, cost_time=0:00:34.155288 2021-04-15 04:47:10,945 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.55ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.582344, arrival_time=2021-04-15 04:47:34.527505, cost_time=0:00:37.235273 2021-04-15 04:47:14,021 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.466006, arrival_time=2021-04-15 04:47:34.487556, cost_time=0:00:40.311766 2021-04-15 04:47:17,104 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=2.10ms, fps=831 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.357648, arrival_time=2021-04-15 04:47:34.461658, cost_time=0:00:43.394113 2021-04-15 04:47:20,191 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.50ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.254204, arrival_time=2021-04-15 04:47:34.445231, cost_time=0:00:46.481162 2021-04-15 04:47:23,284 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.98ms, fps=828 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.154276, arrival_time=2021-04-15 04:47:34.438781, cost_time=0:00:49.574591 2021-04-15 04:47:26,364 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.053084, arrival_time=2021-04-15 04:47:34.417694, cost_time=0:00:52.654734 2021-04-15 04:47:29,443 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.954064, arrival_time=2021-04-15 04:47:34.397174, cost_time=0:00:55.733247 2021-04-15 04:47:32,519 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.19ms, fps=832 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.857156, arrival_time=2021-04-15 04:47:34.376941, cost_time=0:00:58.809928 2021-04-15 04:47:34,160 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.21ms, fps=829 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:34.160007, cost_time=0:01:00.450244 2021-04-15 04:47:35,274 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.31ms, fps=2301 images/s, loss=0.2230, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:03.337740, arrival_time=2021-04-15 04:47:38.612053, cost_time=0:00:01.112579 2021-04-15 04:47:36,209 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.31ms, fps=2738 images/s, loss=0.2456, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:02.047960, arrival_time=2021-04-15 04:47:38.257593, cost_time=0:00:02.047953 2021-04-15 04:47:37,145 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.38ms, fps=2737 images/s, loss=0.2458, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:00.994580, arrival_time=2021-04-15 04:47:38.139949, cost_time=0:00:02.983725 2021-04-15 04:47:37,995 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=2729 images/s, loss=0.2398, top1-acc=94.09%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:37.995733, cost_time=0:00:03.834102 2021-04-15 04:47:38,237 INFO : Epoch=0198 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:02:09.293560, arrival_time=2021-04-15 04:49:47.530884, cost_time=3:33:20.062503 2021-04-15 04:47:38,238 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 04:47:41,496 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.99ms, fps=786 images/s, loss=0.0029, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.582990, arrival_time=2021-04-15 04:48:42.078961, cost_time=0:00:03.257149 2021-04-15 04:47:44,582 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=2.23ms, fps=830 images/s, loss=0.0028, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.823504, arrival_time=2021-04-15 04:48:40.405868, cost_time=0:00:06.343580 2021-04-15 04:47:47,667 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.0028, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:52.172472, arrival_time=2021-04-15 04:48:39.840029, cost_time=0:00:09.428767 2021-04-15 04:47:50,753 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.31ms, fps=830 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.805536, arrival_time=2021-04-15 04:48:39.558601, cost_time=0:00:12.514235 2021-04-15 04:47:53,831 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:45.530538, arrival_time=2021-04-15 04:48:39.361946, cost_time=0:00:15.592628 2021-04-15 04:47:56,913 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.46ms, fps=831 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.328368, arrival_time=2021-04-15 04:48:39.241584, cost_time=0:00:18.674305 2021-04-15 04:48:00,001 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.57ms, fps=829 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.172770, arrival_time=2021-04-15 04:48:39.174232, cost_time=0:00:21.762680 2021-04-15 04:48:03,097 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=2.13ms, fps=827 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.045492, arrival_time=2021-04-15 04:48:39.143263, cost_time=0:00:24.858952 2021-04-15 04:48:06,185 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=2.30ms, fps=829 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.914802, arrival_time=2021-04-15 04:48:39.100141, cost_time=0:00:27.946523 2021-04-15 04:48:09,263 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.54ms, fps=832 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.784000, arrival_time=2021-04-15 04:48:39.047761, cost_time=0:00:31.024975 2021-04-15 04:48:12,345 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.36ms, fps=831 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.664988, arrival_time=2021-04-15 04:48:39.010206, cost_time=0:00:34.106394 2021-04-15 04:48:15,434 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.89ms, fps=829 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.557264, arrival_time=2021-04-15 04:48:38.991790, cost_time=0:00:37.195719 2021-04-15 04:48:18,528 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.65ms, fps=828 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.454654, arrival_time=2021-04-15 04:48:38.982864, cost_time=0:00:40.289420 2021-04-15 04:48:21,614 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.40ms, fps=830 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.350368, arrival_time=2021-04-15 04:48:38.965023, cost_time=0:00:43.375860 2021-04-15 04:48:24,697 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.34ms, fps=831 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.247212, arrival_time=2021-04-15 04:48:38.944472, cost_time=0:00:46.458288 2021-04-15 04:48:27,786 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.87ms, fps=829 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.148228, arrival_time=2021-04-15 04:48:38.934742, cost_time=0:00:49.547691 2021-04-15 04:48:30,874 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.46ms, fps=829 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.050146, arrival_time=2021-04-15 04:48:38.924457, cost_time=0:00:52.635489 2021-04-15 04:48:33,951 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.952208, arrival_time=2021-04-15 04:48:38.903468, cost_time=0:00:55.712393 2021-04-15 04:48:37,030 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.26ms, fps=832 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.856586, arrival_time=2021-04-15 04:48:38.887101, cost_time=0:00:58.791798 2021-04-15 04:48:38,672 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.27ms, fps=828 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:38.672641, cost_time=0:01:00.433868 2021-04-15 04:48:39,720 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.18ms, fps=2448 images/s, loss=0.2556, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:03.137550, arrival_time=2021-04-15 04:48:42.857854, cost_time=0:00:01.045847 2021-04-15 04:48:40,655 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.43ms, fps=2738 images/s, loss=0.2433, top1-acc=94.06%, top5-acc=99.80%, remaining_time=0:00:01.981200, arrival_time=2021-04-15 04:48:42.636839, cost_time=0:00:01.981190 2021-04-15 04:48:41,590 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.29ms, fps=2739 images/s, loss=0.2533, top1-acc=93.83%, top5-acc=99.82%, remaining_time=0:00:00.972010, arrival_time=2021-04-15 04:48:42.562473, cost_time=0:00:02.916028 2021-04-15 04:48:42,442 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=2724 images/s, loss=0.2516, top1-acc=93.75%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:42.442349, cost_time=0:00:03.767934 2021-04-15 04:48:42,714 INFO : Epoch=0199 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:01:04.645925, arrival_time=2021-04-15 04:49:47.359913, cost_time=3:34:24.539160 2021-04-15 04:48:42,715 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 04:48:45,943 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.38ms, fps=793 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.038940, arrival_time=2021-04-15 04:49:45.982343, cost_time=0:00:03.227899 2021-04-15 04:48:49,022 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.39ms, fps=832 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.498784, arrival_time=2021-04-15 04:49:44.520991, cost_time=0:00:06.306678 2021-04-15 04:48:52,100 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.53ms, fps=832 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.932934, arrival_time=2021-04-15 04:49:44.033832, cost_time=0:00:09.385460 2021-04-15 04:48:55,180 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.47ms, fps=831 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.614592, arrival_time=2021-04-15 04:49:43.795328, cost_time=0:00:12.465296 2021-04-15 04:48:58,262 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.51ms, fps=831 images/s, loss=0.0023, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:45.396510, arrival_time=2021-04-15 04:49:43.658689, cost_time=0:00:15.546744 2021-04-15 04:49:01,342 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:42.220520, arrival_time=2021-04-15 04:49:43.562643, cost_time=0:00:18.626689 2021-04-15 04:49:04,422 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.43ms, fps=831 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.072852, arrival_time=2021-04-15 04:49:43.495454, cost_time=0:00:21.707167 2021-04-15 04:49:07,502 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.41ms, fps=831 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.940628, arrival_time=2021-04-15 04:49:43.442655, cost_time=0:00:24.786601 2021-04-15 04:49:10,582 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.31ms, fps=831 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.821204, arrival_time=2021-04-15 04:49:43.403589, cost_time=0:00:27.867032 2021-04-15 04:49:13,665 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.58ms, fps=831 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.711424, arrival_time=2021-04-15 04:49:43.376311, cost_time=0:00:30.949411 2021-04-15 04:49:16,746 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.42ms, fps=831 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.605906, arrival_time=2021-04-15 04:49:43.352044, cost_time=0:00:34.030790 2021-04-15 04:49:19,824 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.59ms, fps=832 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.502392, arrival_time=2021-04-15 04:49:43.326822, cost_time=0:00:37.108998 2021-04-15 04:49:22,899 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.44ms, fps=833 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.400930, arrival_time=2021-04-15 04:49:43.299934, cost_time=0:00:40.183658 2021-04-15 04:49:25,976 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.92ms, fps=832 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.304560, arrival_time=2021-04-15 04:49:43.281414, cost_time=0:00:43.261427 2021-04-15 04:49:29,053 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.45ms, fps=832 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.210320, arrival_time=2021-04-15 04:49:43.263729, cost_time=0:00:46.338048 2021-04-15 04:49:32,129 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.31ms, fps=832 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.118132, arrival_time=2021-04-15 04:49:43.247398, cost_time=0:00:49.413917 2021-04-15 04:49:35,207 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.35ms, fps=832 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.028176, arrival_time=2021-04-15 04:49:43.235569, cost_time=0:00:52.491955 2021-04-15 04:49:38,288 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.50ms, fps=831 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.939824, arrival_time=2021-04-15 04:49:43.228298, cost_time=0:00:55.573109 2021-04-15 04:49:41,371 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.21ms, fps=831 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.852284, arrival_time=2021-04-15 04:49:43.223260, cost_time=0:00:58.655633 2021-04-15 04:49:43,010 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.48ms, fps=830 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:43.010577, cost_time=0:01:00.295258 2021-04-15 04:49:44,057 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.21ms, fps=2450 images/s, loss=0.2435, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:03.134880, arrival_time=2021-04-15 04:49:47.192039, cost_time=0:00:01.044963 2021-04-15 04:49:44,995 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.49ms, fps=2731 images/s, loss=0.2381, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:01.982720, arrival_time=2021-04-15 04:49:46.977707, cost_time=0:00:01.982717 2021-04-15 04:49:45,931 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.23ms, fps=2735 images/s, loss=0.2454, top1-acc=93.87%, top5-acc=99.86%, remaining_time=0:00:00.973110, arrival_time=2021-04-15 04:49:46.904629, cost_time=0:00:02.919343 2021-04-15 04:49:46,786 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.09ms, fps=2716 images/s, loss=0.2355, top1-acc=93.90%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:46.786014, cost_time=0:00:03.773861 2021-04-15 04:49:47,065 INFO : Epoch=0200 complete, best val top1-acc=94.22%, top5-acc=99.80% (epoch=183), remaining_time=0:00:00, arrival_time=2021-04-15 04:49:47.065328, cost_time=3:35:28.890482