2021-04-14 21:11:05,319 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-14 21:11:05,326 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_repvgg_a1'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:42425', 'modifications': ['model.name=cifar100_repvgg_a1'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/repvgg_a1'), 'world_size': 1} 2021-04-14 21:11:06,230 INFO : Model details: n_params=12.94M, flops=851.44M. 2021-04-14 21:11:13,618 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:18,343 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.51ms, fps=542 images/s, loss=5.1179, top1-acc=1.17%, top5-acc=5.27%, remaining_time=0:01:27.883884, arrival_time=2021-04-14 21:12:46.227267, cost_time=0:00:04.724937 2021-04-14 21:11:22,084 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=4.9932, top1-acc=1.25%, top5-acc=5.82%, remaining_time=0:01:14.500272, arrival_time=2021-04-14 21:12:36.584558, cost_time=0:00:08.465933 2021-04-14 21:11:25,822 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=2.07ms, fps=685 images/s, loss=4.8713, top1-acc=1.38%, top5-acc=6.33%, remaining_time=0:01:07.528136, arrival_time=2021-04-14 21:12:33.350446, cost_time=0:00:12.203866 2021-04-14 21:11:29,569 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.94ms, fps=683 images/s, loss=4.7911, top1-acc=1.72%, top5-acc=7.10%, remaining_time=0:01:02.211084, arrival_time=2021-04-14 21:12:31.780974, cost_time=0:00:15.951577 2021-04-14 21:11:33,318 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=4.7277, top1-acc=1.79%, top5-acc=8.07%, remaining_time=0:00:57.522832, arrival_time=2021-04-14 21:12:30.840858, cost_time=0:00:19.699598 2021-04-14 21:11:37,060 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=4.6650, top1-acc=2.06%, top5-acc=9.21%, remaining_time=0:00:53.134928, arrival_time=2021-04-14 21:12:30.195152, cost_time=0:00:23.441874 2021-04-14 21:11:40,817 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=4.6081, top1-acc=2.34%, top5-acc=10.42%, remaining_time=0:00:48.958056, arrival_time=2021-04-14 21:12:29.775408, cost_time=0:00:27.198935 2021-04-14 21:11:44,561 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=4.5534, top1-acc=2.74%, top5-acc=11.76%, remaining_time=0:00:44.867408, arrival_time=2021-04-14 21:12:29.428852, cost_time=0:00:30.943038 2021-04-14 21:11:48,306 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=2.60ms, fps=684 images/s, loss=4.4983, top1-acc=3.19%, top5-acc=13.23%, remaining_time=0:00:40.854308, arrival_time=2021-04-14 21:12:29.160366, cost_time=0:00:34.687659 2021-04-14 21:11:52,050 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.52ms, fps=684 images/s, loss=4.4556, top1-acc=3.49%, top5-acc=14.37%, remaining_time=0:00:36.895104, arrival_time=2021-04-14 21:12:28.945894, cost_time=0:00:38.432403 2021-04-14 21:11:55,804 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=2.41ms, fps=682 images/s, loss=4.4093, top1-acc=3.91%, top5-acc=15.70%, remaining_time=0:00:32.981860, arrival_time=2021-04-14 21:12:28.786490, cost_time=0:00:42.186108 2021-04-14 21:11:59,560 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=4.3665, top1-acc=4.35%, top5-acc=16.86%, remaining_time=0:00:29.096524, arrival_time=2021-04-14 21:12:28.656739, cost_time=0:00:45.941858 2021-04-14 21:12:03,304 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=4.3285, top1-acc=4.74%, top5-acc=17.94%, remaining_time=0:00:25.225464, arrival_time=2021-04-14 21:12:28.530277, cost_time=0:00:49.686498 2021-04-14 21:12:07,048 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.17ms, fps=684 images/s, loss=4.2960, top1-acc=5.01%, top5-acc=18.88%, remaining_time=0:00:21.372008, arrival_time=2021-04-14 21:12:28.420413, cost_time=0:00:53.430061 2021-04-14 21:12:10,793 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.97ms, fps=684 images/s, loss=4.2611, top1-acc=5.40%, top5-acc=19.90%, remaining_time=0:00:17.533544, arrival_time=2021-04-14 21:12:28.326562, cost_time=0:00:57.174536 2021-04-14 21:12:14,534 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.16ms, fps=684 images/s, loss=4.2311, top1-acc=5.74%, top5-acc=20.79%, remaining_time=0:00:13.706172, arrival_time=2021-04-14 21:12:28.240756, cost_time=0:01:00.916287 2021-04-14 21:12:18,283 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=4.2035, top1-acc=5.99%, top5-acc=21.52%, remaining_time=0:00:09.889958, arrival_time=2021-04-14 21:12:28.173522, cost_time=0:01:04.665046 2021-04-14 21:12:22,031 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=4.1790, top1-acc=6.27%, top5-acc=22.24%, remaining_time=0:00:06.081184, arrival_time=2021-04-14 21:12:28.112755, cost_time=0:01:08.413243 2021-04-14 21:12:25,777 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.54ms, fps=684 images/s, loss=4.1558, top1-acc=6.52%, top5-acc=22.91%, remaining_time=0:00:02.278698, arrival_time=2021-04-14 21:12:28.055830, cost_time=0:01:12.158821 2021-04-14 21:12:27,771 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=4.1401, top1-acc=6.65%, top5-acc=23.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:27.770926, cost_time=0:01:14.152620 2021-04-14 21:12:29,296 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.30ms, fps=1681 images/s, loss=3.7257, top1-acc=11.05%, top5-acc=35.20%, remaining_time=0:00:04.568040, arrival_time=2021-04-14 21:12:33.864313, cost_time=0:00:01.522680 2021-04-14 21:12:30,489 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.77ms, fps=2146 images/s, loss=3.7268, top1-acc=10.80%, top5-acc=34.98%, remaining_time=0:00:02.716440, arrival_time=2021-04-14 21:12:33.206327, cost_time=0:00:02.716435 2021-04-14 21:12:31,683 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.14ms, fps=2145 images/s, loss=3.7245, top1-acc=10.86%, top5-acc=35.01%, remaining_time=0:00:01.303480, arrival_time=2021-04-14 21:12:32.987311, cost_time=0:00:03.910441 2021-04-14 21:12:32,777 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=1.24ms, fps=2122 images/s, loss=3.7295, top1-acc=11.11%, top5-acc=34.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:32.777482, cost_time=0:00:05.004116 2021-04-14 21:12:33,361 INFO : Epoch=0001 complete, best val top1-acc=11.11%, top5-acc=34.96% (epoch=1), remaining_time=4:24:29.422757, arrival_time=2021-04-15 01:37:02.784335, cost_time=0:01:19.745843 2021-04-14 21:12:33,363 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:12:37,328 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.52ms, fps=646 images/s, loss=3.6458, top1-acc=12.03%, top5-acc=37.07%, remaining_time=0:01:13.746210, arrival_time=2021-04-14 21:13:51.074822, cost_time=0:00:03.964846 2021-04-14 21:12:41,080 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=3.6249, top1-acc=12.71%, top5-acc=38.11%, remaining_time=0:01:07.903264, arrival_time=2021-04-14 21:13:48.983233, cost_time=0:00:07.716285 2021-04-14 21:12:44,832 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=3.35ms, fps=682 images/s, loss=3.6136, top1-acc=13.41%, top5-acc=38.58%, remaining_time=0:01:03.458646, arrival_time=2021-04-14 21:13:48.290821, cost_time=0:00:11.468438 2021-04-14 21:12:48,576 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=2.54ms, fps=684 images/s, loss=3.6035, top1-acc=13.35%, top5-acc=38.70%, remaining_time=0:00:59.328048, arrival_time=2021-04-14 21:13:47.904040, cost_time=0:00:15.212311 2021-04-14 21:12:52,318 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.00ms, fps=684 images/s, loss=3.5884, top1-acc=13.85%, top5-acc=38.97%, remaining_time=0:00:55.347140, arrival_time=2021-04-14 21:13:47.665325, cost_time=0:00:18.954516 2021-04-14 21:12:56,062 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.89ms, fps=684 images/s, loss=3.5709, top1-acc=13.95%, top5-acc=39.37%, remaining_time=0:00:51.451520, arrival_time=2021-04-14 21:13:47.514382, cost_time=0:00:22.699207 2021-04-14 21:12:59,817 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=3.5568, top1-acc=14.26%, top5-acc=39.85%, remaining_time=0:00:47.616534, arrival_time=2021-04-14 21:13:47.433810, cost_time=0:00:26.453611 2021-04-14 21:13:03,568 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=3.5438, top1-acc=14.46%, top5-acc=40.33%, remaining_time=0:00:43.796960, arrival_time=2021-04-14 21:13:47.365408, cost_time=0:00:30.204794 2021-04-14 21:13:07,318 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=3.5288, top1-acc=14.66%, top5-acc=40.79%, remaining_time=0:00:39.991362, arrival_time=2021-04-14 21:13:47.309921, cost_time=0:00:33.954907 2021-04-14 21:13:11,067 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=3.5138, top1-acc=14.90%, top5-acc=41.24%, remaining_time=0:00:36.195744, arrival_time=2021-04-14 21:13:47.263368, cost_time=0:00:37.703920 2021-04-14 21:13:14,821 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=3.4998, top1-acc=15.17%, top5-acc=41.75%, remaining_time=0:00:32.412540, arrival_time=2021-04-14 21:13:47.234165, cost_time=0:00:41.457878 2021-04-14 21:13:18,571 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.66ms, fps=683 images/s, loss=3.4867, top1-acc=15.41%, top5-acc=42.02%, remaining_time=0:00:28.631708, arrival_time=2021-04-14 21:13:47.203481, cost_time=0:00:45.208019 2021-04-14 21:13:22,327 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=3.01ms, fps=682 images/s, loss=3.4746, top1-acc=15.72%, top5-acc=42.33%, remaining_time=0:00:24.858636, arrival_time=2021-04-14 21:13:47.186392, cost_time=0:00:48.963975 2021-04-14 21:13:26,080 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=3.4607, top1-acc=15.95%, top5-acc=42.66%, remaining_time=0:00:21.086576, arrival_time=2021-04-14 21:13:47.166691, cost_time=0:00:52.716450 2021-04-14 21:13:29,861 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.84ms, fps=677 images/s, loss=3.4443, top1-acc=16.23%, top5-acc=43.14%, remaining_time=0:00:17.325946, arrival_time=2021-04-14 21:13:47.187316, cost_time=0:00:56.497709 2021-04-14 21:13:33,627 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.84ms, fps=680 images/s, loss=3.4314, top1-acc=16.52%, top5-acc=43.44%, remaining_time=0:00:13.559292, arrival_time=2021-04-14 21:13:47.186391, cost_time=0:01:00.263446 2021-04-14 21:13:37,391 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=3.4173, top1-acc=16.69%, top5-acc=43.85%, remaining_time=0:00:09.792406, arrival_time=2021-04-14 21:13:47.183581, cost_time=0:01:04.027337 2021-04-14 21:13:41,162 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=2.16ms, fps=679 images/s, loss=3.4025, top1-acc=16.96%, top5-acc=44.25%, remaining_time=0:00:06.026544, arrival_time=2021-04-14 21:13:47.188892, cost_time=0:01:07.798615 2021-04-14 21:13:44,930 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=2.43ms, fps=680 images/s, loss=3.3896, top1-acc=17.24%, top5-acc=44.66%, remaining_time=0:00:02.260002, arrival_time=2021-04-14 21:13:47.190359, cost_time=0:01:11.566689 2021-04-14 21:13:46,938 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.88ms, fps=677 images/s, loss=3.3825, top1-acc=17.37%, top5-acc=44.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:46.938389, cost_time=0:01:13.574672 2021-04-14 21:13:48,266 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.22ms, fps=1930 images/s, loss=3.4162, top1-acc=17.42%, top5-acc=45.00%, remaining_time=0:00:03.978540, arrival_time=2021-04-14 21:13:52.245438, cost_time=0:00:01.326183 2021-04-14 21:13:49,459 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.43ms, fps=2148 images/s, loss=3.3997, top1-acc=18.01%, top5-acc=44.69%, remaining_time=0:00:02.518500, arrival_time=2021-04-14 21:13:51.977685, cost_time=0:00:02.518494 2021-04-14 21:13:50,653 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.48ms, fps=2144 images/s, loss=3.4094, top1-acc=17.94%, top5-acc=44.35%, remaining_time=0:00:01.237610, arrival_time=2021-04-14 21:13:51.891198, cost_time=0:00:03.712829 2021-04-14 21:13:51,739 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=1.34ms, fps=2138 images/s, loss=3.3890, top1-acc=18.07%, top5-acc=44.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:51.739282, cost_time=0:00:04.798611 2021-04-14 21:13:53,338 INFO : Epoch=0002 complete, best val top1-acc=18.07%, top5-acc=44.60% (epoch=2), remaining_time=4:23:32.503740, arrival_time=2021-04-15 01:37:25.841735, cost_time=0:02:39.722260 2021-04-14 21:13:53,339 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:13:57,324 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.56ms, fps=643 images/s, loss=3.1184, top1-acc=21.60%, top5-acc=52.11%, remaining_time=0:01:14.108352, arrival_time=2021-04-14 21:15:11.432253, cost_time=0:00:03.984317 2021-04-14 21:14:01,078 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=3.0918, top1-acc=22.62%, top5-acc=52.93%, remaining_time=0:01:08.101968, arrival_time=2021-04-14 21:15:09.180403, cost_time=0:00:07.738862 2021-04-14 21:14:04,830 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=3.0791, top1-acc=22.79%, top5-acc=53.15%, remaining_time=0:01:03.582150, arrival_time=2021-04-14 21:15:08.412469, cost_time=0:00:11.490753 2021-04-14 21:14:08,577 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=3.0486, top1-acc=23.66%, top5-acc=53.91%, remaining_time=0:00:59.428980, arrival_time=2021-04-14 21:15:08.006762, cost_time=0:00:15.238210 2021-04-14 21:14:12,334 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=3.0322, top1-acc=23.70%, top5-acc=54.41%, remaining_time=0:00:55.465838, arrival_time=2021-04-14 21:15:07.800528, cost_time=0:00:18.995128 2021-04-14 21:14:16,093 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=3.0201, top1-acc=24.03%, top5-acc=54.82%, remaining_time=0:00:51.574328, arrival_time=2021-04-14 21:15:07.667243, cost_time=0:00:22.753357 2021-04-14 21:14:19,856 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=3.17ms, fps=680 images/s, loss=3.0037, top1-acc=24.27%, top5-acc=55.35%, remaining_time=0:00:47.731068, arrival_time=2021-04-14 21:15:07.587792, cost_time=0:00:26.517244 2021-04-14 21:14:23,632 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.96ms, fps=678 images/s, loss=2.9910, top1-acc=24.61%, top5-acc=55.60%, remaining_time=0:00:43.924560, arrival_time=2021-04-14 21:15:07.556856, cost_time=0:00:30.292825 2021-04-14 21:14:27,397 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=2.27ms, fps=680 images/s, loss=2.9775, top1-acc=24.85%, top5-acc=55.95%, remaining_time=0:00:40.112308, arrival_time=2021-04-14 21:15:07.509421, cost_time=0:00:34.057638 2021-04-14 21:14:31,162 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=2.9663, top1-acc=25.05%, top5-acc=56.21%, remaining_time=0:00:36.309504, arrival_time=2021-04-14 21:15:07.471537, cost_time=0:00:37.822433 2021-04-14 21:14:34,928 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=2.9552, top1-acc=25.31%, top5-acc=56.53%, remaining_time=0:00:32.514880, arrival_time=2021-04-14 21:15:07.443253, cost_time=0:00:41.588844 2021-04-14 21:14:38,693 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=2.9434, top1-acc=25.56%, top5-acc=56.84%, remaining_time=0:00:28.724124, arrival_time=2021-04-14 21:15:07.417472, cost_time=0:00:45.353890 2021-04-14 21:14:42,449 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=2.9309, top1-acc=25.74%, top5-acc=57.15%, remaining_time=0:00:24.932952, arrival_time=2021-04-14 21:15:07.382792, cost_time=0:00:49.110359 2021-04-14 21:14:46,210 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=2.9203, top1-acc=25.88%, top5-acc=57.45%, remaining_time=0:00:21.148120, arrival_time=2021-04-14 21:15:07.358093, cost_time=0:00:52.870284 2021-04-14 21:14:49,976 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=2.9072, top1-acc=26.23%, top5-acc=57.82%, remaining_time=0:00:17.368726, arrival_time=2021-04-14 21:15:07.345368, cost_time=0:00:56.637177 2021-04-14 21:14:53,745 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=2.24ms, fps=679 images/s, loss=2.8951, top1-acc=26.49%, top5-acc=58.19%, remaining_time=0:00:13.591368, arrival_time=2021-04-14 21:15:07.337045, cost_time=0:01:00.406032 2021-04-14 21:14:57,520 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.74ms, fps=678 images/s, loss=2.8801, top1-acc=26.74%, top5-acc=58.52%, remaining_time=0:00:09.815910, arrival_time=2021-04-14 21:15:07.336447, cost_time=0:01:04.180965 2021-04-14 21:15:01,296 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.37ms, fps=678 images/s, loss=2.8693, top1-acc=26.95%, top5-acc=58.74%, remaining_time=0:00:06.040640, arrival_time=2021-04-14 21:15:07.337262, cost_time=0:01:07.957127 2021-04-14 21:15:05,052 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=2.8559, top1-acc=27.23%, top5-acc=59.04%, remaining_time=0:00:02.264628, arrival_time=2021-04-14 21:15:07.317415, cost_time=0:01:11.713225 2021-04-14 21:15:07,063 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=3.26ms, fps=677 images/s, loss=2.8500, top1-acc=27.33%, top5-acc=59.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:07.063283, cost_time=0:01:13.723711 2021-04-14 21:15:08,422 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.23ms, fps=1888 images/s, loss=2.7452, top1-acc=30.00%, top5-acc=61.76%, remaining_time=0:00:04.067880, arrival_time=2021-04-14 21:15:12.490341, cost_time=0:00:01.355961 2021-04-14 21:15:09,622 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.53ms, fps=2134 images/s, loss=2.7229, top1-acc=30.10%, top5-acc=62.50%, remaining_time=0:00:02.556240, arrival_time=2021-04-14 21:15:12.178997, cost_time=0:00:02.556240 2021-04-14 21:15:10,818 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.57ms, fps=2142 images/s, loss=2.7216, top1-acc=29.97%, top5-acc=62.43%, remaining_time=0:00:01.250670, arrival_time=2021-04-14 21:15:12.069241, cost_time=0:00:03.752024 2021-04-14 21:15:11,906 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=2134 images/s, loss=2.7202, top1-acc=29.63%, top5-acc=61.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:11.906217, cost_time=0:00:04.839777 2021-04-14 21:15:13,986 INFO : Epoch=0003 complete, best val top1-acc=29.63%, top5-acc=61.97% (epoch=3), remaining_time=4:23:04.365157, arrival_time=2021-04-15 01:38:18.351956, cost_time=0:04:00.371042 2021-04-14 21:15:13,989 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:15:17,976 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.77ms, fps=642 images/s, loss=2.5620, top1-acc=32.27%, top5-acc=66.60%, remaining_time=0:01:14.142576, arrival_time=2021-04-14 21:16:32.118500, cost_time=0:00:03.986162 2021-04-14 21:15:21,745 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=3.81ms, fps=679 images/s, loss=2.5468, top1-acc=33.01%, top5-acc=66.46%, remaining_time=0:01:08.247696, arrival_time=2021-04-14 21:16:29.992769, cost_time=0:00:07.755419 2021-04-14 21:15:25,512 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.78ms, fps=680 images/s, loss=2.5474, top1-acc=33.36%, top5-acc=66.02%, remaining_time=0:01:03.759936, arrival_time=2021-04-14 21:16:29.272473, cost_time=0:00:11.522865 2021-04-14 21:15:29,278 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=2.5338, top1-acc=33.69%, top5-acc=66.31%, remaining_time=0:00:59.625072, arrival_time=2021-04-14 21:16:28.903305, cost_time=0:00:15.288498 2021-04-14 21:15:33,042 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=2.5266, top1-acc=33.82%, top5-acc=66.37%, remaining_time=0:00:55.634468, arrival_time=2021-04-14 21:16:28.676996, cost_time=0:00:19.052876 2021-04-14 21:15:36,807 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=2.5165, top1-acc=33.76%, top5-acc=66.88%, remaining_time=0:00:51.720528, arrival_time=2021-04-14 21:16:28.528040, cost_time=0:00:22.817892 2021-04-14 21:15:40,570 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=2.5073, top1-acc=34.06%, top5-acc=67.03%, remaining_time=0:00:47.845602, arrival_time=2021-04-14 21:16:28.416350, cost_time=0:00:26.580857 2021-04-14 21:15:44,329 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=2.4968, top1-acc=34.14%, top5-acc=67.47%, remaining_time=0:00:43.992304, arrival_time=2021-04-14 21:16:28.321538, cost_time=0:00:30.339529 2021-04-14 21:15:48,111 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.64ms, fps=677 images/s, loss=2.4931, top1-acc=34.24%, top5-acc=67.54%, remaining_time=0:00:40.187356, arrival_time=2021-04-14 21:16:28.298292, cost_time=0:00:34.121325 2021-04-14 21:15:51,860 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=2.4791, top1-acc=34.57%, top5-acc=67.84%, remaining_time=0:00:36.355968, arrival_time=2021-04-14 21:16:28.216329, cost_time=0:00:37.870757 2021-04-14 21:15:55,612 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=2.4704, top1-acc=34.80%, top5-acc=68.08%, remaining_time=0:00:32.541024, arrival_time=2021-04-14 21:16:28.152934, cost_time=0:00:41.622236 2021-04-14 21:15:59,385 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=2.14ms, fps=679 images/s, loss=2.4608, top1-acc=35.02%, top5-acc=68.37%, remaining_time=0:00:28.750572, arrival_time=2021-04-14 21:16:28.135865, cost_time=0:00:45.395692 2021-04-14 21:16:03,140 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=2.4561, top1-acc=35.11%, top5-acc=68.57%, remaining_time=0:00:24.953280, arrival_time=2021-04-14 21:16:28.093308, cost_time=0:00:49.150426 2021-04-14 21:16:06,911 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.94ms, fps=679 images/s, loss=2.4520, top1-acc=35.21%, top5-acc=68.66%, remaining_time=0:00:21.168560, arrival_time=2021-04-14 21:16:28.079671, cost_time=0:00:52.921438 2021-04-14 21:16:10,687 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=2.64ms, fps=678 images/s, loss=2.4428, top1-acc=35.39%, top5-acc=68.88%, remaining_time=0:00:17.387218, arrival_time=2021-04-14 21:16:28.074249, cost_time=0:00:56.697423 2021-04-14 21:16:14,442 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=2.4341, top1-acc=35.59%, top5-acc=69.07%, remaining_time=0:00:13.601844, arrival_time=2021-04-14 21:16:28.044065, cost_time=0:01:00.452607 2021-04-14 21:16:18,188 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=4.21ms, fps=683 images/s, loss=2.4244, top1-acc=35.83%, top5-acc=69.29%, remaining_time=0:00:09.818666, arrival_time=2021-04-14 21:16:28.007363, cost_time=0:01:04.199019 2021-04-14 21:16:21,952 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=2.4127, top1-acc=36.06%, top5-acc=69.51%, remaining_time=0:00:06.041104, arrival_time=2021-04-14 21:16:27.993070, cost_time=0:01:07.962364 2021-04-14 21:16:25,702 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.30ms, fps=683 images/s, loss=2.4017, top1-acc=36.31%, top5-acc=69.77%, remaining_time=0:00:02.264610, arrival_time=2021-04-14 21:16:27.966938, cost_time=0:01:11.712624 2021-04-14 21:16:27,718 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=2.03ms, fps=675 images/s, loss=2.3999, top1-acc=36.36%, top5-acc=69.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:27.718659, cost_time=0:01:13.728908 2021-04-14 21:16:29,076 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.52ms, fps=1890 images/s, loss=2.5490, top1-acc=34.69%, top5-acc=67.42%, remaining_time=0:00:04.063500, arrival_time=2021-04-14 21:16:33.140076, cost_time=0:00:01.354496 2021-04-14 21:16:30,270 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.40ms, fps=2146 images/s, loss=2.5235, top1-acc=35.62%, top5-acc=67.75%, remaining_time=0:00:02.548280, arrival_time=2021-04-14 21:16:32.818533, cost_time=0:00:02.548283 2021-04-14 21:16:31,460 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.59ms, fps=2151 images/s, loss=2.5252, top1-acc=35.08%, top5-acc=67.23%, remaining_time=0:00:01.246310, arrival_time=2021-04-14 21:16:32.707212, cost_time=0:00:03.738929 2021-04-14 21:16:32,562 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.13ms, fps=2107 images/s, loss=2.5255, top1-acc=34.89%, top5-acc=67.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:32.562273, cost_time=0:00:04.840303 2021-04-14 21:16:34,536 INFO : Epoch=0004 complete, best val top1-acc=34.89%, top5-acc=67.21% (epoch=4), remaining_time=4:22:05.110968, arrival_time=2021-04-15 01:38:39.647324, cost_time=0:05:20.920630 2021-04-14 21:16:34,537 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:16:38,460 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=2.57ms, fps=653 images/s, loss=2.1706, top1-acc=41.80%, top5-acc=74.84%, remaining_time=0:01:12.961476, arrival_time=2021-04-14 21:17:51.422025, cost_time=0:00:03.922655 2021-04-14 21:16:42,225 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=2.1784, top1-acc=41.80%, top5-acc=74.71%, remaining_time=0:01:07.653344, arrival_time=2021-04-14 21:17:49.879088, cost_time=0:00:07.687886 2021-04-14 21:16:45,991 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=2.81ms, fps=680 images/s, loss=2.1632, top1-acc=41.73%, top5-acc=74.71%, remaining_time=0:01:03.378302, arrival_time=2021-04-14 21:17:49.370121, cost_time=0:00:11.453904 2021-04-14 21:16:49,756 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=2.1642, top1-acc=41.66%, top5-acc=74.65%, remaining_time=0:00:59.352072, arrival_time=2021-04-14 21:17:49.108473, cost_time=0:00:15.218467 2021-04-14 21:16:53,525 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.86ms, fps=679 images/s, loss=2.1530, top1-acc=42.02%, top5-acc=74.90%, remaining_time=0:00:55.442040, arrival_time=2021-04-14 21:17:48.967015, cost_time=0:00:18.986998 2021-04-14 21:16:57,284 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=2.02ms, fps=681 images/s, loss=2.1420, top1-acc=42.15%, top5-acc=75.16%, remaining_time=0:00:51.558280, arrival_time=2021-04-14 21:17:48.842406, cost_time=0:00:22.746295 2021-04-14 21:17:01,034 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=2.1321, top1-acc=42.10%, top5-acc=75.48%, remaining_time=0:00:47.693646, arrival_time=2021-04-14 21:17:48.728094, cost_time=0:00:26.496492 2021-04-14 21:17:04,782 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=4.83ms, fps=683 images/s, loss=2.1262, top1-acc=42.19%, top5-acc=75.64%, remaining_time=0:00:43.855076, arrival_time=2021-04-14 21:17:48.637877, cost_time=0:00:30.244898 2021-04-14 21:17:08,532 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=3.11ms, fps=683 images/s, loss=2.1206, top1-acc=42.42%, top5-acc=75.70%, remaining_time=0:00:40.037684, arrival_time=2021-04-14 21:17:48.569786, cost_time=0:00:33.994238 2021-04-14 21:17:12,290 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=2.1228, top1-acc=42.40%, top5-acc=75.60%, remaining_time=0:00:36.242496, arrival_time=2021-04-14 21:17:48.533040, cost_time=0:00:37.752626 2021-04-14 21:17:16,059 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=2.42ms, fps=680 images/s, loss=2.1131, top1-acc=42.61%, top5-acc=75.83%, remaining_time=0:00:32.461818, arrival_time=2021-04-14 21:17:48.520840, cost_time=0:00:41.520885 2021-04-14 21:17:19,814 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=2.1081, top1-acc=42.74%, top5-acc=75.94%, remaining_time=0:00:28.675408, arrival_time=2021-04-14 21:17:48.490227, cost_time=0:00:45.276979 2021-04-14 21:17:23,561 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=2.1052, top1-acc=42.73%, top5-acc=75.99%, remaining_time=0:00:24.888666, arrival_time=2021-04-14 21:17:48.449936, cost_time=0:00:49.023106 2021-04-14 21:17:27,330 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=5.97ms, fps=679 images/s, loss=2.0973, top1-acc=42.97%, top5-acc=76.18%, remaining_time=0:00:21.117096, arrival_time=2021-04-14 21:17:48.447664, cost_time=0:00:52.792710 2021-04-14 21:17:31,097 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=2.0923, top1-acc=43.07%, top5-acc=76.28%, remaining_time=0:00:17.344760, arrival_time=2021-04-14 21:17:48.441843, cost_time=0:00:56.559059 2021-04-14 21:17:34,861 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=2.0873, top1-acc=43.26%, top5-acc=76.37%, remaining_time=0:00:13.572828, arrival_time=2021-04-14 21:17:48.434492, cost_time=0:01:00.323717 2021-04-14 21:17:38,621 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.69ms, fps=681 images/s, loss=2.0795, top1-acc=43.41%, top5-acc=76.49%, remaining_time=0:00:09.801038, arrival_time=2021-04-14 21:17:48.422501, cost_time=0:01:04.083628 2021-04-14 21:17:42,375 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=2.0806, top1-acc=43.44%, top5-acc=76.45%, remaining_time=0:00:06.029936, arrival_time=2021-04-14 21:17:48.404790, cost_time=0:01:07.836807 2021-04-14 21:17:46,125 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=2.0726, top1-acc=43.61%, top5-acc=76.61%, remaining_time=0:00:02.260668, arrival_time=2021-04-14 21:17:48.386461, cost_time=0:01:11.587826 2021-04-14 21:17:48,136 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.35ms, fps=677 images/s, loss=2.0703, top1-acc=43.72%, top5-acc=76.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:48.136363, cost_time=0:01:13.598523 2021-04-14 21:17:49,490 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.23ms, fps=1893 images/s, loss=2.2907, top1-acc=38.67%, top5-acc=72.07%, remaining_time=0:00:04.056810, arrival_time=2021-04-14 21:17:53.547533, cost_time=0:00:01.352268 2021-04-14 21:17:50,684 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.54ms, fps=2146 images/s, loss=2.2237, top1-acc=40.21%, top5-acc=73.34%, remaining_time=0:00:02.545780, arrival_time=2021-04-14 21:17:53.230068, cost_time=0:00:02.545778 2021-04-14 21:17:51,891 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.53ms, fps=2121 images/s, loss=2.2230, top1-acc=40.00%, top5-acc=73.58%, remaining_time=0:00:01.251130, arrival_time=2021-04-14 21:17:53.142960, cost_time=0:00:03.753401 2021-04-14 21:17:52,989 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=2114 images/s, loss=2.2420, top1-acc=39.99%, top5-acc=73.39%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:52.989639, cost_time=0:00:04.851176 2021-04-14 21:17:54,891 INFO : Epoch=0005 complete, best val top1-acc=39.99%, top5-acc=73.39% (epoch=5), remaining_time=4:20:49.742940, arrival_time=2021-04-15 01:38:44.634148, cost_time=0:06:41.275459 2021-04-14 21:17:54,892 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:17:58,905 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.02ms, fps=638 images/s, loss=1.9366, top1-acc=47.27%, top5-acc=78.36%, remaining_time=0:01:14.628036, arrival_time=2021-04-14 21:19:13.533076, cost_time=0:00:04.012260 2021-04-14 21:18:02,664 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=1.9201, top1-acc=47.36%, top5-acc=78.65%, remaining_time=0:01:08.393600, arrival_time=2021-04-14 21:19:11.058352, cost_time=0:00:07.771996 2021-04-14 21:18:06,424 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=1.9001, top1-acc=47.94%, top5-acc=79.02%, remaining_time=0:01:03.803760, arrival_time=2021-04-14 21:19:10.227608, cost_time=0:00:11.530794 2021-04-14 21:18:10,189 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=4.44ms, fps=680 images/s, loss=1.9105, top1-acc=47.80%, top5-acc=78.91%, remaining_time=0:00:59.655024, arrival_time=2021-04-14 21:19:09.843947, cost_time=0:00:15.296153 2021-04-14 21:18:13,963 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=3.74ms, fps=678 images/s, loss=1.9051, top1-acc=47.88%, top5-acc=79.13%, remaining_time=0:00:55.686882, arrival_time=2021-04-14 21:19:09.650516, cost_time=0:00:19.070864 2021-04-14 21:18:17,719 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=1.9012, top1-acc=48.03%, top5-acc=79.24%, remaining_time=0:00:51.741472, arrival_time=2021-04-14 21:19:09.461342, cost_time=0:00:22.827110 2021-04-14 21:18:21,491 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=2.12ms, fps=679 images/s, loss=1.8995, top1-acc=48.01%, top5-acc=79.25%, remaining_time=0:00:47.876850, arrival_time=2021-04-14 21:19:09.367858, cost_time=0:00:26.598252 2021-04-14 21:18:25,262 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=3.07ms, fps=679 images/s, loss=1.8926, top1-acc=47.99%, top5-acc=79.51%, remaining_time=0:00:44.035920, arrival_time=2021-04-14 21:19:09.298385, cost_time=0:00:30.369637 2021-04-14 21:18:29,032 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.80ms, fps=679 images/s, loss=1.8888, top1-acc=48.15%, top5-acc=79.48%, remaining_time=0:00:40.208662, arrival_time=2021-04-14 21:19:09.241034, cost_time=0:00:34.139442 2021-04-14 21:18:32,802 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=1.8820, top1-acc=48.18%, top5-acc=79.80%, remaining_time=0:00:36.393216, arrival_time=2021-04-14 21:19:09.195601, cost_time=0:00:37.909552 2021-04-14 21:18:36,575 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.70ms, fps=679 images/s, loss=1.8760, top1-acc=48.30%, top5-acc=79.94%, remaining_time=0:00:32.588410, arrival_time=2021-04-14 21:19:09.164074, cost_time=0:00:41.682888 2021-04-14 21:18:40,344 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.31ms, fps=679 images/s, loss=1.8724, top1-acc=48.46%, top5-acc=79.98%, remaining_time=0:00:28.786064, arrival_time=2021-04-14 21:19:09.130591, cost_time=0:00:45.451732 2021-04-14 21:18:44,106 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=1.8679, top1-acc=48.53%, top5-acc=80.08%, remaining_time=0:00:24.985356, arrival_time=2021-04-14 21:19:09.091724, cost_time=0:00:49.213593 2021-04-14 21:18:47,882 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=2.32ms, fps=678 images/s, loss=1.8682, top1-acc=48.47%, top5-acc=80.11%, remaining_time=0:00:21.196000, arrival_time=2021-04-14 21:19:09.078869, cost_time=0:00:52.989948 2021-04-14 21:18:51,648 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=1.8605, top1-acc=48.60%, top5-acc=80.25%, remaining_time=0:00:17.405158, arrival_time=2021-04-14 21:19:09.053955, cost_time=0:00:56.756018 2021-04-14 21:18:55,427 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=2.41ms, fps=678 images/s, loss=1.8556, top1-acc=48.71%, top5-acc=80.34%, remaining_time=0:00:13.620240, arrival_time=2021-04-14 21:19:09.047569, cost_time=0:01:00.534473 2021-04-14 21:18:59,194 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=1.8529, top1-acc=48.78%, top5-acc=80.37%, remaining_time=0:00:09.834396, arrival_time=2021-04-14 21:19:09.028991, cost_time=0:01:04.301827 2021-04-14 21:19:02,955 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=2.56ms, fps=681 images/s, loss=1.8474, top1-acc=48.91%, top5-acc=80.48%, remaining_time=0:00:06.050000, arrival_time=2021-04-14 21:19:09.005271, cost_time=0:01:08.062473 2021-04-14 21:19:06,731 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=2.75ms, fps=678 images/s, loss=1.8428, top1-acc=49.04%, top5-acc=80.63%, remaining_time=0:00:02.268570, arrival_time=2021-04-14 21:19:08.999532, cost_time=0:01:11.838092 2021-04-14 21:19:08,743 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.89ms, fps=676 images/s, loss=1.8419, top1-acc=49.08%, top5-acc=80.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:08.743530, cost_time=0:01:13.850759 2021-04-14 21:19:10,082 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.36ms, fps=1916 images/s, loss=2.0346, top1-acc=44.61%, top5-acc=77.81%, remaining_time=0:00:04.009140, arrival_time=2021-04-14 21:19:14.091221, cost_time=0:00:01.336380 2021-04-14 21:19:11,281 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.43ms, fps=2135 images/s, loss=2.0023, top1-acc=45.37%, top5-acc=77.83%, remaining_time=0:00:02.535960, arrival_time=2021-04-14 21:19:13.817615, cost_time=0:00:02.535969 2021-04-14 21:19:12,492 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.77ms, fps=2115 images/s, loss=1.9961, top1-acc=45.03%, top5-acc=78.06%, remaining_time=0:00:01.248930, arrival_time=2021-04-14 21:19:13.741485, cost_time=0:00:03.746802 2021-04-14 21:19:13,585 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=2125 images/s, loss=1.9984, top1-acc=45.19%, top5-acc=78.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:13.585408, cost_time=0:00:04.839795 2021-04-14 21:19:15,258 INFO : Epoch=0006 complete, best val top1-acc=45.19%, top5-acc=78.20% (epoch=6), remaining_time=4:19:33.102456, arrival_time=2021-04-15 01:38:48.360544, cost_time=0:08:01.642346 2021-04-14 21:19:15,259 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:19:19,213 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=2.07ms, fps=647 images/s, loss=1.7621, top1-acc=51.37%, top5-acc=82.54%, remaining_time=0:01:13.545330, arrival_time=2021-04-14 21:20:32.759131, cost_time=0:00:03.954049 2021-04-14 21:19:22,978 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=2.13ms, fps=680 images/s, loss=1.7324, top1-acc=51.43%, top5-acc=82.99%, remaining_time=0:01:07.926848, arrival_time=2021-04-14 21:20:30.905423, cost_time=0:00:07.718950 2021-04-14 21:19:26,747 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=1.7322, top1-acc=51.60%, top5-acc=82.84%, remaining_time=0:01:03.566878, arrival_time=2021-04-14 21:20:30.314631, cost_time=0:00:11.488004 2021-04-14 21:19:30,501 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=1.7166, top1-acc=52.04%, top5-acc=82.88%, remaining_time=0:00:59.442240, arrival_time=2021-04-14 21:20:29.943511, cost_time=0:00:15.241608 2021-04-14 21:19:34,267 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.34ms, fps=680 images/s, loss=1.7018, top1-acc=52.43%, top5-acc=83.15%, remaining_time=0:00:55.501170, arrival_time=2021-04-14 21:20:29.768127, cost_time=0:00:19.007235 2021-04-14 21:19:38,043 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.57ms, fps=678 images/s, loss=1.7031, top1-acc=52.68%, top5-acc=83.19%, remaining_time=0:00:51.643280, arrival_time=2021-04-14 21:20:29.686772, cost_time=0:00:22.783808 2021-04-14 21:19:41,823 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=2.33ms, fps=677 images/s, loss=1.7042, top1-acc=52.56%, top5-acc=83.21%, remaining_time=0:00:47.814732, arrival_time=2021-04-14 21:20:29.638158, cost_time=0:00:26.563734 2021-04-14 21:19:45,592 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=2.52ms, fps=679 images/s, loss=1.7065, top1-acc=52.50%, top5-acc=83.15%, remaining_time=0:00:43.981864, arrival_time=2021-04-14 21:20:29.573804, cost_time=0:00:30.332325 2021-04-14 21:19:49,362 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=4.64ms, fps=679 images/s, loss=1.7064, top1-acc=52.41%, top5-acc=83.25%, remaining_time=0:00:40.165732, arrival_time=2021-04-14 21:20:29.528337, cost_time=0:00:34.102993 2021-04-14 21:19:53,124 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=1.7025, top1-acc=52.57%, top5-acc=83.26%, remaining_time=0:00:36.349824, arrival_time=2021-04-14 21:20:29.473812, cost_time=0:00:37.864374 2021-04-14 21:19:56,896 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=2.73ms, fps=679 images/s, loss=1.6956, top1-acc=52.71%, top5-acc=83.42%, remaining_time=0:00:32.552462, arrival_time=2021-04-14 21:20:29.448985, cost_time=0:00:41.636842 2021-04-14 21:20:00,678 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=3.94ms, fps=677 images/s, loss=1.6952, top1-acc=52.75%, top5-acc=83.35%, remaining_time=0:00:28.764936, arrival_time=2021-04-14 21:20:29.442938, cost_time=0:00:45.418336 2021-04-14 21:20:04,439 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=3.23ms, fps=681 images/s, loss=1.6935, top1-acc=52.75%, top5-acc=83.38%, remaining_time=0:00:24.968064, arrival_time=2021-04-14 21:20:29.407298, cost_time=0:00:49.179501 2021-04-14 21:20:08,228 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.87ms, fps=676 images/s, loss=1.6933, top1-acc=52.72%, top5-acc=83.35%, remaining_time=0:00:21.187712, arrival_time=2021-04-14 21:20:29.416617, cost_time=0:00:52.969287 2021-04-14 21:20:11,986 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=1.6893, top1-acc=52.77%, top5-acc=83.46%, remaining_time=0:00:17.396280, arrival_time=2021-04-14 21:20:29.383008, cost_time=0:00:56.726986 2021-04-14 21:20:15,746 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=1.6858, top1-acc=52.82%, top5-acc=83.52%, remaining_time=0:00:13.609512, arrival_time=2021-04-14 21:20:29.355921, cost_time=0:01:00.486676 2021-04-14 21:20:19,506 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=2.43ms, fps=681 images/s, loss=1.6805, top1-acc=52.98%, top5-acc=83.62%, remaining_time=0:00:09.825946, arrival_time=2021-04-14 21:20:29.332265, cost_time=0:01:04.246586 2021-04-14 21:20:23,273 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=1.6802, top1-acc=53.01%, top5-acc=83.61%, remaining_time=0:00:06.045632, arrival_time=2021-04-14 21:20:29.318730, cost_time=0:01:08.013390 2021-04-14 21:20:27,034 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=1.6815, top1-acc=52.98%, top5-acc=83.52%, remaining_time=0:00:02.266554, arrival_time=2021-04-14 21:20:29.300491, cost_time=0:01:11.774281 2021-04-14 21:20:29,045 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.41ms, fps=676 images/s, loss=1.6797, top1-acc=53.01%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:29.045801, cost_time=0:01:13.786049 2021-04-14 21:20:30,386 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.79ms, fps=1915 images/s, loss=1.8870, top1-acc=47.03%, top5-acc=81.33%, remaining_time=0:00:04.011150, arrival_time=2021-04-14 21:20:34.397624, cost_time=0:00:01.337051 2021-04-14 21:20:31,602 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=4.11ms, fps=2106 images/s, loss=1.8853, top1-acc=47.66%, top5-acc=81.11%, remaining_time=0:00:02.553140, arrival_time=2021-04-14 21:20:34.155752, cost_time=0:00:02.553138 2021-04-14 21:20:32,812 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.20ms, fps=2116 images/s, loss=1.8790, top1-acc=47.97%, top5-acc=80.73%, remaining_time=0:00:01.254500, arrival_time=2021-04-14 21:20:34.067353, cost_time=0:00:03.763497 2021-04-14 21:20:33,900 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=2135 images/s, loss=1.8756, top1-acc=48.02%, top5-acc=80.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:33.900134, cost_time=0:00:04.850831 2021-04-14 21:20:35,392 INFO : Epoch=0007 complete, best val top1-acc=48.02%, top5-acc=80.69% (epoch=7), remaining_time=4:18:08.992278, arrival_time=2021-04-15 01:38:44.384983, cost_time=0:09:21.776919 2021-04-14 21:20:35,395 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:20:39,407 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.31ms, fps=638 images/s, loss=1.5410, top1-acc=56.33%, top5-acc=85.16%, remaining_time=0:01:14.617620, arrival_time=2021-04-14 21:21:54.024933, cost_time=0:00:04.011696 2021-04-14 21:20:43,176 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=1.5468, top1-acc=56.05%, top5-acc=85.14%, remaining_time=0:01:08.467872, arrival_time=2021-04-14 21:21:51.643946, cost_time=0:00:07.780448 2021-04-14 21:20:46,934 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=1.5387, top1-acc=56.30%, top5-acc=85.65%, remaining_time=0:01:03.849078, arrival_time=2021-04-14 21:21:50.783705, cost_time=0:00:11.538988 2021-04-14 21:20:50,692 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=1.5379, top1-acc=56.24%, top5-acc=85.71%, remaining_time=0:00:59.657520, arrival_time=2021-04-14 21:21:50.350006, cost_time=0:00:15.296811 2021-04-14 21:20:54,455 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=2.13ms, fps=680 images/s, loss=1.5403, top1-acc=55.98%, top5-acc=85.85%, remaining_time=0:00:55.654616, arrival_time=2021-04-14 21:21:50.110126, cost_time=0:00:19.059776 2021-04-14 21:20:58,217 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=2.43ms, fps=681 images/s, loss=1.5475, top1-acc=55.76%, top5-acc=85.69%, remaining_time=0:00:51.729096, arrival_time=2021-04-14 21:21:49.946473, cost_time=0:00:22.821640 2021-04-14 21:21:01,990 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.85ms, fps=679 images/s, loss=1.5479, top1-acc=55.89%, top5-acc=85.62%, remaining_time=0:00:47.869794, arrival_time=2021-04-14 21:21:49.859887, cost_time=0:00:26.594315 2021-04-14 21:21:05,750 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=1.5490, top1-acc=55.76%, top5-acc=85.60%, remaining_time=0:00:44.014924, arrival_time=2021-04-14 21:21:49.765678, cost_time=0:00:30.355129 2021-04-14 21:21:09,499 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=2.80ms, fps=683 images/s, loss=1.5448, top1-acc=55.84%, top5-acc=85.73%, remaining_time=0:00:40.166474, arrival_time=2021-04-14 21:21:49.665708, cost_time=0:00:34.103599 2021-04-14 21:21:13,257 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=4.83ms, fps=681 images/s, loss=1.5516, top1-acc=55.63%, top5-acc=85.65%, remaining_time=0:00:36.347040, arrival_time=2021-04-14 21:21:49.604142, cost_time=0:00:37.861469 2021-04-14 21:21:17,007 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.90ms, fps=683 images/s, loss=1.5489, top1-acc=55.66%, top5-acc=85.72%, remaining_time=0:00:32.532940, arrival_time=2021-04-14 21:21:49.540492, cost_time=0:00:41.611914 2021-04-14 21:21:20,784 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=4.36ms, fps=678 images/s, loss=1.5499, top1-acc=55.68%, top5-acc=85.69%, remaining_time=0:00:28.746392, arrival_time=2021-04-14 21:21:49.531146, cost_time=0:00:45.388981 2021-04-14 21:21:24,556 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.68ms, fps=679 images/s, loss=1.5522, top1-acc=55.65%, top5-acc=85.67%, remaining_time=0:00:24.958362, arrival_time=2021-04-14 21:21:49.514479, cost_time=0:00:49.160389 2021-04-14 21:21:28,333 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=2.75ms, fps=678 images/s, loss=1.5540, top1-acc=55.62%, top5-acc=85.62%, remaining_time=0:00:21.175056, arrival_time=2021-04-14 21:21:49.508354, cost_time=0:00:52.937675 2021-04-14 21:21:32,099 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.38ms, fps=680 images/s, loss=1.5537, top1-acc=55.65%, top5-acc=85.64%, remaining_time=0:00:17.389242, arrival_time=2021-04-14 21:21:49.489004, cost_time=0:00:56.704109 2021-04-14 21:21:35,855 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=1.5504, top1-acc=55.74%, top5-acc=85.63%, remaining_time=0:00:13.603356, arrival_time=2021-04-14 21:21:49.458464, cost_time=0:01:00.459400 2021-04-14 21:21:39,615 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=1.5500, top1-acc=55.79%, top5-acc=85.64%, remaining_time=0:00:09.821760, arrival_time=2021-04-14 21:21:49.436657, cost_time=0:01:04.219175 2021-04-14 21:21:43,382 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=2.50ms, fps=680 images/s, loss=1.5488, top1-acc=55.86%, top5-acc=85.65%, remaining_time=0:00:06.043312, arrival_time=2021-04-14 21:21:49.426191, cost_time=0:01:07.987245 2021-04-14 21:21:47,147 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=1.5472, top1-acc=55.95%, top5-acc=85.63%, remaining_time=0:00:02.265846, arrival_time=2021-04-14 21:21:49.413345, cost_time=0:01:11.751774 2021-04-14 21:21:49,156 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.24ms, fps=677 images/s, loss=1.5472, top1-acc=56.00%, top5-acc=85.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:49.155994, cost_time=0:01:13.760348 2021-04-14 21:21:50,522 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.17ms, fps=1878 images/s, loss=1.8488, top1-acc=49.37%, top5-acc=81.29%, remaining_time=0:00:04.090440, arrival_time=2021-04-14 21:21:54.613197, cost_time=0:00:01.363475 2021-04-14 21:21:51,736 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.53ms, fps=2112 images/s, loss=1.8474, top1-acc=49.10%, top5-acc=81.45%, remaining_time=0:00:02.576600, arrival_time=2021-04-14 21:21:54.312538, cost_time=0:00:02.576609 2021-04-14 21:21:52,942 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.46ms, fps=2124 images/s, loss=1.8403, top1-acc=49.30%, top5-acc=81.48%, remaining_time=0:00:01.260950, arrival_time=2021-04-14 21:21:54.202926, cost_time=0:00:03.782849 2021-04-14 21:21:54,037 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=1.77ms, fps=2118 images/s, loss=1.8467, top1-acc=49.14%, top5-acc=81.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:54.037835, cost_time=0:00:04.878590 2021-04-14 21:21:55,481 INFO : Epoch=0008 complete, best val top1-acc=49.14%, top5-acc=81.24% (epoch=8), remaining_time=4:16:44.774976, arrival_time=2021-04-15 01:38:40.256352, cost_time=0:10:41.865621 2021-04-14 21:21:55,483 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:21:59,425 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.98ms, fps=649 images/s, loss=1.4212, top1-acc=59.57%, top5-acc=87.81%, remaining_time=0:01:13.315992, arrival_time=2021-04-14 21:23:12.741614, cost_time=0:00:03.941724 2021-04-14 21:22:03,184 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=1.4203, top1-acc=59.77%, top5-acc=87.66%, remaining_time=0:01:07.765808, arrival_time=2021-04-14 21:23:10.950433, cost_time=0:00:07.700666 2021-04-14 21:22:06,965 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.67ms, fps=677 images/s, loss=1.4350, top1-acc=59.15%, top5-acc=87.46%, remaining_time=0:01:03.533180, arrival_time=2021-04-14 21:23:10.498880, cost_time=0:00:11.481888 2021-04-14 21:22:10,734 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=1.4264, top1-acc=59.40%, top5-acc=87.73%, remaining_time=0:00:59.476092, arrival_time=2021-04-14 21:23:10.210341, cost_time=0:00:15.250299 2021-04-14 21:22:14,489 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=1.4353, top1-acc=59.29%, top5-acc=87.46%, remaining_time=0:00:55.494162, arrival_time=2021-04-14 21:23:09.983052, cost_time=0:00:19.004853 2021-04-14 21:22:18,263 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.93ms, fps=678 images/s, loss=1.4337, top1-acc=59.32%, top5-acc=87.40%, remaining_time=0:00:51.632944, arrival_time=2021-04-14 21:23:09.896275, cost_time=0:00:22.779254 2021-04-14 21:22:22,035 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.55ms, fps=679 images/s, loss=1.4341, top1-acc=59.35%, top5-acc=87.43%, remaining_time=0:00:47.792682, arrival_time=2021-04-14 21:23:09.828003, cost_time=0:00:26.551502 2021-04-14 21:22:25,790 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=1.4376, top1-acc=59.18%, top5-acc=87.41%, remaining_time=0:00:43.944744, arrival_time=2021-04-14 21:23:09.735206, cost_time=0:00:30.306721 2021-04-14 21:22:29,543 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=1.4376, top1-acc=59.15%, top5-acc=87.40%, remaining_time=0:00:40.114322, arrival_time=2021-04-14 21:23:09.657568, cost_time=0:00:34.059297 2021-04-14 21:22:33,298 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=1.4337, top1-acc=59.31%, top5-acc=87.46%, remaining_time=0:00:36.301536, arrival_time=2021-04-14 21:23:09.599572, cost_time=0:00:37.814130 2021-04-14 21:22:37,061 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=1.4324, top1-acc=59.31%, top5-acc=87.52%, remaining_time=0:00:32.505850, arrival_time=2021-04-14 21:23:09.567040, cost_time=0:00:41.577278 2021-04-14 21:22:40,841 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.01ms, fps=677 images/s, loss=1.4291, top1-acc=59.45%, top5-acc=87.57%, remaining_time=0:00:28.726708, arrival_time=2021-04-14 21:23:09.568475, cost_time=0:00:45.357922 2021-04-14 21:22:44,607 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.64ms, fps=680 images/s, loss=1.4317, top1-acc=59.37%, top5-acc=87.57%, remaining_time=0:00:24.939882, arrival_time=2021-04-14 21:23:09.547705, cost_time=0:00:49.123956 2021-04-14 21:22:48,374 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=2.89ms, fps=680 images/s, loss=1.4340, top1-acc=59.32%, top5-acc=87.54%, remaining_time=0:00:21.156184, arrival_time=2021-04-14 21:23:09.530464, cost_time=0:00:52.890458 2021-04-14 21:22:52,147 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=2.02ms, fps=679 images/s, loss=1.4358, top1-acc=59.28%, top5-acc=87.48%, remaining_time=0:00:17.376960, arrival_time=2021-04-14 21:23:09.524839, cost_time=0:00:56.664068 2021-04-14 21:22:55,907 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=1.4353, top1-acc=59.31%, top5-acc=87.50%, remaining_time=0:00:13.595328, arrival_time=2021-04-14 21:23:09.502861, cost_time=0:01:00.423629 2021-04-14 21:22:59,674 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.35ms, fps=680 images/s, loss=1.4349, top1-acc=59.25%, top5-acc=87.53%, remaining_time=0:00:09.817418, arrival_time=2021-04-14 21:23:09.492064, cost_time=0:01:04.190831 2021-04-14 21:23:03,440 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.06ms, fps=680 images/s, loss=1.4370, top1-acc=59.18%, top5-acc=87.50%, remaining_time=0:00:06.040592, arrival_time=2021-04-14 21:23:09.481263, cost_time=0:01:07.956618 2021-04-14 21:23:07,211 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=1.4375, top1-acc=59.12%, top5-acc=87.49%, remaining_time=0:00:02.265072, arrival_time=2021-04-14 21:23:09.476217, cost_time=0:01:11.727317 2021-04-14 21:23:09,216 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.34ms, fps=678 images/s, loss=1.4384, top1-acc=59.11%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:09.216610, cost_time=0:01:13.732706 2021-04-14 21:23:10,546 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=3.10ms, fps=1929 images/s, loss=1.8960, top1-acc=49.80%, top5-acc=79.14%, remaining_time=0:00:03.981240, arrival_time=2021-04-14 21:23:14.527634, cost_time=0:00:01.327081 2021-04-14 21:23:11,747 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.51ms, fps=2132 images/s, loss=1.9334, top1-acc=48.65%, top5-acc=79.20%, remaining_time=0:00:02.528040, arrival_time=2021-04-14 21:23:14.275490, cost_time=0:00:02.528045 2021-04-14 21:23:12,961 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.72ms, fps=2111 images/s, loss=1.9287, top1-acc=48.52%, top5-acc=79.27%, remaining_time=0:00:01.247230, arrival_time=2021-04-14 21:23:14.208363, cost_time=0:00:03.741693 2021-04-14 21:23:14,058 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=1.38ms, fps=2116 images/s, loss=1.9374, top1-acc=48.10%, top5-acc=78.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:14.058049, cost_time=0:00:04.838750 2021-04-14 21:23:15,079 INFO : Epoch=0009 complete, best val top1-acc=49.14%, top5-acc=81.24% (epoch=8), remaining_time=4:15:11.062712, arrival_time=2021-04-15 01:38:26.142140, cost_time=0:12:01.463688 2021-04-14 21:23:15,081 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:23:18,989 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.98ms, fps=655 images/s, loss=1.4165, top1-acc=59.88%, top5-acc=87.19%, remaining_time=0:01:12.687312, arrival_time=2021-04-14 21:24:31.676855, cost_time=0:00:03.907916 2021-04-14 21:23:22,742 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=1.3897, top1-acc=60.57%, top5-acc=87.99%, remaining_time=0:01:07.415392, arrival_time=2021-04-14 21:24:30.157711, cost_time=0:00:07.660838 2021-04-14 21:23:26,495 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=1.3760, top1-acc=60.95%, top5-acc=88.50%, remaining_time=0:01:03.157356, arrival_time=2021-04-14 21:24:29.652716, cost_time=0:00:11.413990 2021-04-14 21:23:30,241 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=1.3634, top1-acc=61.17%, top5-acc=88.79%, remaining_time=0:00:59.122440, arrival_time=2021-04-14 21:24:29.363387, cost_time=0:00:15.159595 2021-04-14 21:23:34,000 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=1.3679, top1-acc=61.02%, top5-acc=88.59%, remaining_time=0:00:55.242750, arrival_time=2021-04-14 21:24:29.242869, cost_time=0:00:18.918766 2021-04-14 21:23:37,767 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=2.26ms, fps=680 images/s, loss=1.3574, top1-acc=61.28%, top5-acc=88.70%, remaining_time=0:00:51.422144, arrival_time=2021-04-14 21:24:29.189793, cost_time=0:00:22.686243 2021-04-14 21:23:41,534 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=4.55ms, fps=680 images/s, loss=1.3565, top1-acc=61.34%, top5-acc=88.65%, remaining_time=0:00:47.616030, arrival_time=2021-04-14 21:24:29.150850, cost_time=0:00:26.453356 2021-04-14 21:23:45,296 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=1.3588, top1-acc=61.35%, top5-acc=88.63%, remaining_time=0:00:43.811344, arrival_time=2021-04-14 21:24:29.107523, cost_time=0:00:30.214745 2021-04-14 21:23:49,068 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=3.38ms, fps=679 images/s, loss=1.3571, top1-acc=61.50%, top5-acc=88.68%, remaining_time=0:00:40.029098, arrival_time=2021-04-14 21:24:29.097544, cost_time=0:00:33.986991 2021-04-14 21:23:52,828 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=1.3521, top1-acc=61.55%, top5-acc=88.78%, remaining_time=0:00:36.237216, arrival_time=2021-04-14 21:24:29.065669, cost_time=0:00:37.747090 2021-04-14 21:23:56,586 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.73ms, fps=681 images/s, loss=1.3546, top1-acc=61.46%, top5-acc=88.74%, remaining_time=0:00:32.449606, arrival_time=2021-04-14 21:24:29.036270, cost_time=0:00:41.505259 2021-04-14 21:24:00,355 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=1.3543, top1-acc=61.49%, top5-acc=88.78%, remaining_time=0:00:28.673280, arrival_time=2021-04-14 21:24:29.028407, cost_time=0:00:45.273600 2021-04-14 21:24:04,110 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=1.3550, top1-acc=61.53%, top5-acc=88.75%, remaining_time=0:00:24.891768, arrival_time=2021-04-14 21:24:29.002594, cost_time=0:00:49.029242 2021-04-14 21:24:07,873 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=1.3607, top1-acc=61.41%, top5-acc=88.66%, remaining_time=0:00:21.116760, arrival_time=2021-04-14 21:24:28.990098, cost_time=0:00:52.791969 2021-04-14 21:24:11,635 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=2.66ms, fps=681 images/s, loss=1.3652, top1-acc=61.27%, top5-acc=88.55%, remaining_time=0:00:17.343150, arrival_time=2021-04-14 21:24:28.978205, cost_time=0:00:56.553689 2021-04-14 21:24:15,389 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=1.3656, top1-acc=61.27%, top5-acc=88.59%, remaining_time=0:00:13.569228, arrival_time=2021-04-14 21:24:28.958518, cost_time=0:01:00.307662 2021-04-14 21:24:19,169 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=2.57ms, fps=677 images/s, loss=1.3634, top1-acc=61.28%, top5-acc=88.63%, remaining_time=0:00:09.801662, arrival_time=2021-04-14 21:24:28.970746, cost_time=0:01:04.087714 2021-04-14 21:24:22,935 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.17ms, fps=680 images/s, loss=1.3615, top1-acc=61.28%, top5-acc=88.63%, remaining_time=0:00:06.031456, arrival_time=2021-04-14 21:24:28.966627, cost_time=0:01:07.853799 2021-04-14 21:24:26,708 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.34ms, fps=679 images/s, loss=1.3607, top1-acc=61.29%, top5-acc=88.66%, remaining_time=0:00:02.261892, arrival_time=2021-04-14 21:24:28.969873, cost_time=0:01:11.626504 2021-04-14 21:24:28,714 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.73ms, fps=678 images/s, loss=1.3596, top1-acc=61.30%, top5-acc=88.66%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:28.714190, cost_time=0:01:13.632791 2021-04-14 21:24:30,099 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.22ms, fps=1851 images/s, loss=1.6843, top1-acc=53.48%, top5-acc=84.10%, remaining_time=0:00:04.148280, arrival_time=2021-04-14 21:24:34.248047, cost_time=0:00:01.382757 2021-04-14 21:24:31,307 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.96ms, fps=2122 images/s, loss=1.7107, top1-acc=53.14%, top5-acc=83.42%, remaining_time=0:00:02.589840, arrival_time=2021-04-14 21:24:33.896761, cost_time=0:00:02.589837 2021-04-14 21:24:32,514 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.38ms, fps=2120 images/s, loss=1.7416, top1-acc=52.29%, top5-acc=83.01%, remaining_time=0:00:01.266010, arrival_time=2021-04-14 21:24:33.780955, cost_time=0:00:03.798024 2021-04-14 21:24:33,608 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.21ms, fps=2123 images/s, loss=1.7390, top1-acc=52.24%, top5-acc=82.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:33.608419, cost_time=0:00:04.891403 2021-04-14 21:24:35,032 INFO : Epoch=0010 complete, best val top1-acc=52.24%, top5-acc=82.97% (epoch=10), remaining_time=4:13:46.916160, arrival_time=2021-04-15 01:38:21.948545, cost_time=0:13:21.416642 2021-04-14 21:24:35,033 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:24:38,985 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.50ms, fps=648 images/s, loss=1.2092, top1-acc=64.37%, top5-acc=91.13%, remaining_time=0:01:13.492506, arrival_time=2021-04-14 21:25:52.477663, cost_time=0:00:03.951212 2021-04-14 21:24:42,753 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.44ms, fps=679 images/s, loss=1.2363, top1-acc=63.93%, top5-acc=90.61%, remaining_time=0:01:07.930368, arrival_time=2021-04-14 21:25:50.683671, cost_time=0:00:07.719361 2021-04-14 21:24:46,518 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.94ms, fps=680 images/s, loss=1.2461, top1-acc=63.72%, top5-acc=90.59%, remaining_time=0:01:03.544634, arrival_time=2021-04-14 21:25:50.062542, cost_time=0:00:11.483966 2021-04-14 21:24:50,276 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.48ms, fps=681 images/s, loss=1.2526, top1-acc=63.66%, top5-acc=90.39%, remaining_time=0:00:59.443956, arrival_time=2021-04-14 21:25:49.720147, cost_time=0:00:15.242043 2021-04-14 21:24:54,036 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=1.2572, top1-acc=63.21%, top5-acc=90.27%, remaining_time=0:00:55.486424, arrival_time=2021-04-14 21:25:49.522607, cost_time=0:00:19.002207 2021-04-14 21:24:57,796 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=1.2614, top1-acc=63.16%, top5-acc=90.21%, remaining_time=0:00:51.595680, arrival_time=2021-04-14 21:25:49.392488, cost_time=0:00:22.762793 2021-04-14 21:25:01,559 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=1.2614, top1-acc=63.02%, top5-acc=90.28%, remaining_time=0:00:47.745684, arrival_time=2021-04-14 21:25:49.304983, cost_time=0:00:26.525355 2021-04-14 21:25:05,319 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=1.2638, top1-acc=63.04%, top5-acc=90.18%, remaining_time=0:00:43.914004, arrival_time=2021-04-14 21:25:49.233498, cost_time=0:00:30.285555 2021-04-14 21:25:09,069 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=1.2650, top1-acc=63.08%, top5-acc=90.10%, remaining_time=0:00:40.086656, arrival_time=2021-04-14 21:25:49.156433, cost_time=0:00:34.035840 2021-04-14 21:25:12,847 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=3.88ms, fps=678 images/s, loss=1.2695, top1-acc=62.97%, top5-acc=90.00%, remaining_time=0:00:36.300768, arrival_time=2021-04-14 21:25:49.148086, cost_time=0:00:37.813283 2021-04-14 21:25:16,624 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=2.84ms, fps=678 images/s, loss=1.2725, top1-acc=62.94%, top5-acc=90.00%, remaining_time=0:00:32.516170, arrival_time=2021-04-14 21:25:49.140650, cost_time=0:00:41.590463 2021-04-14 21:25:20,395 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=4.84ms, fps=679 images/s, loss=1.2764, top1-acc=62.84%, top5-acc=89.87%, remaining_time=0:00:28.729064, arrival_time=2021-04-14 21:25:49.124700, cost_time=0:00:45.361625 2021-04-14 21:25:24,160 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=3.08ms, fps=680 images/s, loss=1.2791, top1-acc=62.77%, top5-acc=89.82%, remaining_time=0:00:24.941202, arrival_time=2021-04-14 21:25:49.101922, cost_time=0:00:49.126656 2021-04-14 21:25:27,933 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=2.07ms, fps=679 images/s, loss=1.2794, top1-acc=62.72%, top5-acc=89.82%, remaining_time=0:00:21.159880, arrival_time=2021-04-14 21:25:49.093526, cost_time=0:00:52.899665 2021-04-14 21:25:31,701 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=3.12ms, fps=680 images/s, loss=1.2775, top1-acc=62.82%, top5-acc=89.89%, remaining_time=0:00:17.378064, arrival_time=2021-04-14 21:25:49.079716, cost_time=0:00:56.667576 2021-04-14 21:25:35,472 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.38ms, fps=679 images/s, loss=1.2811, top1-acc=62.72%, top5-acc=89.83%, remaining_time=0:00:13.598712, arrival_time=2021-04-14 21:25:49.071352, cost_time=0:01:00.438685 2021-04-14 21:25:39,225 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=1.2818, top1-acc=62.72%, top5-acc=89.84%, remaining_time=0:00:09.817496, arrival_time=2021-04-14 21:25:49.042915, cost_time=0:01:04.191364 2021-04-14 21:25:42,981 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=1.2851, top1-acc=62.66%, top5-acc=89.78%, remaining_time=0:00:06.039728, arrival_time=2021-04-14 21:25:49.020811, cost_time=0:01:07.947026 2021-04-14 21:25:46,749 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.81ms, fps=679 images/s, loss=1.2862, top1-acc=62.67%, top5-acc=89.75%, remaining_time=0:00:02.264706, arrival_time=2021-04-14 21:25:49.014493, cost_time=0:01:11.715674 2021-04-14 21:25:48,766 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.34ms, fps=675 images/s, loss=1.2877, top1-acc=62.71%, top5-acc=89.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:48.766862, cost_time=0:01:13.732910 2021-04-14 21:25:50,124 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.28ms, fps=1888 images/s, loss=1.6231, top1-acc=55.12%, top5-acc=83.87%, remaining_time=0:00:04.066740, arrival_time=2021-04-14 21:25:54.191501, cost_time=0:00:01.355579 2021-04-14 21:25:51,316 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.87ms, fps=2150 images/s, loss=1.6456, top1-acc=54.73%, top5-acc=83.28%, remaining_time=0:00:02.546900, arrival_time=2021-04-14 21:25:53.863011, cost_time=0:00:02.546897 2021-04-14 21:25:52,524 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.44ms, fps=2120 images/s, loss=1.6512, top1-acc=54.51%, top5-acc=83.41%, remaining_time=0:00:01.251640, arrival_time=2021-04-14 21:25:53.775874, cost_time=0:00:03.754927 2021-04-14 21:25:53,620 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.10ms, fps=2118 images/s, loss=1.6518, top1-acc=54.43%, top5-acc=83.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:53.620077, cost_time=0:00:04.851009 2021-04-14 21:25:55,017 INFO : Epoch=0011 complete, best val top1-acc=54.43%, top5-acc=83.38% (epoch=11), remaining_time=4:12:24.074820, arrival_time=2021-04-15 01:38:19.091800, cost_time=0:14:41.401179 2021-04-14 21:25:55,020 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:25:58,973 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=3.28ms, fps=648 images/s, loss=1.1746, top1-acc=65.82%, top5-acc=91.76%, remaining_time=0:01:13.530822, arrival_time=2021-04-14 21:27:12.504297, cost_time=0:00:03.953274 2021-04-14 21:26:02,731 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.01ms, fps=681 images/s, loss=1.1998, top1-acc=65.35%, top5-acc=90.84%, remaining_time=0:01:07.856976, arrival_time=2021-04-14 21:27:10.588191, cost_time=0:00:07.711018 2021-04-14 21:26:06,503 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=4.81ms, fps=679 images/s, loss=1.2085, top1-acc=65.17%, top5-acc=90.77%, remaining_time=0:01:03.540816, arrival_time=2021-04-14 21:27:10.044331, cost_time=0:00:11.483277 2021-04-14 21:26:10,267 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=1.2221, top1-acc=64.68%, top5-acc=90.59%, remaining_time=0:00:59.464236, arrival_time=2021-04-14 21:27:09.731664, cost_time=0:00:15.247230 2021-04-14 21:26:14,040 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.80ms, fps=679 images/s, loss=1.2208, top1-acc=64.77%, top5-acc=90.67%, remaining_time=0:00:55.540006, arrival_time=2021-04-14 21:27:09.580822, cost_time=0:00:19.020565 2021-04-14 21:26:17,806 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.85ms, fps=680 images/s, loss=1.2171, top1-acc=65.08%, top5-acc=90.75%, remaining_time=0:00:51.648584, arrival_time=2021-04-14 21:27:09.454956, cost_time=0:00:22.786112 2021-04-14 21:26:21,598 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.79ms, fps=675 images/s, loss=1.2095, top1-acc=65.17%, top5-acc=90.87%, remaining_time=0:00:47.840814, arrival_time=2021-04-14 21:27:09.439248, cost_time=0:00:26.578240 2021-04-14 21:26:25,360 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=1.2105, top1-acc=65.06%, top5-acc=90.86%, remaining_time=0:00:43.992536, arrival_time=2021-04-14 21:27:09.352463, cost_time=0:00:30.339655 2021-04-14 21:26:29,131 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=2.94ms, fps=679 images/s, loss=1.2126, top1-acc=64.89%, top5-acc=90.91%, remaining_time=0:00:40.175590, arrival_time=2021-04-14 21:27:09.307190, cost_time=0:00:34.111350 2021-04-14 21:26:32,897 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.11ms, fps=680 images/s, loss=1.2148, top1-acc=64.83%, top5-acc=90.87%, remaining_time=0:00:36.362496, arrival_time=2021-04-14 21:27:09.260329, cost_time=0:00:37.877647 2021-04-14 21:26:36,670 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=3.28ms, fps=679 images/s, loss=1.2136, top1-acc=64.83%, top5-acc=90.91%, remaining_time=0:00:32.562610, arrival_time=2021-04-14 21:27:09.232755, cost_time=0:00:41.649810 2021-04-14 21:26:40,432 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=1.2128, top1-acc=64.83%, top5-acc=90.92%, remaining_time=0:00:28.760908, arrival_time=2021-04-14 21:27:09.193188, cost_time=0:00:45.411977 2021-04-14 21:26:44,199 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=3.44ms, fps=680 images/s, loss=1.2134, top1-acc=64.76%, top5-acc=90.92%, remaining_time=0:00:24.967602, arrival_time=2021-04-14 21:27:09.166522, cost_time=0:00:49.178669 2021-04-14 21:26:47,968 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.24ms, fps=679 images/s, loss=1.2197, top1-acc=64.65%, top5-acc=90.82%, remaining_time=0:00:21.179256, arrival_time=2021-04-14 21:27:09.147759, cost_time=0:00:52.948167 2021-04-14 21:26:51,735 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.82ms, fps=680 images/s, loss=1.2225, top1-acc=64.54%, top5-acc=90.79%, remaining_time=0:00:17.392508, arrival_time=2021-04-14 21:27:09.127476, cost_time=0:00:56.714763 2021-04-14 21:26:55,493 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=2.47ms, fps=681 images/s, loss=1.2250, top1-acc=64.45%, top5-acc=90.74%, remaining_time=0:00:13.606380, arrival_time=2021-04-14 21:27:09.099388, cost_time=0:01:00.472796 2021-04-14 21:26:59,263 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.14ms, fps=679 images/s, loss=1.2271, top1-acc=64.36%, top5-acc=90.71%, remaining_time=0:00:09.825478, arrival_time=2021-04-14 21:27:09.089242, cost_time=0:01:04.243562 2021-04-14 21:27:03,041 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.51ms, fps=678 images/s, loss=1.2282, top1-acc=64.33%, top5-acc=90.67%, remaining_time=0:00:06.046304, arrival_time=2021-04-14 21:27:09.087487, cost_time=0:01:08.020902 2021-04-14 21:27:06,805 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=2.30ms, fps=680 images/s, loss=1.2267, top1-acc=64.40%, top5-acc=90.69%, remaining_time=0:00:02.266902, arrival_time=2021-04-14 21:27:09.072477, cost_time=0:01:11.785271 2021-04-14 21:27:08,805 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=1.2283, top1-acc=64.39%, top5-acc=90.67%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:08.805154, cost_time=0:01:13.784943 2021-04-14 21:27:10,149 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=1.59ms, fps=1907 images/s, loss=1.6466, top1-acc=55.35%, top5-acc=83.36%, remaining_time=0:00:04.027290, arrival_time=2021-04-14 21:27:14.177059, cost_time=0:00:01.342431 2021-04-14 21:27:11,351 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.89ms, fps=2131 images/s, loss=1.6443, top1-acc=55.23%, top5-acc=83.34%, remaining_time=0:00:02.544180, arrival_time=2021-04-14 21:27:13.895676, cost_time=0:00:02.544171 2021-04-14 21:27:12,551 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.57ms, fps=2135 images/s, loss=1.6495, top1-acc=54.82%, top5-acc=83.41%, remaining_time=0:00:01.248010, arrival_time=2021-04-14 21:27:13.799275, cost_time=0:00:03.744022 2021-04-14 21:27:13,641 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.09ms, fps=2129 images/s, loss=1.6469, top1-acc=54.86%, top5-acc=83.57%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:13.641548, cost_time=0:00:04.834232 2021-04-14 21:27:15,114 INFO : Epoch=0012 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:11:03.485712, arrival_time=2021-04-15 01:38:18.600563, cost_time=0:16:01.499091 2021-04-14 21:27:15,116 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:27:19,025 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.84ms, fps=655 images/s, loss=1.1523, top1-acc=65.78%, top5-acc=91.64%, remaining_time=0:01:12.709260, arrival_time=2021-04-14 21:28:31.734946, cost_time=0:00:03.909100 2021-04-14 21:27:22,784 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=1.1464, top1-acc=66.56%, top5-acc=91.52%, remaining_time=0:01:07.472240, arrival_time=2021-04-14 21:28:30.256123, cost_time=0:00:07.667306 2021-04-14 21:27:26,546 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=1.1425, top1-acc=66.84%, top5-acc=91.64%, remaining_time=0:01:03.244838, arrival_time=2021-04-14 21:28:29.791117, cost_time=0:00:11.429777 2021-04-14 21:27:30,305 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=1.1468, top1-acc=66.46%, top5-acc=91.54%, remaining_time=0:00:59.237412, arrival_time=2021-04-14 21:28:29.543010, cost_time=0:00:15.189095 2021-04-14 21:27:34,063 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=2.81ms, fps=681 images/s, loss=1.1511, top1-acc=66.51%, top5-acc=91.48%, remaining_time=0:00:55.324364, arrival_time=2021-04-14 21:28:29.387622, cost_time=0:00:18.946691 2021-04-14 21:27:37,838 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=2.68ms, fps=678 images/s, loss=1.1551, top1-acc=66.40%, top5-acc=91.38%, remaining_time=0:00:51.503744, arrival_time=2021-04-14 21:28:29.342475, cost_time=0:00:22.722235 2021-04-14 21:27:41,608 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.85ms, fps=679 images/s, loss=1.1649, top1-acc=66.23%, top5-acc=91.22%, remaining_time=0:00:47.685456, arrival_time=2021-04-14 21:28:29.294026, cost_time=0:00:26.491940 2021-04-14 21:27:45,367 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=4.16ms, fps=681 images/s, loss=1.1626, top1-acc=66.29%, top5-acc=91.26%, remaining_time=0:00:43.864008, arrival_time=2021-04-14 21:28:29.231728, cost_time=0:00:30.251059 2021-04-14 21:27:49,133 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.84ms, fps=680 images/s, loss=1.1602, top1-acc=66.30%, top5-acc=91.27%, remaining_time=0:00:40.064078, arrival_time=2021-04-14 21:28:29.197299, cost_time=0:00:34.016662 2021-04-14 21:27:52,895 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=1.1646, top1-acc=66.11%, top5-acc=91.23%, remaining_time=0:00:36.267360, arrival_time=2021-04-14 21:28:29.162500, cost_time=0:00:37.778530 2021-04-14 21:27:56,656 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=1.1634, top1-acc=66.21%, top5-acc=91.22%, remaining_time=0:00:32.476696, arrival_time=2021-04-14 21:28:29.133283, cost_time=0:00:41.539988 2021-04-14 21:28:00,422 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=1.1687, top1-acc=66.10%, top5-acc=91.13%, remaining_time=0:00:28.693420, arrival_time=2021-04-14 21:28:29.115339, cost_time=0:00:45.305359 2021-04-14 21:28:04,197 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.66ms, fps=678 images/s, loss=1.1724, top1-acc=65.95%, top5-acc=91.15%, remaining_time=0:00:24.917838, arrival_time=2021-04-14 21:28:29.115056, cost_time=0:00:49.080630 2021-04-14 21:28:07,977 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.83ms, fps=677 images/s, loss=1.1732, top1-acc=65.89%, top5-acc=91.14%, remaining_time=0:00:21.144256, arrival_time=2021-04-14 21:28:29.121404, cost_time=0:00:52.860589 2021-04-14 21:28:11,733 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=1.1781, top1-acc=65.75%, top5-acc=91.05%, remaining_time=0:00:17.362424, arrival_time=2021-04-14 21:28:29.095495, cost_time=0:00:56.616568 2021-04-14 21:28:15,482 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=2.15ms, fps=683 images/s, loss=1.1802, top1-acc=65.70%, top5-acc=91.03%, remaining_time=0:00:13.582188, arrival_time=2021-04-14 21:28:29.064180, cost_time=0:01:00.365327 2021-04-14 21:28:19,247 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.81ms, fps=680 images/s, loss=1.1833, top1-acc=65.62%, top5-acc=90.99%, remaining_time=0:00:09.808188, arrival_time=2021-04-14 21:28:29.055353, cost_time=0:01:04.130508 2021-04-14 21:28:23,016 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.60ms, fps=679 images/s, loss=1.1850, top1-acc=65.61%, top5-acc=90.97%, remaining_time=0:00:06.035536, arrival_time=2021-04-14 21:28:29.051948, cost_time=0:01:07.899831 2021-04-14 21:28:26,782 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=1.1831, top1-acc=65.60%, top5-acc=91.05%, remaining_time=0:00:02.263128, arrival_time=2021-04-14 21:28:29.045336, cost_time=0:01:11.665639 2021-04-14 21:28:28,794 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=2.14ms, fps=676 images/s, loss=1.1835, top1-acc=65.58%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:28.794516, cost_time=0:01:13.678004 2021-04-14 21:28:30,099 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.22ms, fps=1966 images/s, loss=1.8072, top1-acc=51.45%, top5-acc=80.86%, remaining_time=0:00:03.906240, arrival_time=2021-04-14 21:28:34.005707, cost_time=0:00:01.302085 2021-04-14 21:28:31,296 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.34ms, fps=2140 images/s, loss=1.8247, top1-acc=51.76%, top5-acc=80.64%, remaining_time=0:00:02.498980, arrival_time=2021-04-14 21:28:33.795312, cost_time=0:00:02.498983 2021-04-14 21:28:32,505 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.56ms, fps=2118 images/s, loss=1.8368, top1-acc=51.72%, top5-acc=80.36%, remaining_time=0:00:01.236090, arrival_time=2021-04-14 21:28:33.741889, cost_time=0:00:03.708274 2021-04-14 21:28:33,598 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=1.99ms, fps=2125 images/s, loss=1.8520, top1-acc=51.52%, top5-acc=80.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:33.598193, cost_time=0:00:04.800798 2021-04-14 21:28:34,296 INFO : Epoch=0013 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:09:29.797491, arrival_time=2021-04-15 01:38:04.094329, cost_time=0:17:20.681114 2021-04-14 21:28:34,298 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:28:38,218 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=3.37ms, fps=653 images/s, loss=1.0796, top1-acc=68.87%, top5-acc=92.23%, remaining_time=0:01:12.914046, arrival_time=2021-04-14 21:29:51.132579, cost_time=0:00:03.920111 2021-04-14 21:28:41,994 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=5.50ms, fps=678 images/s, loss=1.0732, top1-acc=69.04%, top5-acc=92.66%, remaining_time=0:01:07.721280, arrival_time=2021-04-14 21:29:49.715232, cost_time=0:00:07.695601 2021-04-14 21:28:45,757 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=1.0771, top1-acc=68.71%, top5-acc=92.50%, remaining_time=0:01:03.406024, arrival_time=2021-04-14 21:29:49.163449, cost_time=0:00:11.458914 2021-04-14 21:28:49,512 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=1.0804, top1-acc=68.64%, top5-acc=92.37%, remaining_time=0:00:59.336628, arrival_time=2021-04-14 21:29:48.849514, cost_time=0:00:15.214537 2021-04-14 21:28:53,270 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=1.0815, top1-acc=68.57%, top5-acc=92.38%, remaining_time=0:00:55.399262, arrival_time=2021-04-14 21:29:48.670063, cost_time=0:00:18.972329 2021-04-14 21:28:57,034 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=1.0891, top1-acc=68.23%, top5-acc=92.33%, remaining_time=0:00:51.535568, arrival_time=2021-04-14 21:29:48.570271, cost_time=0:00:22.736268 2021-04-14 21:29:00,803 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=3.03ms, fps=680 images/s, loss=1.0951, top1-acc=68.01%, top5-acc=92.29%, remaining_time=0:00:47.708262, arrival_time=2021-04-14 21:29:48.511234, cost_time=0:00:26.504569 2021-04-14 21:29:04,570 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.98ms, fps=680 images/s, loss=1.1015, top1-acc=67.85%, top5-acc=92.21%, remaining_time=0:00:43.894516, arrival_time=2021-04-14 21:29:48.465194, cost_time=0:00:30.272090 2021-04-14 21:29:08,331 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.76ms, fps=681 images/s, loss=1.1051, top1-acc=67.72%, top5-acc=92.17%, remaining_time=0:00:40.082734, arrival_time=2021-04-14 21:29:48.413740, cost_time=0:00:34.032537 2021-04-14 21:29:12,093 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=1.1100, top1-acc=67.55%, top5-acc=92.09%, remaining_time=0:00:36.283392, arrival_time=2021-04-14 21:29:48.376996, cost_time=0:00:37.795183 2021-04-14 21:29:15,855 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=1.1160, top1-acc=67.43%, top5-acc=92.05%, remaining_time=0:00:32.489682, arrival_time=2021-04-14 21:29:48.344631, cost_time=0:00:41.556595 2021-04-14 21:29:19,610 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=1.1193, top1-acc=67.30%, top5-acc=92.01%, remaining_time=0:00:28.697828, arrival_time=2021-04-14 21:29:48.308606, cost_time=0:00:45.312362 2021-04-14 21:29:23,381 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=3.39ms, fps=679 images/s, loss=1.1196, top1-acc=67.28%, top5-acc=92.01%, remaining_time=0:00:24.919290, arrival_time=2021-04-14 21:29:48.301107, cost_time=0:00:49.083456 2021-04-14 21:29:27,153 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=3.16ms, fps=679 images/s, loss=1.1220, top1-acc=67.16%, top5-acc=91.95%, remaining_time=0:00:21.142072, arrival_time=2021-04-14 21:29:48.295634, cost_time=0:00:52.855153 2021-04-14 21:29:30,919 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.75ms, fps=680 images/s, loss=1.1212, top1-acc=67.17%, top5-acc=91.95%, remaining_time=0:00:17.363850, arrival_time=2021-04-14 21:29:48.283610, cost_time=0:00:56.621254 2021-04-14 21:29:34,685 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.76ms, fps=680 images/s, loss=1.1235, top1-acc=67.10%, top5-acc=91.91%, remaining_time=0:00:13.587120, arrival_time=2021-04-14 21:29:48.272748, cost_time=0:01:00.387272 2021-04-14 21:29:38,450 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.43ms, fps=680 images/s, loss=1.1303, top1-acc=66.91%, top5-acc=91.82%, remaining_time=0:00:09.811516, arrival_time=2021-04-14 21:29:48.262176, cost_time=0:01:04.152301 2021-04-14 21:29:42,212 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.97ms, fps=681 images/s, loss=1.1317, top1-acc=66.89%, top5-acc=91.80%, remaining_time=0:00:06.036800, arrival_time=2021-04-14 21:29:48.249338, cost_time=0:01:07.914046 2021-04-14 21:29:46,000 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=2.90ms, fps=676 images/s, loss=1.1345, top1-acc=66.84%, top5-acc=91.74%, remaining_time=0:00:02.264274, arrival_time=2021-04-14 21:29:48.264647, cost_time=0:01:11.701956 2021-04-14 21:29:48,010 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.35ms, fps=677 images/s, loss=1.1359, top1-acc=66.77%, top5-acc=91.70%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:48.010390, cost_time=0:01:13.712045 2021-04-14 21:29:49,372 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.74ms, fps=1883 images/s, loss=1.8084, top1-acc=51.09%, top5-acc=81.41%, remaining_time=0:00:04.077780, arrival_time=2021-04-14 21:29:53.449715, cost_time=0:00:01.359255 2021-04-14 21:29:50,569 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.46ms, fps=2139 images/s, loss=1.7970, top1-acc=51.07%, top5-acc=81.76%, remaining_time=0:00:02.556920, arrival_time=2021-04-14 21:29:53.126378, cost_time=0:00:02.556925 2021-04-14 21:29:51,765 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.59ms, fps=2141 images/s, loss=1.8123, top1-acc=50.62%, top5-acc=81.38%, remaining_time=0:00:01.251020, arrival_time=2021-04-14 21:29:53.016765, cost_time=0:00:03.753047 2021-04-14 21:29:52,862 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=1.75ms, fps=2116 images/s, loss=1.7977, top1-acc=51.10%, top5-acc=81.57%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:52.862555, cost_time=0:00:04.850063 2021-04-14 21:29:53,566 INFO : Epoch=0014 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:07:59.340444, arrival_time=2021-04-15 01:37:52.906537, cost_time=0:18:39.950363 2021-04-14 21:29:53,567 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:29:57,533 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=2.16ms, fps=646 images/s, loss=1.0854, top1-acc=68.32%, top5-acc=92.73%, remaining_time=0:01:13.764624, arrival_time=2021-04-14 21:31:11.298218, cost_time=0:00:03.965836 2021-04-14 21:30:01,295 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=1.0538, top1-acc=69.00%, top5-acc=93.28%, remaining_time=0:01:08.004288, arrival_time=2021-04-14 21:31:09.299720, cost_time=0:00:07.727753 2021-04-14 21:30:05,092 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.66ms, fps=674 images/s, loss=1.0342, top1-acc=69.54%, top5-acc=93.41%, remaining_time=0:01:03.773216, arrival_time=2021-04-14 21:31:08.866120, cost_time=0:00:11.525276 2021-04-14 21:30:08,842 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=1.0335, top1-acc=69.48%, top5-acc=93.30%, remaining_time=0:00:59.571096, arrival_time=2021-04-14 21:31:08.413532, cost_time=0:00:15.274645 2021-04-14 21:30:12,603 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=3.33ms, fps=681 images/s, loss=1.0412, top1-acc=69.55%, top5-acc=93.09%, remaining_time=0:00:55.585266, arrival_time=2021-04-14 21:31:08.188984, cost_time=0:00:19.036059 2021-04-14 21:30:16,368 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=1.0442, top1-acc=69.35%, top5-acc=93.07%, remaining_time=0:00:51.681768, arrival_time=2021-04-14 21:31:08.050502, cost_time=0:00:22.800787 2021-04-14 21:30:20,139 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=1.0483, top1-acc=69.12%, top5-acc=92.94%, remaining_time=0:00:47.828970, arrival_time=2021-04-14 21:31:07.968274, cost_time=0:00:26.571675 2021-04-14 21:30:23,904 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=1.0569, top1-acc=68.86%, top5-acc=92.77%, remaining_time=0:00:43.988360, arrival_time=2021-04-14 21:31:07.892893, cost_time=0:00:30.336807 2021-04-14 21:30:27,678 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=2.13ms, fps=679 images/s, loss=1.0601, top1-acc=68.79%, top5-acc=92.70%, remaining_time=0:00:40.174424, arrival_time=2021-04-14 21:31:07.852555, cost_time=0:00:34.110393 2021-04-14 21:30:31,436 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=1.0665, top1-acc=68.61%, top5-acc=92.62%, remaining_time=0:00:36.354048, arrival_time=2021-04-14 21:31:07.790663, cost_time=0:00:37.868805 2021-04-14 21:30:35,196 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=1.0715, top1-acc=68.45%, top5-acc=92.58%, remaining_time=0:00:32.546012, arrival_time=2021-04-14 21:31:07.742356, cost_time=0:00:41.628634 2021-04-14 21:30:38,952 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=1.0758, top1-acc=68.37%, top5-acc=92.49%, remaining_time=0:00:28.743884, arrival_time=2021-04-14 21:31:07.696677, cost_time=0:00:45.385049 2021-04-14 21:30:42,718 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.06ms, fps=680 images/s, loss=1.0794, top1-acc=68.29%, top5-acc=92.44%, remaining_time=0:00:24.953544, arrival_time=2021-04-14 21:31:07.672086, cost_time=0:00:49.150885 2021-04-14 21:30:46,478 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=1.0841, top1-acc=68.11%, top5-acc=92.40%, remaining_time=0:00:21.164360, arrival_time=2021-04-14 21:31:07.643054, cost_time=0:00:52.910922 2021-04-14 21:30:50,249 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=2.92ms, fps=679 images/s, loss=1.0841, top1-acc=68.08%, top5-acc=92.41%, remaining_time=0:00:17.382480, arrival_time=2021-04-14 21:31:07.632158, cost_time=0:00:56.681939 2021-04-14 21:30:54,009 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=1.0876, top1-acc=68.04%, top5-acc=92.35%, remaining_time=0:00:13.599396, arrival_time=2021-04-14 21:31:07.608737, cost_time=0:01:00.441694 2021-04-14 21:30:57,763 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=3.01ms, fps=682 images/s, loss=1.0896, top1-acc=68.01%, top5-acc=92.28%, remaining_time=0:00:09.818146, arrival_time=2021-04-14 21:31:07.581371, cost_time=0:01:04.195498 2021-04-14 21:31:01,535 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=2.58ms, fps=679 images/s, loss=1.0898, top1-acc=67.98%, top5-acc=92.30%, remaining_time=0:00:06.041568, arrival_time=2021-04-14 21:31:07.577037, cost_time=0:01:07.967689 2021-04-14 21:31:05,291 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=1.0928, top1-acc=67.90%, top5-acc=92.26%, remaining_time=0:00:02.264958, arrival_time=2021-04-14 21:31:07.556467, cost_time=0:01:11.723722 2021-04-14 21:31:07,300 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.40ms, fps=677 images/s, loss=1.0951, top1-acc=67.90%, top5-acc=92.27%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:07.300362, cost_time=0:01:13.732724 2021-04-14 21:31:08,658 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.53ms, fps=1888 images/s, loss=2.0471, top1-acc=48.44%, top5-acc=79.57%, remaining_time=0:00:04.068210, arrival_time=2021-04-14 21:31:12.726801, cost_time=0:00:01.356069 2021-04-14 21:31:09,858 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=3.19ms, fps=2135 images/s, loss=2.0192, top1-acc=48.30%, top5-acc=80.04%, remaining_time=0:00:02.555680, arrival_time=2021-04-14 21:31:12.413889, cost_time=0:00:02.555690 2021-04-14 21:31:11,084 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=4.36ms, fps=2089 images/s, loss=2.0387, top1-acc=48.57%, top5-acc=79.51%, remaining_time=0:00:01.260560, arrival_time=2021-04-14 21:31:12.344973, cost_time=0:00:03.781679 2021-04-14 21:31:12,186 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.29ms, fps=2107 images/s, loss=2.0351, top1-acc=48.33%, top5-acc=79.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:12.186032, cost_time=0:00:04.883508 2021-04-14 21:31:12,943 INFO : Epoch=0015 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:06:31.711075, arrival_time=2021-04-15 01:37:44.654733, cost_time=0:19:59.327922 2021-04-14 21:31:12,946 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:31:16,915 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.99ms, fps=645 images/s, loss=1.0643, top1-acc=67.42%, top5-acc=93.12%, remaining_time=0:01:13.828608, arrival_time=2021-04-14 21:32:30.744382, cost_time=0:00:03.969283 2021-04-14 21:31:20,672 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=1.0457, top1-acc=68.61%, top5-acc=93.05%, remaining_time=0:01:07.983520, arrival_time=2021-04-14 21:32:28.655476, cost_time=0:00:07.725408 2021-04-14 21:31:24,441 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=3.05ms, fps=679 images/s, loss=1.0355, top1-acc=69.40%, top5-acc=93.10%, remaining_time=0:01:03.604726, arrival_time=2021-04-14 21:32:28.045916, cost_time=0:00:11.494818 2021-04-14 21:31:28,210 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.53ms, fps=679 images/s, loss=1.0332, top1-acc=69.28%, top5-acc=93.12%, remaining_time=0:00:59.529756, arrival_time=2021-04-14 21:32:27.740287, cost_time=0:00:15.264052 2021-04-14 21:31:31,970 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=1.0383, top1-acc=69.06%, top5-acc=93.19%, remaining_time=0:00:55.550518, arrival_time=2021-04-14 21:32:27.520998, cost_time=0:00:19.024128 2021-04-14 21:31:35,726 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=1.0341, top1-acc=69.21%, top5-acc=93.32%, remaining_time=0:00:51.635256, arrival_time=2021-04-14 21:32:27.361897, cost_time=0:00:22.780281 2021-04-14 21:31:39,493 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=3.56ms, fps=680 images/s, loss=1.0339, top1-acc=69.27%, top5-acc=93.31%, remaining_time=0:00:47.785500, arrival_time=2021-04-14 21:32:27.279350, cost_time=0:00:26.547503 2021-04-14 21:31:43,254 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=1.0282, top1-acc=69.43%, top5-acc=93.37%, remaining_time=0:00:43.947180, arrival_time=2021-04-14 21:32:27.201972, cost_time=0:00:30.308367 2021-04-14 21:31:47,006 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=1.0263, top1-acc=69.61%, top5-acc=93.39%, remaining_time=0:00:40.114640, arrival_time=2021-04-14 21:32:27.120804, cost_time=0:00:34.059564 2021-04-14 21:31:50,764 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=1.0272, top1-acc=69.65%, top5-acc=93.36%, remaining_time=0:00:36.304800, arrival_time=2021-04-14 21:32:27.068785, cost_time=0:00:37.817507 2021-04-14 21:31:54,528 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.53ms, fps=680 images/s, loss=1.0318, top1-acc=69.61%, top5-acc=93.29%, remaining_time=0:00:32.509548, arrival_time=2021-04-14 21:32:27.037872, cost_time=0:00:41.581936 2021-04-14 21:31:58,285 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=1.0336, top1-acc=69.45%, top5-acc=93.24%, remaining_time=0:00:28.714624, arrival_time=2021-04-14 21:32:26.999805, cost_time=0:00:45.338839 2021-04-14 21:32:02,045 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=1.0384, top1-acc=69.27%, top5-acc=93.18%, remaining_time=0:00:24.926880, arrival_time=2021-04-14 21:32:26.971767, cost_time=0:00:49.098464 2021-04-14 21:32:05,810 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=1.0435, top1-acc=69.11%, top5-acc=93.12%, remaining_time=0:00:21.145768, arrival_time=2021-04-14 21:32:26.956485, cost_time=0:00:52.864378 2021-04-14 21:32:09,585 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.22ms, fps=678 images/s, loss=1.0456, top1-acc=69.10%, top5-acc=93.08%, remaining_time=0:00:17.369186, arrival_time=2021-04-14 21:32:26.954307, cost_time=0:00:56.638690 2021-04-14 21:32:13,362 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.43ms, fps=678 images/s, loss=1.0496, top1-acc=68.98%, top5-acc=93.03%, remaining_time=0:00:13.593420, arrival_time=2021-04-14 21:32:26.955253, cost_time=0:01:00.415184 2021-04-14 21:32:17,123 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=1.0514, top1-acc=68.94%, top5-acc=92.98%, remaining_time=0:00:09.815364, arrival_time=2021-04-14 21:32:26.939199, cost_time=0:01:04.177439 2021-04-14 21:32:20,885 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=1.0541, top1-acc=68.94%, top5-acc=92.91%, remaining_time=0:00:06.039024, arrival_time=2021-04-14 21:32:26.924531, cost_time=0:01:07.939091 2021-04-14 21:32:24,646 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=1.0581, top1-acc=68.85%, top5-acc=92.84%, remaining_time=0:00:02.264208, arrival_time=2021-04-14 21:32:26.910569, cost_time=0:01:11.699989 2021-04-14 21:32:26,648 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.45ms, fps=679 images/s, loss=1.0601, top1-acc=68.78%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:26.648788, cost_time=0:01:13.702457 2021-04-14 21:32:28,011 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.22ms, fps=1882 images/s, loss=1.7518, top1-acc=53.24%, top5-acc=80.94%, remaining_time=0:00:04.080150, arrival_time=2021-04-14 21:32:32.091063, cost_time=0:00:01.360049 2021-04-14 21:32:29,206 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.94ms, fps=2142 images/s, loss=1.7958, top1-acc=52.44%, top5-acc=80.29%, remaining_time=0:00:02.555560, arrival_time=2021-04-14 21:32:31.762057, cost_time=0:00:02.555562 2021-04-14 21:32:30,418 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.86ms, fps=2114 images/s, loss=1.7934, top1-acc=52.06%, top5-acc=80.76%, remaining_time=0:00:01.255820, arrival_time=2021-04-14 21:32:31.674056, cost_time=0:00:03.767445 2021-04-14 21:32:31,513 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=2118 images/s, loss=1.7937, top1-acc=52.06%, top5-acc=80.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:31.513872, cost_time=0:00:04.863009 2021-04-14 21:32:32,222 INFO : Epoch=0016 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:05:03.981328, arrival_time=2021-04-15 01:37:36.204127, cost_time=0:21:18.607072 2021-04-14 21:32:32,224 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:32:36,148 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.59ms, fps=652 images/s, loss=1.0444, top1-acc=68.79%, top5-acc=93.20%, remaining_time=0:01:12.980076, arrival_time=2021-04-14 21:33:49.128306, cost_time=0:00:03.923658 2021-04-14 21:32:39,909 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=1.0081, top1-acc=70.16%, top5-acc=93.24%, remaining_time=0:01:07.631344, arrival_time=2021-04-14 21:33:47.541132, cost_time=0:00:07.685371 2021-04-14 21:32:43,688 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.59ms, fps=678 images/s, loss=1.0011, top1-acc=70.47%, top5-acc=93.35%, remaining_time=0:01:03.434410, arrival_time=2021-04-14 21:33:47.122826, cost_time=0:00:11.464059 2021-04-14 21:32:47,448 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=1.0018, top1-acc=70.53%, top5-acc=93.42%, remaining_time=0:00:59.374692, arrival_time=2021-04-14 21:33:46.823466, cost_time=0:00:15.224279 2021-04-14 21:32:51,208 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=4.34ms, fps=681 images/s, loss=1.0035, top1-acc=70.37%, top5-acc=93.38%, remaining_time=0:00:55.432404, arrival_time=2021-04-14 21:33:46.640504, cost_time=0:00:18.983685 2021-04-14 21:32:54,977 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=2.25ms, fps=679 images/s, loss=0.9993, top1-acc=70.48%, top5-acc=93.44%, remaining_time=0:00:51.572560, arrival_time=2021-04-14 21:33:46.549561, cost_time=0:00:22.752576 2021-04-14 21:32:58,764 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=3.01ms, fps=676 images/s, loss=0.9931, top1-acc=70.71%, top5-acc=93.47%, remaining_time=0:00:47.771388, arrival_time=2021-04-14 21:33:46.535455, cost_time=0:00:26.539651 2021-04-14 21:33:02,558 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=7.58ms, fps=675 images/s, loss=0.9995, top1-acc=70.52%, top5-acc=93.33%, remaining_time=0:00:43.984184, arrival_time=2021-04-14 21:33:46.542519, cost_time=0:00:30.333923 2021-04-14 21:33:06,322 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=1.0039, top1-acc=70.44%, top5-acc=93.26%, remaining_time=0:00:40.160326, arrival_time=2021-04-14 21:33:46.483113, cost_time=0:00:34.098430 2021-04-14 21:33:10,078 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=1.0048, top1-acc=70.36%, top5-acc=93.25%, remaining_time=0:00:36.339840, arrival_time=2021-04-14 21:33:46.418198, cost_time=0:00:37.853955 2021-04-14 21:33:13,858 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.10ms, fps=677 images/s, loss=1.0081, top1-acc=70.24%, top5-acc=93.20%, remaining_time=0:00:32.550054, arrival_time=2021-04-14 21:33:46.408234, cost_time=0:00:41.633757 2021-04-14 21:33:17,618 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=1.0111, top1-acc=70.23%, top5-acc=93.14%, remaining_time=0:00:28.749584, arrival_time=2021-04-14 21:33:46.367972, cost_time=0:00:45.394029 2021-04-14 21:33:21,380 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=1.0148, top1-acc=70.13%, top5-acc=93.07%, remaining_time=0:00:24.956316, arrival_time=2021-04-14 21:33:46.337086, cost_time=0:00:49.156406 2021-04-14 21:33:25,148 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.95ms, fps=680 images/s, loss=1.0168, top1-acc=70.01%, top5-acc=93.09%, remaining_time=0:00:21.169624, arrival_time=2021-04-14 21:33:46.318185, cost_time=0:00:52.924090 2021-04-14 21:33:28,917 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.30ms, fps=679 images/s, loss=1.0198, top1-acc=69.90%, top5-acc=93.06%, remaining_time=0:00:17.385884, arrival_time=2021-04-14 21:33:46.303428, cost_time=0:00:56.693131 2021-04-14 21:33:32,680 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=3.08ms, fps=681 images/s, loss=1.0241, top1-acc=69.86%, top5-acc=93.02%, remaining_time=0:00:13.602492, arrival_time=2021-04-14 21:33:46.282610, cost_time=0:01:00.455573 2021-04-14 21:33:36,447 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=1.0285, top1-acc=69.75%, top5-acc=92.94%, remaining_time=0:00:09.822254, arrival_time=2021-04-14 21:33:46.269156, cost_time=0:01:04.222467 2021-04-14 21:33:40,208 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=1.0308, top1-acc=69.70%, top5-acc=92.91%, remaining_time=0:00:06.043008, arrival_time=2021-04-14 21:33:46.251198, cost_time=0:01:07.983770 2021-04-14 21:33:43,971 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=1.0341, top1-acc=69.62%, top5-acc=92.87%, remaining_time=0:00:02.265678, arrival_time=2021-04-14 21:33:46.236585, cost_time=0:01:11.746493 2021-04-14 21:33:45,974 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.47ms, fps=679 images/s, loss=1.0362, top1-acc=69.52%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:45.974672, cost_time=0:01:13.750299 2021-04-14 21:33:47,347 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.44ms, fps=1871 images/s, loss=1.7576, top1-acc=53.09%, top5-acc=82.66%, remaining_time=0:00:04.104900, arrival_time=2021-04-14 21:33:51.452361, cost_time=0:00:01.368297 2021-04-14 21:33:48,545 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=3.17ms, fps=2138 images/s, loss=1.7525, top1-acc=53.46%, top5-acc=82.81%, remaining_time=0:00:02.566400, arrival_time=2021-04-14 21:33:51.111956, cost_time=0:00:02.566401 2021-04-14 21:33:49,748 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.48ms, fps=2129 images/s, loss=1.7671, top1-acc=53.15%, top5-acc=82.57%, remaining_time=0:00:01.256430, arrival_time=2021-04-14 21:33:51.004830, cost_time=0:00:03.769292 2021-04-14 21:33:50,846 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.09ms, fps=2114 images/s, loss=1.7785, top1-acc=53.22%, top5-acc=82.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:50.846448, cost_time=0:00:04.867356 2021-04-14 21:33:51,600 INFO : Epoch=0017 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:03:38.309559, arrival_time=2021-04-15 01:37:29.910369, cost_time=0:22:37.985040 2021-04-14 21:33:51,603 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:33:55,598 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.71ms, fps=641 images/s, loss=0.9662, top1-acc=71.99%, top5-acc=93.71%, remaining_time=0:01:14.315742, arrival_time=2021-04-14 21:35:09.914530, cost_time=0:00:03.995468 2021-04-14 21:33:59,364 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.9796, top1-acc=70.88%, top5-acc=93.79%, remaining_time=0:01:08.295568, arrival_time=2021-04-14 21:35:07.659742, cost_time=0:00:07.760857 2021-04-14 21:34:03,120 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.9810, top1-acc=70.79%, top5-acc=93.95%, remaining_time=0:01:03.727068, arrival_time=2021-04-14 21:35:06.847343, cost_time=0:00:11.516953 2021-04-14 21:34:06,894 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.12ms, fps=678 images/s, loss=0.9739, top1-acc=71.27%, top5-acc=93.95%, remaining_time=0:00:59.634120, arrival_time=2021-04-14 21:35:06.528352, cost_time=0:00:15.290788 2021-04-14 21:34:10,653 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.9698, top1-acc=71.15%, top5-acc=93.97%, remaining_time=0:00:55.626584, arrival_time=2021-04-14 21:35:06.280254, cost_time=0:00:19.050220 2021-04-14 21:34:14,405 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.9744, top1-acc=70.96%, top5-acc=93.98%, remaining_time=0:00:51.684624, arrival_time=2021-04-14 21:35:06.090237, cost_time=0:00:22.802048 2021-04-14 21:34:18,172 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.54ms, fps=680 images/s, loss=0.9760, top1-acc=70.98%, top5-acc=93.93%, remaining_time=0:00:47.824434, arrival_time=2021-04-14 21:35:05.997043, cost_time=0:00:26.569107 2021-04-14 21:34:21,944 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.9731, top1-acc=71.08%, top5-acc=93.99%, remaining_time=0:00:43.993812, arrival_time=2021-04-14 21:35:05.937728, cost_time=0:00:30.340592 2021-04-14 21:34:25,704 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.40ms, fps=681 images/s, loss=0.9733, top1-acc=71.06%, top5-acc=93.97%, remaining_time=0:00:40.163400, arrival_time=2021-04-14 21:35:05.867786, cost_time=0:00:34.101029 2021-04-14 21:34:29,463 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.9770, top1-acc=70.88%, top5-acc=93.95%, remaining_time=0:00:36.345792, arrival_time=2021-04-14 21:35:05.809526, cost_time=0:00:37.860245 2021-04-14 21:34:33,224 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.9779, top1-acc=70.96%, top5-acc=93.96%, remaining_time=0:00:32.539992, arrival_time=2021-04-14 21:35:05.764321, cost_time=0:00:41.620947 2021-04-14 21:34:36,991 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.12ms, fps=680 images/s, loss=0.9792, top1-acc=70.82%, top5-acc=93.96%, remaining_time=0:00:28.745556, arrival_time=2021-04-14 21:35:05.736755, cost_time=0:00:45.387764 2021-04-14 21:34:40,747 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.9831, top1-acc=70.72%, top5-acc=93.90%, remaining_time=0:00:24.949782, arrival_time=2021-04-14 21:35:05.696753, cost_time=0:00:49.143530 2021-04-14 21:34:44,520 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=2.63ms, fps=679 images/s, loss=0.9858, top1-acc=70.68%, top5-acc=93.81%, remaining_time=0:00:21.166936, arrival_time=2021-04-14 21:35:05.687723, cost_time=0:00:52.917354 2021-04-14 21:34:48,280 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.9885, top1-acc=70.54%, top5-acc=93.73%, remaining_time=0:00:17.381054, arrival_time=2021-04-14 21:35:05.661839, cost_time=0:00:56.677346 2021-04-14 21:34:52,042 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.21ms, fps=681 images/s, loss=0.9909, top1-acc=70.47%, top5-acc=93.69%, remaining_time=0:00:13.598712, arrival_time=2021-04-14 21:35:05.640963, cost_time=0:01:00.438790 2021-04-14 21:34:55,798 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.9967, top1-acc=70.28%, top5-acc=93.58%, remaining_time=0:00:09.818146, arrival_time=2021-04-14 21:35:05.616969, cost_time=0:01:04.195497 2021-04-14 21:34:59,552 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=1.0025, top1-acc=70.10%, top5-acc=93.54%, remaining_time=0:00:06.039888, arrival_time=2021-04-14 21:35:05.592025, cost_time=0:01:07.948805 2021-04-14 21:35:03,312 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=2.66ms, fps=681 images/s, loss=1.0052, top1-acc=70.06%, top5-acc=93.47%, remaining_time=0:00:02.264502, arrival_time=2021-04-14 21:35:05.577121, cost_time=0:01:11.709231 2021-04-14 21:35:05,318 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.27ms, fps=678 images/s, loss=1.0073, top1-acc=70.05%, top5-acc=93.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:05.318016, cost_time=0:01:13.714686 2021-04-14 21:35:06,667 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.76ms, fps=1900 images/s, loss=1.8440, top1-acc=53.24%, top5-acc=81.91%, remaining_time=0:00:04.041240, arrival_time=2021-04-14 21:35:10.708479, cost_time=0:00:01.347083 2021-04-14 21:35:07,861 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.55ms, fps=2145 images/s, loss=1.8086, top1-acc=52.23%, top5-acc=82.52%, remaining_time=0:00:02.540980, arrival_time=2021-04-14 21:35:10.402111, cost_time=0:00:02.540982 2021-04-14 21:35:09,067 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=2.02ms, fps=2123 images/s, loss=1.7893, top1-acc=52.63%, top5-acc=82.85%, remaining_time=0:00:01.249140, arrival_time=2021-04-14 21:35:10.316698, cost_time=0:00:03.747424 2021-04-14 21:35:10,166 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=2112 images/s, loss=1.7889, top1-acc=52.81%, top5-acc=82.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:10.166683, cost_time=0:00:04.846453 2021-04-14 21:35:10,946 INFO : Epoch=0018 complete, best val top1-acc=54.86%, top5-acc=83.57% (epoch=12), remaining_time=4:02:13.014314, arrival_time=2021-04-15 01:37:23.961145, cost_time=0:23:57.331094 2021-04-14 21:35:10,948 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:35:14,882 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.83ms, fps=651 images/s, loss=0.9623, top1-acc=71.84%, top5-acc=93.52%, remaining_time=0:01:13.161984, arrival_time=2021-04-14 21:36:28.043920, cost_time=0:00:03.933438 2021-04-14 21:35:18,657 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.48ms, fps=678 images/s, loss=0.9671, top1-acc=72.03%, top5-acc=93.52%, remaining_time=0:01:07.837792, arrival_time=2021-04-14 21:36:26.494993, cost_time=0:00:07.708848 2021-04-14 21:35:22,419 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.9440, top1-acc=72.37%, top5-acc=93.91%, remaining_time=0:01:03.472424, arrival_time=2021-04-14 21:36:25.891798, cost_time=0:00:11.470932 2021-04-14 21:35:26,199 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=2.24ms, fps=677 images/s, loss=0.9429, top1-acc=72.32%, top5-acc=93.96%, remaining_time=0:00:59.477652, arrival_time=2021-04-14 21:36:25.676811, cost_time=0:00:15.250667 2021-04-14 21:35:29,950 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.9454, top1-acc=72.22%, top5-acc=93.98%, remaining_time=0:00:55.486716, arrival_time=2021-04-14 21:36:25.437395, cost_time=0:00:19.002284 2021-04-14 21:35:33,710 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.91ms, fps=681 images/s, loss=0.9477, top1-acc=72.19%, top5-acc=93.93%, remaining_time=0:00:51.594048, arrival_time=2021-04-14 21:36:25.304488, cost_time=0:00:22.762085 2021-04-14 21:35:37,468 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.9507, top1-acc=72.06%, top5-acc=93.95%, remaining_time=0:00:47.736234, arrival_time=2021-04-14 21:36:25.204847, cost_time=0:00:26.520134 2021-04-14 21:35:41,243 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.86ms, fps=678 images/s, loss=0.9481, top1-acc=71.96%, top5-acc=94.07%, remaining_time=0:00:43.927576, arrival_time=2021-04-14 21:36:25.171009, cost_time=0:00:30.294905 2021-04-14 21:35:45,005 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.9518, top1-acc=71.80%, top5-acc=94.05%, remaining_time=0:00:40.111248, arrival_time=2021-04-14 21:36:25.116484, cost_time=0:00:34.056749 2021-04-14 21:35:48,761 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.9552, top1-acc=71.73%, top5-acc=94.02%, remaining_time=0:00:36.300960, arrival_time=2021-04-14 21:36:25.062789, cost_time=0:00:37.813472 2021-04-14 21:35:52,528 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=3.39ms, fps=680 images/s, loss=0.9618, top1-acc=71.54%, top5-acc=93.97%, remaining_time=0:00:32.507570, arrival_time=2021-04-14 21:36:25.035499, cost_time=0:00:41.579477 2021-04-14 21:35:56,290 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.97ms, fps=681 images/s, loss=0.9679, top1-acc=71.31%, top5-acc=93.86%, remaining_time=0:00:28.716524, arrival_time=2021-04-14 21:36:25.006747, cost_time=0:00:45.341832 2021-04-14 21:36:00,048 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.9723, top1-acc=71.22%, top5-acc=93.79%, remaining_time=0:00:24.927738, arrival_time=2021-04-14 21:36:24.976234, cost_time=0:00:49.100136 2021-04-14 21:36:03,819 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.67ms, fps=679 images/s, loss=0.9764, top1-acc=71.14%, top5-acc=93.75%, remaining_time=0:00:21.148288, arrival_time=2021-04-14 21:36:24.967423, cost_time=0:00:52.870774 2021-04-14 21:36:07,584 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=2.09ms, fps=680 images/s, loss=0.9772, top1-acc=71.12%, top5-acc=93.68%, remaining_time=0:00:17.368404, arrival_time=2021-04-14 21:36:24.952920, cost_time=0:00:56.636134 2021-04-14 21:36:11,350 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.99ms, fps=680 images/s, loss=0.9777, top1-acc=71.12%, top5-acc=93.65%, remaining_time=0:00:13.590468, arrival_time=2021-04-14 21:36:24.940943, cost_time=0:01:00.402075 2021-04-14 21:36:15,120 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=2.13ms, fps=679 images/s, loss=0.9816, top1-acc=70.99%, top5-acc=93.61%, remaining_time=0:00:09.814610, arrival_time=2021-04-14 21:36:24.935469, cost_time=0:01:04.172412 2021-04-14 21:36:18,896 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.34ms, fps=678 images/s, loss=0.9808, top1-acc=70.95%, top5-acc=93.62%, remaining_time=0:00:06.039808, arrival_time=2021-04-14 21:36:24.936110, cost_time=0:01:07.947806 2021-04-14 21:36:22,660 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=2.25ms, fps=680 images/s, loss=0.9825, top1-acc=70.86%, top5-acc=93.59%, remaining_time=0:00:02.264586, arrival_time=2021-04-14 21:36:24.924911, cost_time=0:01:11.711880 2021-04-14 21:36:24,675 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.45ms, fps=675 images/s, loss=0.9843, top1-acc=70.83%, top5-acc=93.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:24.675694, cost_time=0:01:13.727244 2021-04-14 21:36:26,025 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.36ms, fps=1900 images/s, loss=1.5172, top1-acc=57.97%, top5-acc=85.82%, remaining_time=0:00:04.041270, arrival_time=2021-04-14 21:36:30.066270, cost_time=0:00:01.347089 2021-04-14 21:36:27,220 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.36ms, fps=2143 images/s, loss=1.5217, top1-acc=57.79%, top5-acc=85.80%, remaining_time=0:00:02.542060, arrival_time=2021-04-14 21:36:29.762081, cost_time=0:00:02.542054 2021-04-14 21:36:28,417 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.69ms, fps=2138 images/s, loss=1.4953, top1-acc=58.46%, top5-acc=85.96%, remaining_time=0:00:01.246620, arrival_time=2021-04-14 21:36:29.664371, cost_time=0:00:03.739867 2021-04-14 21:36:29,515 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=1.98ms, fps=2115 images/s, loss=1.5129, top1-acc=57.96%, top5-acc=85.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:29.515299, cost_time=0:00:04.837286 2021-04-14 21:36:31,021 INFO : Epoch=0019 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=4:00:55.284450, arrival_time=2021-04-15 01:37:26.305770, cost_time=0:25:17.405543 2021-04-14 21:36:31,023 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:36:35,027 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.58ms, fps=639 images/s, loss=0.8884, top1-acc=73.95%, top5-acc=94.41%, remaining_time=0:01:14.473470, arrival_time=2021-04-14 21:37:49.501260, cost_time=0:00:04.003947 2021-04-14 21:36:38,789 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.9141, top1-acc=72.68%, top5-acc=94.36%, remaining_time=0:01:08.329536, arrival_time=2021-04-14 21:37:47.118416, cost_time=0:00:07.764717 2021-04-14 21:36:42,561 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=2.04ms, fps=679 images/s, loss=0.9098, top1-acc=72.98%, top5-acc=94.30%, remaining_time=0:01:03.842936, arrival_time=2021-04-14 21:37:46.404728, cost_time=0:00:11.537884 2021-04-14 21:36:46,319 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.9251, top1-acc=72.49%, top5-acc=94.26%, remaining_time=0:00:59.653464, arrival_time=2021-04-14 21:37:45.973204, cost_time=0:00:15.295761 2021-04-14 21:36:50,085 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.13ms, fps=680 images/s, loss=0.9194, top1-acc=72.45%, top5-acc=94.45%, remaining_time=0:00:55.658996, arrival_time=2021-04-14 21:37:45.744200, cost_time=0:00:19.061306 2021-04-14 21:36:53,850 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.9215, top1-acc=72.34%, top5-acc=94.45%, remaining_time=0:00:51.740656, arrival_time=2021-04-14 21:37:45.591369, cost_time=0:00:22.826775 2021-04-14 21:36:57,626 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.77ms, fps=678 images/s, loss=0.9230, top1-acc=72.43%, top5-acc=94.41%, remaining_time=0:00:47.885418, arrival_time=2021-04-14 21:37:45.512293, cost_time=0:00:26.603021 2021-04-14 21:37:01,380 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=2.90ms, fps=682 images/s, loss=0.9220, top1-acc=72.49%, top5-acc=94.37%, remaining_time=0:00:44.016780, arrival_time=2021-04-14 21:37:45.397180, cost_time=0:00:30.356394 2021-04-14 21:37:05,151 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=3.61ms, fps=679 images/s, loss=0.9212, top1-acc=72.51%, top5-acc=94.40%, remaining_time=0:00:40.193928, arrival_time=2021-04-14 21:37:45.344871, cost_time=0:00:34.126947 2021-04-14 21:37:08,905 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.9215, top1-acc=72.61%, top5-acc=94.38%, remaining_time=0:00:36.366240, arrival_time=2021-04-14 21:37:45.271681, cost_time=0:00:37.881528 2021-04-14 21:37:12,670 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=0.9275, top1-acc=72.37%, top5-acc=94.31%, remaining_time=0:00:32.560116, arrival_time=2021-04-14 21:37:45.230634, cost_time=0:00:41.646681 2021-04-14 21:37:16,428 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.39ms, fps=681 images/s, loss=0.9294, top1-acc=72.39%, top5-acc=94.28%, remaining_time=0:00:28.756120, arrival_time=2021-04-14 21:37:45.184314, cost_time=0:00:45.404352 2021-04-14 21:37:20,182 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.9350, top1-acc=72.32%, top5-acc=94.19%, remaining_time=0:00:24.957570, arrival_time=2021-04-14 21:37:45.140415, cost_time=0:00:49.158881 2021-04-14 21:37:23,955 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.26ms, fps=679 images/s, loss=0.9368, top1-acc=72.25%, top5-acc=94.15%, remaining_time=0:00:21.172592, arrival_time=2021-04-14 21:37:45.127855, cost_time=0:00:52.931411 2021-04-14 21:37:27,716 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.9375, top1-acc=72.24%, top5-acc=94.13%, remaining_time=0:00:17.385562, arrival_time=2021-04-14 21:37:45.101650, cost_time=0:00:56.692022 2021-04-14 21:37:31,488 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.03ms, fps=679 images/s, loss=0.9419, top1-acc=72.09%, top5-acc=94.06%, remaining_time=0:00:13.604508, arrival_time=2021-04-14 21:37:45.093091, cost_time=0:01:00.464407 2021-04-14 21:37:35,248 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.9468, top1-acc=71.95%, top5-acc=94.01%, remaining_time=0:00:09.822592, arrival_time=2021-04-14 21:37:45.071250, cost_time=0:01:04.224674 2021-04-14 21:37:39,012 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.66ms, fps=680 images/s, loss=0.9483, top1-acc=71.94%, top5-acc=94.03%, remaining_time=0:00:06.043392, arrival_time=2021-04-14 21:37:45.055329, cost_time=0:01:07.988093 2021-04-14 21:37:42,774 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=3.61ms, fps=681 images/s, loss=0.9510, top1-acc=71.86%, top5-acc=94.00%, remaining_time=0:00:02.265792, arrival_time=2021-04-14 21:37:45.039908, cost_time=0:01:11.750172 2021-04-14 21:37:44,786 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.30ms, fps=676 images/s, loss=0.9551, top1-acc=71.75%, top5-acc=93.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:44.786235, cost_time=0:01:13.762282 2021-04-14 21:37:46,109 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.81ms, fps=1940 images/s, loss=4.9062, top1-acc=11.76%, top5-acc=26.80%, remaining_time=0:00:03.958680, arrival_time=2021-04-14 21:37:50.067890, cost_time=0:00:01.319562 2021-04-14 21:37:47,305 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.57ms, fps=2142 images/s, loss=4.9327, top1-acc=11.15%, top5-acc=26.07%, remaining_time=0:00:02.515420, arrival_time=2021-04-14 21:37:49.820564, cost_time=0:00:02.515418 2021-04-14 21:37:48,507 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.95ms, fps=2131 images/s, loss=4.8866, top1-acc=11.32%, top5-acc=26.58%, remaining_time=0:00:01.239160, arrival_time=2021-04-14 21:37:49.746282, cost_time=0:00:03.717488 2021-04-14 21:37:49,609 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.19ms, fps=2107 images/s, loss=4.8612, top1-acc=11.39%, top5-acc=26.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:49.608964, cost_time=0:00:04.819253 2021-04-14 21:37:50,426 INFO : Epoch=0020 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:59:31.299360, arrival_time=2021-04-15 01:37:21.726165, cost_time=0:26:36.811040 2021-04-14 21:37:50,429 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:37:54,402 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=2.44ms, fps=644 images/s, loss=0.9041, top1-acc=73.67%, top5-acc=94.14%, remaining_time=0:01:13.893522, arrival_time=2021-04-14 21:39:08.296050, cost_time=0:00:03.972771 2021-04-14 21:37:58,162 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.42ms, fps=681 images/s, loss=0.8950, top1-acc=73.71%, top5-acc=94.84%, remaining_time=0:01:08.046176, arrival_time=2021-04-14 21:39:06.208370, cost_time=0:00:07.732518 2021-04-14 21:38:01,929 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.81ms, fps=680 images/s, loss=0.9039, top1-acc=73.37%, top5-acc=94.65%, remaining_time=0:01:03.630622, arrival_time=2021-04-14 21:39:05.559793, cost_time=0:00:11.499512 2021-04-14 21:38:05,711 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.74ms, fps=677 images/s, loss=0.9079, top1-acc=73.26%, top5-acc=94.49%, remaining_time=0:00:59.598552, arrival_time=2021-04-14 21:39:05.309868, cost_time=0:00:15.281699 2021-04-14 21:38:09,467 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.9065, top1-acc=73.27%, top5-acc=94.43%, remaining_time=0:00:55.591544, arrival_time=2021-04-14 21:39:05.059360, cost_time=0:00:19.038206 2021-04-14 21:38:13,226 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.9100, top1-acc=73.05%, top5-acc=94.43%, remaining_time=0:00:51.672248, arrival_time=2021-04-14 21:39:04.898541, cost_time=0:00:22.796566 2021-04-14 21:38:16,998 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.61ms, fps=679 images/s, loss=0.9100, top1-acc=73.07%, top5-acc=94.40%, remaining_time=0:00:47.823552, arrival_time=2021-04-14 21:39:04.821887, cost_time=0:00:26.568622 2021-04-14 21:38:20,756 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.9123, top1-acc=73.04%, top5-acc=94.47%, remaining_time=0:00:43.974092, arrival_time=2021-04-14 21:39:04.730715, cost_time=0:00:30.326996 2021-04-14 21:38:24,516 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.9183, top1-acc=72.89%, top5-acc=94.38%, remaining_time=0:00:40.147182, arrival_time=2021-04-14 21:39:04.664054, cost_time=0:00:34.087268 2021-04-14 21:38:28,274 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.9221, top1-acc=72.82%, top5-acc=94.40%, remaining_time=0:00:36.330624, arrival_time=2021-04-14 21:39:04.604902, cost_time=0:00:37.844412 2021-04-14 21:38:32,043 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=3.06ms, fps=679 images/s, loss=0.9248, top1-acc=72.71%, top5-acc=94.41%, remaining_time=0:00:32.534574, arrival_time=2021-04-14 21:39:04.578138, cost_time=0:00:41.613970 2021-04-14 21:38:35,800 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=3.28ms, fps=681 images/s, loss=0.9250, top1-acc=72.65%, top5-acc=94.44%, remaining_time=0:00:28.735068, arrival_time=2021-04-14 21:39:04.535913, cost_time=0:00:45.371205 2021-04-14 21:38:39,561 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.9284, top1-acc=72.49%, top5-acc=94.40%, remaining_time=0:00:24.943776, arrival_time=2021-04-14 21:39:04.505115, cost_time=0:00:49.131720 2021-04-14 21:38:43,321 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=2.57ms, fps=681 images/s, loss=0.9309, top1-acc=72.40%, top5-acc=94.35%, remaining_time=0:00:21.156744, arrival_time=2021-04-14 21:39:04.478278, cost_time=0:00:52.891886 2021-04-14 21:38:47,094 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.82ms, fps=679 images/s, loss=0.9303, top1-acc=72.41%, top5-acc=94.38%, remaining_time=0:00:17.377236, arrival_time=2021-04-14 21:39:04.471735, cost_time=0:00:56.664872 2021-04-14 21:38:50,851 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.9334, top1-acc=72.30%, top5-acc=94.33%, remaining_time=0:00:13.594824, arrival_time=2021-04-14 21:39:04.445817, cost_time=0:01:00.421377 2021-04-14 21:38:54,611 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.9359, top1-acc=72.19%, top5-acc=94.29%, remaining_time=0:00:09.816040, arrival_time=2021-04-14 21:39:04.427446, cost_time=0:01:04.181798 2021-04-14 21:38:58,368 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.9376, top1-acc=72.09%, top5-acc=94.25%, remaining_time=0:00:06.038992, arrival_time=2021-04-14 21:39:04.407443, cost_time=0:01:07.938694 2021-04-14 21:39:02,133 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.9377, top1-acc=72.14%, top5-acc=94.21%, remaining_time=0:00:02.264346, arrival_time=2021-04-14 21:39:04.398216, cost_time=0:01:11.704253 2021-04-14 21:39:04,140 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.58ms, fps=678 images/s, loss=0.9367, top1-acc=72.12%, top5-acc=94.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:04.139920, cost_time=0:01:13.710321 2021-04-14 21:39:05,481 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.22ms, fps=1912 images/s, loss=1.7515, top1-acc=53.59%, top5-acc=83.28%, remaining_time=0:00:04.017030, arrival_time=2021-04-14 21:39:09.498173, cost_time=0:00:01.339006 2021-04-14 21:39:06,687 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=2.19ms, fps=2123 images/s, loss=1.7751, top1-acc=53.93%, top5-acc=82.79%, remaining_time=0:00:02.545440, arrival_time=2021-04-14 21:39:09.233047, cost_time=0:00:02.545433 2021-04-14 21:39:07,893 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.03ms, fps=2124 images/s, loss=1.7803, top1-acc=53.76%, top5-acc=82.51%, remaining_time=0:00:01.250570, arrival_time=2021-04-14 21:39:09.144325, cost_time=0:00:03.751707 2021-04-14 21:39:08,995 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.12ms, fps=2106 images/s, loss=1.7840, top1-acc=53.56%, top5-acc=82.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:08.995649, cost_time=0:00:04.853572 2021-04-14 21:39:09,714 INFO : Epoch=0021 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:58:06.749855, arrival_time=2021-04-15 01:37:16.464749, cost_time=0:27:56.099154 2021-04-14 21:39:09,716 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:39:13,722 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.73ms, fps=639 images/s, loss=0.8793, top1-acc=73.01%, top5-acc=95.16%, remaining_time=0:01:14.494488, arrival_time=2021-04-14 21:40:28.216626, cost_time=0:00:04.005085 2021-04-14 21:39:17,492 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.97ms, fps=679 images/s, loss=0.8692, top1-acc=73.75%, top5-acc=95.12%, remaining_time=0:01:08.424224, arrival_time=2021-04-14 21:40:25.916241, cost_time=0:00:07.775489 2021-04-14 21:39:21,256 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.8903, top1-acc=73.24%, top5-acc=94.97%, remaining_time=0:01:03.852232, arrival_time=2021-04-14 21:40:25.108693, cost_time=0:00:11.539551 2021-04-14 21:39:25,019 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=3.22ms, fps=681 images/s, loss=0.8883, top1-acc=73.34%, top5-acc=94.73%, remaining_time=0:00:59.679672, arrival_time=2021-04-14 21:40:24.698660, cost_time=0:00:15.302468 2021-04-14 21:39:28,776 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.8855, top1-acc=73.37%, top5-acc=94.84%, remaining_time=0:00:55.654762, arrival_time=2021-04-14 21:40:24.431118, cost_time=0:00:19.059841 2021-04-14 21:39:32,540 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.50ms, fps=680 images/s, loss=0.8890, top1-acc=73.40%, top5-acc=94.71%, remaining_time=0:00:51.733992, arrival_time=2021-04-14 21:40:24.274351, cost_time=0:00:22.823822 2021-04-14 21:39:36,310 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=3.56ms, fps=679 images/s, loss=0.8913, top1-acc=73.27%, top5-acc=94.60%, remaining_time=0:00:47.868534, arrival_time=2021-04-14 21:40:24.178776, cost_time=0:00:26.593663 2021-04-14 21:39:40,085 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.62ms, fps=678 images/s, loss=0.8891, top1-acc=73.49%, top5-acc=94.64%, remaining_time=0:00:44.034296, arrival_time=2021-04-14 21:40:24.119300, cost_time=0:00:30.368492 2021-04-14 21:39:43,851 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.96ms, fps=680 images/s, loss=0.8920, top1-acc=73.54%, top5-acc=94.59%, remaining_time=0:00:40.203468, arrival_time=2021-04-14 21:40:24.055115, cost_time=0:00:34.135020 2021-04-14 21:39:47,611 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.8902, top1-acc=73.53%, top5-acc=94.62%, remaining_time=0:00:36.378624, arrival_time=2021-04-14 21:40:23.989924, cost_time=0:00:37.894402 2021-04-14 21:39:51,384 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.07ms, fps=679 images/s, loss=0.8930, top1-acc=73.37%, top5-acc=94.66%, remaining_time=0:00:32.576886, arrival_time=2021-04-14 21:40:23.961686, cost_time=0:00:41.668155 2021-04-14 21:39:55,140 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.8940, top1-acc=73.36%, top5-acc=94.67%, remaining_time=0:00:28.768432, arrival_time=2021-04-14 21:40:23.909009, cost_time=0:00:45.423855 2021-04-14 21:39:58,916 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.54ms, fps=678 images/s, loss=0.8993, top1-acc=73.23%, top5-acc=94.60%, remaining_time=0:00:24.978162, arrival_time=2021-04-14 21:40:23.894185, cost_time=0:00:49.199435 2021-04-14 21:40:02,677 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.9026, top1-acc=73.10%, top5-acc=94.53%, remaining_time=0:00:21.184184, arrival_time=2021-04-14 21:40:23.861388, cost_time=0:00:52.960442 2021-04-14 21:40:06,451 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=2.64ms, fps=678 images/s, loss=0.9034, top1-acc=73.13%, top5-acc=94.52%, remaining_time=0:00:17.398764, arrival_time=2021-04-14 21:40:23.850450, cost_time=0:00:56.735123 2021-04-14 21:40:10,221 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.85ms, fps=679 images/s, loss=0.9060, top1-acc=73.07%, top5-acc=94.53%, remaining_time=0:00:13.613544, arrival_time=2021-04-14 21:40:23.834738, cost_time=0:01:00.504657 2021-04-14 21:40:13,980 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.9110, top1-acc=72.91%, top5-acc=94.46%, remaining_time=0:00:09.828546, arrival_time=2021-04-14 21:40:23.808802, cost_time=0:01:04.263583 2021-04-14 21:40:17,739 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.9143, top1-acc=72.81%, top5-acc=94.41%, remaining_time=0:00:06.046496, arrival_time=2021-04-14 21:40:23.786173, cost_time=0:01:08.023154 2021-04-14 21:40:21,509 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=2.09ms, fps=679 images/s, loss=0.9165, top1-acc=72.76%, top5-acc=94.38%, remaining_time=0:00:02.267142, arrival_time=2021-04-14 21:40:23.776546, cost_time=0:01:11.792741 2021-04-14 21:40:23,519 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.39ms, fps=677 images/s, loss=0.9202, top1-acc=72.70%, top5-acc=94.33%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:23.519628, cost_time=0:01:13.803115 2021-04-14 21:40:24,871 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.81ms, fps=1897 images/s, loss=1.6458, top1-acc=56.76%, top5-acc=83.48%, remaining_time=0:00:04.049250, arrival_time=2021-04-14 21:40:28.920871, cost_time=0:00:01.349747 2021-04-14 21:40:26,067 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.72ms, fps=2142 images/s, loss=1.6541, top1-acc=56.39%, top5-acc=83.55%, remaining_time=0:00:02.545720, arrival_time=2021-04-14 21:40:28.613319, cost_time=0:00:02.545718 2021-04-14 21:40:27,265 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=2.06ms, fps=2137 images/s, loss=1.6741, top1-acc=55.38%, top5-acc=83.26%, remaining_time=0:00:01.248050, arrival_time=2021-04-14 21:40:28.513953, cost_time=0:00:03.744148 2021-04-14 21:40:28,369 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.22ms, fps=2103 images/s, loss=1.6605, top1-acc=55.45%, top5-acc=83.47%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:28.369749, cost_time=0:00:04.847853 2021-04-14 21:40:29,173 INFO : Epoch=0022 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:56:44.060910, arrival_time=2021-04-15 01:37:13.234753, cost_time=0:29:15.558088 2021-04-14 21:40:29,176 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:40:33,224 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=2.85ms, fps=632 images/s, loss=0.9076, top1-acc=73.40%, top5-acc=94.57%, remaining_time=0:01:15.288336, arrival_time=2021-04-14 21:41:48.512726, cost_time=0:00:04.047762 2021-04-14 21:40:36,993 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.07ms, fps=679 images/s, loss=0.8792, top1-acc=74.32%, top5-acc=94.73%, remaining_time=0:01:08.787664, arrival_time=2021-04-14 21:41:45.781224, cost_time=0:00:07.816781 2021-04-14 21:40:40,752 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=2.75ms, fps=681 images/s, loss=0.8710, top1-acc=74.14%, top5-acc=95.12%, remaining_time=0:01:04.054088, arrival_time=2021-04-14 21:41:44.806741, cost_time=0:00:11.576043 2021-04-14 21:40:44,519 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.66ms, fps=680 images/s, loss=0.8655, top1-acc=74.25%, top5-acc=94.99%, remaining_time=0:00:59.837856, arrival_time=2021-04-14 21:41:44.357486, cost_time=0:00:15.343047 2021-04-14 21:40:48,295 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=3.31ms, fps=678 images/s, loss=0.8636, top1-acc=74.35%, top5-acc=94.98%, remaining_time=0:00:55.826458, arrival_time=2021-04-14 21:41:44.121749, cost_time=0:00:19.118662 2021-04-14 21:40:52,059 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=3.72ms, fps=680 images/s, loss=0.8725, top1-acc=74.06%, top5-acc=94.87%, remaining_time=0:00:51.867272, arrival_time=2021-04-14 21:41:43.926573, cost_time=0:00:22.882594 2021-04-14 21:40:55,825 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=3.00ms, fps=680 images/s, loss=0.8736, top1-acc=73.98%, top5-acc=94.90%, remaining_time=0:00:47.967066, arrival_time=2021-04-14 21:41:43.792056, cost_time=0:00:26.648368 2021-04-14 21:40:59,600 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.96ms, fps=678 images/s, loss=0.8754, top1-acc=73.93%, top5-acc=94.86%, remaining_time=0:00:44.114800, arrival_time=2021-04-14 21:41:43.715356, cost_time=0:00:30.423970 2021-04-14 21:41:03,373 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=2.27ms, fps=679 images/s, loss=0.8796, top1-acc=73.68%, top5-acc=94.80%, remaining_time=0:00:40.275442, arrival_time=2021-04-14 21:41:43.648340, cost_time=0:00:34.196142 2021-04-14 21:41:07,135 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.8838, top1-acc=73.56%, top5-acc=94.80%, remaining_time=0:00:36.440064, arrival_time=2021-04-14 21:41:43.575146, cost_time=0:00:37.958444 2021-04-14 21:41:10,895 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=2.98ms, fps=681 images/s, loss=0.8898, top1-acc=73.39%, top5-acc=94.72%, remaining_time=0:00:32.616704, arrival_time=2021-04-14 21:41:43.512407, cost_time=0:00:41.719065 2021-04-14 21:41:14,665 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.8909, top1-acc=73.31%, top5-acc=94.71%, remaining_time=0:00:28.809320, arrival_time=2021-04-14 21:41:43.474467, cost_time=0:00:45.488440 2021-04-14 21:41:18,426 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.95ms, fps=681 images/s, loss=0.8922, top1-acc=73.25%, top5-acc=94.72%, remaining_time=0:00:25.003506, arrival_time=2021-04-14 21:41:43.429482, cost_time=0:00:49.249357 2021-04-14 21:41:22,200 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=2.12ms, fps=678 images/s, loss=0.8947, top1-acc=73.18%, top5-acc=94.69%, remaining_time=0:00:21.209384, arrival_time=2021-04-14 21:41:43.409498, cost_time=0:00:53.023524 2021-04-14 21:41:25,966 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.8949, top1-acc=73.21%, top5-acc=94.68%, remaining_time=0:00:17.415554, arrival_time=2021-04-14 21:41:43.382169, cost_time=0:00:56.789831 2021-04-14 21:41:29,742 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.78ms, fps=678 images/s, loss=0.8966, top1-acc=73.14%, top5-acc=94.60%, remaining_time=0:00:13.627188, arrival_time=2021-04-14 21:41:43.369274, cost_time=0:01:00.565209 2021-04-14 21:41:33,516 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=2.45ms, fps=678 images/s, loss=0.8985, top1-acc=73.11%, top5-acc=94.57%, remaining_time=0:00:09.840220, arrival_time=2021-04-14 21:41:43.356786, cost_time=0:01:04.339984 2021-04-14 21:41:37,359 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=2.45ms, fps=666 images/s, loss=0.8996, top1-acc=73.04%, top5-acc=94.58%, remaining_time=0:00:06.060736, arrival_time=2021-04-14 21:41:43.420561, cost_time=0:01:08.183244 2021-04-14 21:41:41,121 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.9007, top1-acc=72.96%, top5-acc=94.56%, remaining_time=0:00:02.271924, arrival_time=2021-04-14 21:41:43.392831, cost_time=0:01:11.944311 2021-04-14 21:41:43,128 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.79ms, fps=678 images/s, loss=0.9015, top1-acc=72.93%, top5-acc=94.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:43.128131, cost_time=0:01:13.951532 2021-04-14 21:41:44,467 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.23ms, fps=1915 images/s, loss=1.6140, top1-acc=56.80%, top5-acc=84.22%, remaining_time=0:00:04.010430, arrival_time=2021-04-14 21:41:48.477519, cost_time=0:00:01.336809 2021-04-14 21:41:45,664 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.55ms, fps=2139 images/s, loss=1.5970, top1-acc=57.54%, top5-acc=84.71%, remaining_time=0:00:02.534340, arrival_time=2021-04-14 21:41:48.198839, cost_time=0:00:02.534336 2021-04-14 21:41:46,862 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.45ms, fps=2138 images/s, loss=1.5917, top1-acc=57.11%, top5-acc=85.16%, remaining_time=0:00:01.244100, arrival_time=2021-04-14 21:41:48.106695, cost_time=0:00:03.732290 2021-04-14 21:41:47,964 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=2106 images/s, loss=1.5682, top1-acc=57.40%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:47.964934, cost_time=0:00:04.834807 2021-04-14 21:41:48,774 INFO : Epoch=0023 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:55:22.741500, arrival_time=2021-04-15 01:37:11.515811, cost_time=0:30:35.158490 2021-04-14 21:41:48,777 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:41:52,723 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.65ms, fps=649 images/s, loss=0.8498, top1-acc=74.77%, top5-acc=95.00%, remaining_time=0:01:13.379418, arrival_time=2021-04-14 21:43:06.102799, cost_time=0:00:03.945134 2021-04-14 21:41:56,487 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.8236, top1-acc=74.55%, top5-acc=95.84%, remaining_time=0:01:07.840256, arrival_time=2021-04-14 21:43:04.327339, cost_time=0:00:07.709121 2021-04-14 21:42:00,250 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.8150, top1-acc=74.96%, top5-acc=95.99%, remaining_time=0:01:03.480226, arrival_time=2021-04-14 21:43:03.730467, cost_time=0:00:11.472316 2021-04-14 21:42:04,013 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=2.89ms, fps=680 images/s, loss=0.8195, top1-acc=75.12%, top5-acc=95.81%, remaining_time=0:00:59.418684, arrival_time=2021-04-14 21:43:03.432173, cost_time=0:00:15.235574 2021-04-14 21:42:07,776 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.68ms, fps=680 images/s, loss=0.8110, top1-acc=75.35%, top5-acc=95.87%, remaining_time=0:00:55.476350, arrival_time=2021-04-14 21:43:03.253016, cost_time=0:00:18.998746 2021-04-14 21:42:11,541 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.72ms, fps=680 images/s, loss=0.8146, top1-acc=75.37%, top5-acc=95.81%, remaining_time=0:00:51.596904, arrival_time=2021-04-14 21:43:03.138180, cost_time=0:00:22.763365 2021-04-14 21:42:15,306 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.00ms, fps=680 images/s, loss=0.8175, top1-acc=75.22%, top5-acc=95.71%, remaining_time=0:00:47.750850, arrival_time=2021-04-14 21:43:03.057000, cost_time=0:00:26.528236 2021-04-14 21:42:19,092 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.63ms, fps=676 images/s, loss=0.8275, top1-acc=75.00%, top5-acc=95.58%, remaining_time=0:00:43.955996, arrival_time=2021-04-14 21:43:03.048414, cost_time=0:00:30.314512 2021-04-14 21:42:22,850 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=2.51ms, fps=681 images/s, loss=0.8333, top1-acc=74.87%, top5-acc=95.46%, remaining_time=0:00:40.130116, arrival_time=2021-04-14 21:43:02.980905, cost_time=0:00:34.072759 2021-04-14 21:42:26,612 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.40ms, fps=681 images/s, loss=0.8446, top1-acc=74.55%, top5-acc=95.37%, remaining_time=0:00:36.320928, arrival_time=2021-04-14 21:43:02.933290, cost_time=0:00:37.834252 2021-04-14 21:42:30,376 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.8481, top1-acc=74.46%, top5-acc=95.34%, remaining_time=0:00:32.522534, arrival_time=2021-04-14 21:43:02.899193, cost_time=0:00:41.598564 2021-04-14 21:42:34,146 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.92ms, fps=679 images/s, loss=0.8523, top1-acc=74.36%, top5-acc=95.29%, remaining_time=0:00:28.733472, arrival_time=2021-04-14 21:43:02.880160, cost_time=0:00:45.368580 2021-04-14 21:42:37,914 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.8611, top1-acc=74.04%, top5-acc=95.20%, remaining_time=0:00:24.946020, arrival_time=2021-04-14 21:43:02.860096, cost_time=0:00:49.136161 2021-04-14 21:42:41,683 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.64ms, fps=679 images/s, loss=0.8662, top1-acc=73.91%, top5-acc=95.13%, remaining_time=0:00:21.162344, arrival_time=2021-04-14 21:43:02.846146, cost_time=0:00:52.905890 2021-04-14 21:42:45,447 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.93ms, fps=680 images/s, loss=0.8684, top1-acc=73.85%, top5-acc=95.12%, remaining_time=0:00:17.378754, arrival_time=2021-04-14 21:43:02.826620, cost_time=0:00:56.669893 2021-04-14 21:42:49,221 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.18ms, fps=679 images/s, loss=0.8717, top1-acc=73.75%, top5-acc=95.09%, remaining_time=0:00:13.599720, arrival_time=2021-04-14 21:43:02.820925, cost_time=0:01:00.443158 2021-04-14 21:42:52,983 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=2.70ms, fps=681 images/s, loss=0.8734, top1-acc=73.73%, top5-acc=95.07%, remaining_time=0:00:09.819602, arrival_time=2021-04-14 21:43:02.802618, cost_time=0:01:04.205036 2021-04-14 21:42:56,736 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.8766, top1-acc=73.62%, top5-acc=95.03%, remaining_time=0:00:06.040720, arrival_time=2021-04-14 21:43:02.776959, cost_time=0:01:07.958155 2021-04-14 21:43:00,504 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.8791, top1-acc=73.52%, top5-acc=95.01%, remaining_time=0:00:02.265036, arrival_time=2021-04-14 21:43:02.769106, cost_time=0:01:11.726089 2021-04-14 21:43:02,517 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.31ms, fps=676 images/s, loss=0.8788, top1-acc=73.53%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:02.517638, cost_time=0:01:13.739716 2021-04-14 21:43:03,846 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.23ms, fps=1930 images/s, loss=1.7981, top1-acc=54.26%, top5-acc=82.19%, remaining_time=0:00:03.978240, arrival_time=2021-04-14 21:43:07.824571, cost_time=0:00:01.326084 2021-04-14 21:43:05,043 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.50ms, fps=2140 images/s, loss=1.7897, top1-acc=54.36%, top5-acc=82.77%, remaining_time=0:00:02.523160, arrival_time=2021-04-14 21:43:07.566570, cost_time=0:00:02.523156 2021-04-14 21:43:06,236 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.45ms, fps=2146 images/s, loss=1.7891, top1-acc=54.65%, top5-acc=82.83%, remaining_time=0:00:01.238840, arrival_time=2021-04-14 21:43:07.475539, cost_time=0:00:03.716526 2021-04-14 21:43:07,336 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=2110 images/s, loss=1.8075, top1-acc=54.26%, top5-acc=82.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:07.336383, cost_time=0:00:04.816227 2021-04-14 21:43:08,221 INFO : Epoch=0024 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:54:00.440480, arrival_time=2021-04-15 01:37:08.661807, cost_time=0:31:54.605531 2021-04-14 21:43:08,227 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:43:12,181 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=2.66ms, fps=648 images/s, loss=0.8360, top1-acc=74.49%, top5-acc=95.04%, remaining_time=0:01:13.534356, arrival_time=2021-04-14 21:44:25.715573, cost_time=0:00:03.953459 2021-04-14 21:43:15,936 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.63ms, fps=682 images/s, loss=0.8305, top1-acc=75.00%, top5-acc=95.18%, remaining_time=0:01:07.837440, arrival_time=2021-04-14 21:44:23.774080, cost_time=0:00:07.708803 2021-04-14 21:43:19,700 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.84ms, fps=680 images/s, loss=0.8284, top1-acc=75.25%, top5-acc=95.36%, remaining_time=0:01:03.480392, arrival_time=2021-04-14 21:44:23.180506, cost_time=0:00:11.472356 2021-04-14 21:43:23,459 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.8170, top1-acc=75.69%, top5-acc=95.44%, remaining_time=0:00:59.402460, arrival_time=2021-04-14 21:44:22.861837, cost_time=0:00:15.231419 2021-04-14 21:43:27,208 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.8152, top1-acc=75.69%, top5-acc=95.52%, remaining_time=0:00:55.422038, arrival_time=2021-04-14 21:44:22.630062, cost_time=0:00:18.980130 2021-04-14 21:43:30,967 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.8103, top1-acc=75.83%, top5-acc=95.62%, remaining_time=0:00:51.544000, arrival_time=2021-04-14 21:44:22.511793, cost_time=0:00:22.740006 2021-04-14 21:43:34,737 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.78ms, fps=679 images/s, loss=0.8125, top1-acc=75.62%, top5-acc=95.73%, remaining_time=0:00:47.716200, arrival_time=2021-04-14 21:44:22.453128, cost_time=0:00:26.509023 2021-04-14 21:43:38,507 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.70ms, fps=679 images/s, loss=0.8150, top1-acc=75.58%, top5-acc=95.65%, remaining_time=0:00:43.904840, arrival_time=2021-04-14 21:44:22.411782, cost_time=0:00:30.279161 2021-04-14 21:43:42,259 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=2.53ms, fps=682 images/s, loss=0.8137, top1-acc=75.63%, top5-acc=95.70%, remaining_time=0:00:40.082204, arrival_time=2021-04-14 21:44:22.342018, cost_time=0:00:34.032037 2021-04-14 21:43:46,007 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.8216, top1-acc=75.39%, top5-acc=95.61%, remaining_time=0:00:36.268224, arrival_time=2021-04-14 21:44:22.275357, cost_time=0:00:37.779351 2021-04-14 21:43:49,773 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=2.22ms, fps=680 images/s, loss=0.8251, top1-acc=75.36%, top5-acc=95.56%, remaining_time=0:00:32.481082, arrival_time=2021-04-14 21:44:22.254449, cost_time=0:00:41.545544 2021-04-14 21:43:53,536 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.8280, top1-acc=75.33%, top5-acc=95.56%, remaining_time=0:00:28.695092, arrival_time=2021-04-14 21:44:22.231133, cost_time=0:00:45.308052 2021-04-14 21:43:57,299 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=2.03ms, fps=680 images/s, loss=0.8326, top1-acc=75.12%, top5-acc=95.52%, remaining_time=0:00:24.913350, arrival_time=2021-04-14 21:44:22.213054, cost_time=0:00:49.071752 2021-04-14 21:44:01,067 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.8373, top1-acc=74.87%, top5-acc=95.46%, remaining_time=0:00:21.135912, arrival_time=2021-04-14 21:44:22.203666, cost_time=0:00:52.839776 2021-04-14 21:44:04,847 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.92ms, fps=677 images/s, loss=0.8433, top1-acc=74.65%, top5-acc=95.40%, remaining_time=0:00:17.363298, arrival_time=2021-04-14 21:44:22.210609, cost_time=0:00:56.619511 2021-04-14 21:44:08,613 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=2.16ms, fps=680 images/s, loss=0.8462, top1-acc=74.58%, top5-acc=95.32%, remaining_time=0:00:13.586688, arrival_time=2021-04-14 21:44:22.199716, cost_time=0:01:00.385221 2021-04-14 21:44:12,386 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.92ms, fps=679 images/s, loss=0.8492, top1-acc=74.51%, top5-acc=95.28%, remaining_time=0:00:09.812426, arrival_time=2021-04-14 21:44:22.198397, cost_time=0:01:04.158191 2021-04-14 21:44:16,139 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.94ms, fps=682 images/s, loss=0.8524, top1-acc=74.39%, top5-acc=95.25%, remaining_time=0:00:06.036608, arrival_time=2021-04-14 21:44:22.176194, cost_time=0:01:07.911770 2021-04-14 21:44:19,926 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=2.49ms, fps=676 images/s, loss=0.8564, top1-acc=74.27%, top5-acc=95.20%, remaining_time=0:00:02.264154, arrival_time=2021-04-14 21:44:22.190137, cost_time=0:01:11.698160 2021-04-14 21:44:21,930 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.69ms, fps=679 images/s, loss=0.8584, top1-acc=74.22%, top5-acc=95.15%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:21.930419, cost_time=0:01:13.702638 2021-04-14 21:44:23,245 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.38ms, fps=1950 images/s, loss=1.9068, top1-acc=52.15%, top5-acc=82.15%, remaining_time=0:00:03.938370, arrival_time=2021-04-14 21:44:27.183765, cost_time=0:00:01.312793 2021-04-14 21:44:24,446 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.86ms, fps=2133 images/s, loss=1.9695, top1-acc=50.84%, top5-acc=81.05%, remaining_time=0:00:02.513340, arrival_time=2021-04-14 21:44:26.959295, cost_time=0:00:02.513337 2021-04-14 21:44:25,643 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.42ms, fps=2138 images/s, loss=1.9595, top1-acc=51.21%, top5-acc=80.94%, remaining_time=0:00:01.237060, arrival_time=2021-04-14 21:44:26.880797, cost_time=0:00:03.711179 2021-04-14 21:44:26,738 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.10ms, fps=2120 images/s, loss=1.9745, top1-acc=51.24%, top5-acc=80.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:26.738688, cost_time=0:00:04.806180 2021-04-14 21:44:27,600 INFO : Epoch=0025 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:52:37.894300, arrival_time=2021-04-15 01:37:05.494966, cost_time=0:33:13.984891 2021-04-14 21:44:27,603 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:44:31,655 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.76ms, fps=632 images/s, loss=0.8431, top1-acc=74.65%, top5-acc=95.47%, remaining_time=0:01:15.371664, arrival_time=2021-04-14 21:45:47.027435, cost_time=0:00:04.052241 2021-04-14 21:44:35,432 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.34ms, fps=678 images/s, loss=0.8270, top1-acc=74.59%, top5-acc=95.45%, remaining_time=0:01:08.891680, arrival_time=2021-04-14 21:45:44.323941, cost_time=0:00:07.828596 2021-04-14 21:44:39,192 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.8066, top1-acc=75.56%, top5-acc=95.60%, remaining_time=0:01:04.124638, arrival_time=2021-04-14 21:45:43.316903, cost_time=0:00:11.588793 2021-04-14 21:44:42,948 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.8070, top1-acc=75.64%, top5-acc=95.57%, remaining_time=0:00:59.844876, arrival_time=2021-04-14 21:45:42.793270, cost_time=0:00:15.344823 2021-04-14 21:44:46,711 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.09ms, fps=680 images/s, loss=0.8084, top1-acc=75.57%, top5-acc=95.55%, remaining_time=0:00:55.794776, arrival_time=2021-04-14 21:45:42.506285, cost_time=0:00:19.107817 2021-04-14 21:44:50,475 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.8099, top1-acc=75.49%, top5-acc=95.52%, remaining_time=0:00:51.842792, arrival_time=2021-04-14 21:45:42.318058, cost_time=0:00:22.871808 2021-04-14 21:44:54,236 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.8152, top1-acc=75.17%, top5-acc=95.49%, remaining_time=0:00:47.939094, arrival_time=2021-04-14 21:45:42.175501, cost_time=0:00:26.632832 2021-04-14 21:44:58,011 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.85ms, fps=678 images/s, loss=0.8256, top1-acc=74.97%, top5-acc=95.42%, remaining_time=0:00:44.091136, arrival_time=2021-04-14 21:45:42.102330, cost_time=0:00:30.407675 2021-04-14 21:45:01,781 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=2.52ms, fps=679 images/s, loss=0.8277, top1-acc=74.95%, top5-acc=95.39%, remaining_time=0:00:40.253500, arrival_time=2021-04-14 21:45:42.034667, cost_time=0:00:34.177498 2021-04-14 21:45:05,542 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.8319, top1-acc=74.86%, top5-acc=95.32%, remaining_time=0:00:36.421536, arrival_time=2021-04-14 21:45:41.964190, cost_time=0:00:37.939053 2021-04-14 21:45:09,306 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=2.79ms, fps=680 images/s, loss=0.8319, top1-acc=74.79%, top5-acc=95.33%, remaining_time=0:00:32.604148, arrival_time=2021-04-14 21:45:41.910516, cost_time=0:00:41.702943 2021-04-14 21:45:13,070 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.8321, top1-acc=74.90%, top5-acc=95.31%, remaining_time=0:00:28.795488, arrival_time=2021-04-14 21:45:41.865533, cost_time=0:00:45.466617 2021-04-14 21:45:16,828 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=3.37ms, fps=681 images/s, loss=0.8385, top1-acc=74.69%, top5-acc=95.25%, remaining_time=0:00:24.990900, arrival_time=2021-04-14 21:45:41.818826, cost_time=0:00:49.224441 2021-04-14 21:45:20,589 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.8423, top1-acc=74.60%, top5-acc=95.17%, remaining_time=0:00:21.194320, arrival_time=2021-04-14 21:45:41.783667, cost_time=0:00:52.985779 2021-04-14 21:45:24,367 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.50ms, fps=678 images/s, loss=0.8421, top1-acc=74.55%, top5-acc=95.16%, remaining_time=0:00:17.407780, arrival_time=2021-04-14 21:45:41.775653, cost_time=0:00:56.764451 2021-04-14 21:45:28,122 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.8465, top1-acc=74.46%, top5-acc=95.10%, remaining_time=0:00:13.616784, arrival_time=2021-04-14 21:45:41.739240, cost_time=0:01:00.518967 2021-04-14 21:45:31,886 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.67ms, fps=680 images/s, loss=0.8491, top1-acc=74.38%, top5-acc=95.11%, remaining_time=0:00:09.831536, arrival_time=2021-04-14 21:45:41.718126, cost_time=0:01:04.283088 2021-04-14 21:45:35,653 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.43ms, fps=680 images/s, loss=0.8539, top1-acc=74.25%, top5-acc=95.08%, remaining_time=0:00:06.048880, arrival_time=2021-04-14 21:45:41.702249, cost_time=0:01:08.049941 2021-04-14 21:45:39,410 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.8561, top1-acc=74.24%, top5-acc=95.08%, remaining_time=0:00:02.267598, arrival_time=2021-04-14 21:45:41.678247, cost_time=0:01:11.807225 2021-04-14 21:45:41,413 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.89ms, fps=679 images/s, loss=0.8566, top1-acc=74.23%, top5-acc=95.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:41.413566, cost_time=0:01:13.810149 2021-04-14 21:45:42,774 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=2.12ms, fps=1884 images/s, loss=1.7929, top1-acc=54.53%, top5-acc=84.41%, remaining_time=0:00:04.076010, arrival_time=2021-04-14 21:45:46.850434, cost_time=0:00:01.358669 2021-04-14 21:45:43,973 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=2.12ms, fps=2137 images/s, loss=1.8097, top1-acc=54.98%, top5-acc=83.83%, remaining_time=0:00:02.557220, arrival_time=2021-04-14 21:45:46.530187, cost_time=0:00:02.557224 2021-04-14 21:45:45,169 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.70ms, fps=2141 images/s, loss=1.7931, top1-acc=55.83%, top5-acc=84.11%, remaining_time=0:00:01.251270, arrival_time=2021-04-14 21:45:46.420646, cost_time=0:00:03.753802 2021-04-14 21:45:46,268 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=1.58ms, fps=2112 images/s, loss=1.7788, top1-acc=55.47%, top5-acc=83.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:46.268247, cost_time=0:00:04.852646 2021-04-14 21:45:47,121 INFO : Epoch=0026 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:51:16.535670, arrival_time=2021-04-15 01:37:03.656770, cost_time=0:34:33.505341 2021-04-14 21:45:47,122 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:45:51,057 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=3.42ms, fps=651 images/s, loss=0.7879, top1-acc=76.41%, top5-acc=95.82%, remaining_time=0:01:13.172214, arrival_time=2021-04-14 21:47:04.229407, cost_time=0:00:03.933990 2021-04-14 21:45:54,820 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=3.45ms, fps=680 images/s, loss=0.7775, top1-acc=76.95%, top5-acc=95.84%, remaining_time=0:01:07.738880, arrival_time=2021-04-14 21:47:02.559655, cost_time=0:00:07.697609 2021-04-14 21:45:58,592 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.96ms, fps=679 images/s, loss=0.7729, top1-acc=77.04%, top5-acc=96.09%, remaining_time=0:01:03.462464, arrival_time=2021-04-14 21:47:02.054737, cost_time=0:00:11.469117 2021-04-14 21:46:02,349 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.7732, top1-acc=76.95%, top5-acc=95.89%, remaining_time=0:00:59.379996, arrival_time=2021-04-14 21:47:01.728870, cost_time=0:00:15.225654 2021-04-14 21:46:06,121 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.25ms, fps=679 images/s, loss=0.7782, top1-acc=76.70%, top5-acc=95.83%, remaining_time=0:00:55.476204, arrival_time=2021-04-14 21:47:01.598003, cost_time=0:00:18.998676 2021-04-14 21:46:09,878 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.32ms, fps=682 images/s, loss=0.7864, top1-acc=76.57%, top5-acc=95.81%, remaining_time=0:00:51.579496, arrival_time=2021-04-14 21:47:01.458283, cost_time=0:00:22.755652 2021-04-14 21:46:13,640 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=0.7903, top1-acc=76.38%, top5-acc=95.86%, remaining_time=0:00:47.730690, arrival_time=2021-04-14 21:47:01.370929, cost_time=0:00:26.517070 2021-04-14 21:46:17,401 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=3.53ms, fps=681 images/s, loss=0.7981, top1-acc=76.07%, top5-acc=95.72%, remaining_time=0:00:43.903216, arrival_time=2021-04-14 21:47:01.304380, cost_time=0:00:30.278041 2021-04-14 21:46:21,155 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.7973, top1-acc=76.13%, top5-acc=95.71%, remaining_time=0:00:40.082098, arrival_time=2021-04-14 21:47:01.237261, cost_time=0:00:34.032005 2021-04-14 21:46:24,918 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=2.22ms, fps=680 images/s, loss=0.8029, top1-acc=75.96%, top5-acc=95.62%, remaining_time=0:00:36.283104, arrival_time=2021-04-14 21:47:01.201219, cost_time=0:00:37.794883 2021-04-14 21:46:28,673 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=2.43ms, fps=682 images/s, loss=0.8049, top1-acc=75.88%, top5-acc=95.62%, remaining_time=0:00:32.484780, arrival_time=2021-04-14 21:47:01.158235, cost_time=0:00:41.550251 2021-04-14 21:46:32,438 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.95ms, fps=680 images/s, loss=0.8090, top1-acc=75.81%, top5-acc=95.57%, remaining_time=0:00:28.699804, arrival_time=2021-04-14 21:47:01.138369, cost_time=0:00:45.315436 2021-04-14 21:46:36,196 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=3.32ms, fps=681 images/s, loss=0.8148, top1-acc=75.61%, top5-acc=95.48%, remaining_time=0:00:24.914010, arrival_time=2021-04-14 21:47:01.110290, cost_time=0:00:49.073112 2021-04-14 21:46:39,965 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=2.63ms, fps=679 images/s, loss=0.8176, top1-acc=75.49%, top5-acc=95.45%, remaining_time=0:00:21.137032, arrival_time=2021-04-14 21:47:01.102727, cost_time=0:00:52.842542 2021-04-14 21:46:43,724 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=0.8214, top1-acc=75.39%, top5-acc=95.43%, remaining_time=0:00:17.357548, arrival_time=2021-04-14 21:47:01.081453, cost_time=0:00:56.600732 2021-04-14 21:46:47,478 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.8253, top1-acc=75.25%, top5-acc=95.40%, remaining_time=0:00:13.579956, arrival_time=2021-04-14 21:47:01.058437, cost_time=0:01:00.355362 2021-04-14 21:46:51,236 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=3.33ms, fps=681 images/s, loss=0.8284, top1-acc=75.14%, top5-acc=95.39%, remaining_time=0:00:09.805588, arrival_time=2021-04-14 21:47:01.042188, cost_time=0:01:04.113401 2021-04-14 21:46:55,000 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.24ms, fps=680 images/s, loss=0.8324, top1-acc=74.97%, top5-acc=95.34%, remaining_time=0:00:06.033568, arrival_time=2021-04-14 21:47:01.034334, cost_time=0:01:07.877601 2021-04-14 21:46:58,775 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=2.90ms, fps=678 images/s, loss=0.8344, top1-acc=74.89%, top5-acc=95.33%, remaining_time=0:00:02.262702, arrival_time=2021-04-14 21:47:01.038136, cost_time=0:01:11.652299 2021-04-14 21:47:00,780 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.64ms, fps=678 images/s, loss=0.8381, top1-acc=74.81%, top5-acc=95.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:00.780658, cost_time=0:01:13.657514 2021-04-14 21:47:02,106 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.23ms, fps=1934 images/s, loss=1.6128, top1-acc=56.95%, top5-acc=85.00%, remaining_time=0:00:03.970770, arrival_time=2021-04-14 21:47:06.077142, cost_time=0:00:01.323590 2021-04-14 21:47:03,305 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.97ms, fps=2136 images/s, loss=1.6193, top1-acc=56.89%, top5-acc=85.02%, remaining_time=0:00:02.522380, arrival_time=2021-04-14 21:47:05.827566, cost_time=0:00:02.522383 2021-04-14 21:47:04,496 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.65ms, fps=2150 images/s, loss=1.6326, top1-acc=56.33%, top5-acc=84.84%, remaining_time=0:00:01.237840, arrival_time=2021-04-14 21:47:05.734081, cost_time=0:00:03.713533 2021-04-14 21:47:05,590 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=1.49ms, fps=2121 images/s, loss=1.6092, top1-acc=56.60%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:05.590803, cost_time=0:00:04.807988 2021-04-14 21:47:06,308 INFO : Epoch=0027 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:49:53.177204, arrival_time=2021-04-15 01:36:59.485348, cost_time=0:35:52.692398 2021-04-14 21:47:06,309 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:47:10,375 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=5.16ms, fps=630 images/s, loss=0.8105, top1-acc=76.17%, top5-acc=95.51%, remaining_time=0:01:15.612720, arrival_time=2021-04-14 21:48:25.988034, cost_time=0:00:04.065199 2021-04-14 21:47:14,133 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.7650, top1-acc=76.95%, top5-acc=96.13%, remaining_time=0:01:08.841520, arrival_time=2021-04-14 21:48:22.974553, cost_time=0:00:07.822909 2021-04-14 21:47:17,900 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.7697, top1-acc=76.84%, top5-acc=96.13%, remaining_time=0:01:04.133934, arrival_time=2021-04-14 21:48:22.034478, cost_time=0:00:11.590461 2021-04-14 21:47:21,659 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=3.56ms, fps=681 images/s, loss=0.7709, top1-acc=76.67%, top5-acc=96.21%, remaining_time=0:00:59.861256, arrival_time=2021-04-14 21:48:21.520356, cost_time=0:00:15.349057 2021-04-14 21:47:25,417 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.7698, top1-acc=76.83%, top5-acc=96.09%, remaining_time=0:00:55.794192, arrival_time=2021-04-14 21:48:21.211743, cost_time=0:00:19.107603 2021-04-14 21:47:29,184 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=3.86ms, fps=680 images/s, loss=0.7779, top1-acc=76.60%, top5-acc=96.02%, remaining_time=0:00:51.849048, arrival_time=2021-04-14 21:48:21.033588, cost_time=0:00:22.874587 2021-04-14 21:47:32,938 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.7817, top1-acc=76.42%, top5-acc=95.90%, remaining_time=0:00:47.930526, arrival_time=2021-04-14 21:48:20.868629, cost_time=0:00:26.628099 2021-04-14 21:47:36,709 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.03ms, fps=679 images/s, loss=0.7828, top1-acc=76.38%, top5-acc=95.81%, remaining_time=0:00:44.079420, arrival_time=2021-04-14 21:48:20.789004, cost_time=0:00:30.399608 2021-04-14 21:47:40,473 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=2.69ms, fps=680 images/s, loss=0.7879, top1-acc=76.32%, top5-acc=95.81%, remaining_time=0:00:40.236540, arrival_time=2021-04-14 21:48:20.709649, cost_time=0:00:34.163074 2021-04-14 21:47:44,234 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.7890, top1-acc=76.32%, top5-acc=95.85%, remaining_time=0:00:36.407616, arrival_time=2021-04-14 21:48:20.642195, cost_time=0:00:37.924641 2021-04-14 21:47:47,990 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.7935, top1-acc=76.14%, top5-acc=95.81%, remaining_time=0:00:32.586518, arrival_time=2021-04-14 21:48:20.576949, cost_time=0:00:41.680444 2021-04-14 21:47:51,743 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=2.94ms, fps=682 images/s, loss=0.7948, top1-acc=76.10%, top5-acc=95.82%, remaining_time=0:00:28.774816, arrival_time=2021-04-14 21:48:20.518646, cost_time=0:00:45.433898 2021-04-14 21:47:55,499 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=3.92ms, fps=682 images/s, loss=0.7950, top1-acc=76.11%, top5-acc=95.81%, remaining_time=0:00:24.973212, arrival_time=2021-04-14 21:48:20.472847, cost_time=0:00:49.189647 2021-04-14 21:47:59,251 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.8005, top1-acc=75.95%, top5-acc=95.73%, remaining_time=0:00:21.176568, arrival_time=2021-04-14 21:48:20.428068, cost_time=0:00:52.941414 2021-04-14 21:48:03,014 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.8034, top1-acc=75.90%, top5-acc=95.70%, remaining_time=0:00:17.389380, arrival_time=2021-04-14 21:48:20.404067, cost_time=0:00:56.704540 2021-04-14 21:48:06,773 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.8061, top1-acc=75.83%, top5-acc=95.65%, remaining_time=0:00:13.604148, arrival_time=2021-04-14 21:48:20.377140, cost_time=0:01:00.462867 2021-04-14 21:48:10,550 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=2.26ms, fps=678 images/s, loss=0.8087, top1-acc=75.74%, top5-acc=95.63%, remaining_time=0:00:09.824958, arrival_time=2021-04-14 21:48:20.375025, cost_time=0:01:04.240112 2021-04-14 21:48:14,314 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.8105, top1-acc=75.69%, top5-acc=95.61%, remaining_time=0:00:06.044816, arrival_time=2021-04-14 21:48:20.359207, cost_time=0:01:08.004224 2021-04-14 21:48:18,079 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.8139, top1-acc=75.59%, top5-acc=95.56%, remaining_time=0:00:02.266416, arrival_time=2021-04-14 21:48:20.346173, cost_time=0:01:11.769798 2021-04-14 21:48:20,085 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.30ms, fps=678 images/s, loss=0.8164, top1-acc=75.53%, top5-acc=95.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:20.085906, cost_time=0:01:13.775959 2021-04-14 21:48:21,399 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.53ms, fps=1952 images/s, loss=1.6409, top1-acc=56.99%, top5-acc=85.66%, remaining_time=0:00:03.934800, arrival_time=2021-04-14 21:48:25.334503, cost_time=0:00:01.311600 2021-04-14 21:48:22,593 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.38ms, fps=2146 images/s, loss=1.6969, top1-acc=56.43%, top5-acc=84.51%, remaining_time=0:00:02.505040, arrival_time=2021-04-14 21:48:25.098035, cost_time=0:00:02.505046 2021-04-14 21:48:23,798 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=2.01ms, fps=2125 images/s, loss=1.6772, top1-acc=56.95%, top5-acc=84.93%, remaining_time=0:00:01.236730, arrival_time=2021-04-14 21:48:25.034949, cost_time=0:00:03.710181 2021-04-14 21:48:24,882 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=2141 images/s, loss=1.6833, top1-acc=56.93%, top5-acc=84.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:24.882100, cost_time=0:00:04.794179 2021-04-14 21:48:25,593 INFO : Epoch=0028 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:48:30.721656, arrival_time=2021-04-15 01:36:56.315361, cost_time=0:37:11.977946 2021-04-14 21:48:25,595 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:48:29,530 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.14ms, fps=651 images/s, loss=0.7846, top1-acc=75.74%, top5-acc=96.09%, remaining_time=0:01:13.170354, arrival_time=2021-04-14 21:49:42.700501, cost_time=0:00:03.933891 2021-04-14 21:48:33,312 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.91ms, fps=677 images/s, loss=0.7516, top1-acc=76.86%, top5-acc=96.35%, remaining_time=0:01:07.901856, arrival_time=2021-04-14 21:49:41.214357, cost_time=0:00:07.716129 2021-04-14 21:48:37,076 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=3.09ms, fps=680 images/s, loss=0.7387, top1-acc=77.16%, top5-acc=96.58%, remaining_time=0:01:03.523718, arrival_time=2021-04-14 21:49:40.600131, cost_time=0:00:11.480200 2021-04-14 21:48:40,828 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.7461, top1-acc=77.23%, top5-acc=96.39%, remaining_time=0:00:59.403864, arrival_time=2021-04-14 21:49:40.231881, cost_time=0:00:15.231768 2021-04-14 21:48:44,590 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.37ms, fps=681 images/s, loss=0.7536, top1-acc=77.10%, top5-acc=96.23%, remaining_time=0:00:55.462334, arrival_time=2021-04-14 21:49:40.052596, cost_time=0:00:18.993957 2021-04-14 21:48:48,347 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.7547, top1-acc=77.03%, top5-acc=96.25%, remaining_time=0:00:51.569568, arrival_time=2021-04-14 21:49:39.917034, cost_time=0:00:22.751289 2021-04-14 21:48:52,103 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.7601, top1-acc=76.85%, top5-acc=96.15%, remaining_time=0:00:47.712672, arrival_time=2021-04-14 21:49:39.815875, cost_time=0:00:26.507068 2021-04-14 21:48:55,867 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.77ms, fps=680 images/s, loss=0.7669, top1-acc=76.55%, top5-acc=96.10%, remaining_time=0:00:43.893008, arrival_time=2021-04-14 21:49:39.760216, cost_time=0:00:30.271080 2021-04-14 21:48:59,627 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=3.42ms, fps=681 images/s, loss=0.7724, top1-acc=76.36%, top5-acc=96.02%, remaining_time=0:00:40.081674, arrival_time=2021-04-14 21:49:39.709468, cost_time=0:00:34.031614 2021-04-14 21:49:03,379 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.7746, top1-acc=76.29%, top5-acc=96.02%, remaining_time=0:00:36.272160, arrival_time=2021-04-14 21:49:39.651848, cost_time=0:00:37.783495 2021-04-14 21:49:07,135 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.43ms, fps=682 images/s, loss=0.7801, top1-acc=76.14%, top5-acc=95.92%, remaining_time=0:00:32.476094, arrival_time=2021-04-14 21:49:39.611372, cost_time=0:00:41.539142 2021-04-14 21:49:10,898 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.45ms, fps=680 images/s, loss=0.7888, top1-acc=75.95%, top5-acc=95.84%, remaining_time=0:00:28.691064, arrival_time=2021-04-14 21:49:39.589149, cost_time=0:00:45.301674 2021-04-14 21:49:14,660 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.7932, top1-acc=75.87%, top5-acc=95.78%, remaining_time=0:00:24.909522, arrival_time=2021-04-14 21:49:39.569951, cost_time=0:00:49.064153 2021-04-14 21:49:18,439 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.96ms, fps=678 images/s, loss=0.7982, top1-acc=75.72%, top5-acc=95.73%, remaining_time=0:00:21.137256, arrival_time=2021-04-14 21:49:39.576805, cost_time=0:00:52.843188 2021-04-14 21:49:22,211 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=3.38ms, fps=679 images/s, loss=0.7996, top1-acc=75.68%, top5-acc=95.71%, remaining_time=0:00:17.361918, arrival_time=2021-04-14 21:49:39.573053, cost_time=0:00:56.615004 2021-04-14 21:49:25,981 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.93ms, fps=679 images/s, loss=0.8015, top1-acc=75.68%, top5-acc=95.67%, remaining_time=0:00:13.586616, arrival_time=2021-04-14 21:49:39.567816, cost_time=0:01:00.385018 2021-04-14 21:49:29,741 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.8037, top1-acc=75.60%, top5-acc=95.66%, remaining_time=0:00:09.810424, arrival_time=2021-04-14 21:49:39.551703, cost_time=0:01:04.145040 2021-04-14 21:49:33,500 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.8063, top1-acc=75.53%, top5-acc=95.64%, remaining_time=0:00:06.035888, arrival_time=2021-04-14 21:49:39.535796, cost_time=0:01:07.903780 2021-04-14 21:49:37,278 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=2.47ms, fps=678 images/s, loss=0.8091, top1-acc=75.48%, top5-acc=95.60%, remaining_time=0:00:02.263644, arrival_time=2021-04-14 21:49:39.541956, cost_time=0:01:11.682085 2021-04-14 21:49:39,279 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=2.40ms, fps=680 images/s, loss=0.8111, top1-acc=75.38%, top5-acc=95.58%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:39.279797, cost_time=0:01:13.683626 2021-04-14 21:49:40,597 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.22ms, fps=1946 images/s, loss=1.7222, top1-acc=55.08%, top5-acc=84.14%, remaining_time=0:00:03.946830, arrival_time=2021-04-14 21:49:44.544549, cost_time=0:00:01.315611 2021-04-14 21:49:41,790 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.34ms, fps=2148 images/s, loss=1.7248, top1-acc=55.61%, top5-acc=83.83%, remaining_time=0:00:02.507820, arrival_time=2021-04-14 21:49:44.297783, cost_time=0:00:02.507828 2021-04-14 21:49:42,985 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.65ms, fps=2143 images/s, loss=1.7236, top1-acc=55.59%, top5-acc=83.66%, remaining_time=0:00:01.234240, arrival_time=2021-04-14 21:49:44.219206, cost_time=0:00:03.702726 2021-04-14 21:49:44,070 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=1.22ms, fps=2138 images/s, loss=1.7135, top1-acc=55.97%, top5-acc=83.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:44.070740, cost_time=0:00:04.788698 2021-04-14 21:49:44,806 INFO : Epoch=0029 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:47:08.052936, arrival_time=2021-04-15 01:36:52.858949, cost_time=0:38:31.190272 2021-04-14 21:49:44,807 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:49:48,804 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.53ms, fps=641 images/s, loss=0.7601, top1-acc=77.11%, top5-acc=96.48%, remaining_time=0:01:14.334342, arrival_time=2021-04-14 21:51:03.138517, cost_time=0:00:03.996469 2021-04-14 21:49:52,568 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.83ms, fps=680 images/s, loss=0.7650, top1-acc=77.32%, top5-acc=96.13%, remaining_time=0:01:08.293808, arrival_time=2021-04-14 21:51:00.862172, cost_time=0:00:07.760669 2021-04-14 21:49:56,327 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.7495, top1-acc=78.03%, top5-acc=96.13%, remaining_time=0:01:03.741510, arrival_time=2021-04-14 21:51:00.068860, cost_time=0:00:11.519561 2021-04-14 21:50:00,089 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.7462, top1-acc=78.03%, top5-acc=96.07%, remaining_time=0:00:59.597304, arrival_time=2021-04-14 21:50:59.686385, cost_time=0:00:15.281364 2021-04-14 21:50:03,858 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.74ms, fps=679 images/s, loss=0.7651, top1-acc=77.32%, top5-acc=95.83%, remaining_time=0:00:55.628920, arrival_time=2021-04-14 21:50:59.487701, cost_time=0:00:19.051007 2021-04-14 21:50:07,613 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.7619, top1-acc=77.36%, top5-acc=95.90%, remaining_time=0:00:51.694008, arrival_time=2021-04-14 21:50:59.307828, cost_time=0:00:22.806183 2021-04-14 21:50:11,366 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.42ms, fps=682 images/s, loss=0.7566, top1-acc=77.49%, top5-acc=96.00%, remaining_time=0:00:47.805156, arrival_time=2021-04-14 21:50:59.171259, cost_time=0:00:26.558397 2021-04-14 21:50:15,131 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.43ms, fps=680 images/s, loss=0.7579, top1-acc=77.41%, top5-acc=96.03%, remaining_time=0:00:43.969568, arrival_time=2021-04-14 21:50:59.101235, cost_time=0:00:30.323874 2021-04-14 21:50:18,899 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=0.7638, top1-acc=77.26%, top5-acc=96.01%, remaining_time=0:00:40.152482, arrival_time=2021-04-14 21:50:59.051811, cost_time=0:00:34.091687 2021-04-14 21:50:22,666 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.7702, top1-acc=77.12%, top5-acc=95.90%, remaining_time=0:00:36.343872, arrival_time=2021-04-14 21:50:59.009915, cost_time=0:00:37.858181 2021-04-14 21:50:26,446 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=3.64ms, fps=677 images/s, loss=0.7701, top1-acc=77.06%, top5-acc=95.91%, remaining_time=0:00:32.554182, arrival_time=2021-04-14 21:50:59.001003, cost_time=0:00:41.639110 2021-04-14 21:50:30,205 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.7746, top1-acc=76.90%, top5-acc=95.88%, remaining_time=0:00:28.752016, arrival_time=2021-04-14 21:50:58.957573, cost_time=0:00:45.397900 2021-04-14 21:50:33,982 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.41ms, fps=678 images/s, loss=0.7788, top1-acc=76.86%, top5-acc=95.85%, remaining_time=0:00:24.965886, arrival_time=2021-04-14 21:50:58.948770, cost_time=0:00:49.175234 2021-04-14 21:50:37,748 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=2.61ms, fps=680 images/s, loss=0.7789, top1-acc=76.88%, top5-acc=95.83%, remaining_time=0:00:21.176176, arrival_time=2021-04-14 21:50:58.924199, cost_time=0:00:52.940382 2021-04-14 21:50:41,509 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.81ms, fps=681 images/s, loss=0.7812, top1-acc=76.80%, top5-acc=95.83%, remaining_time=0:00:17.388552, arrival_time=2021-04-14 21:50:58.898004, cost_time=0:00:56.701769 2021-04-14 21:50:45,274 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.66ms, fps=680 images/s, loss=0.7811, top1-acc=76.71%, top5-acc=95.85%, remaining_time=0:00:13.605012, arrival_time=2021-04-14 21:50:58.879652, cost_time=0:01:00.466726 2021-04-14 21:50:49,040 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=2.17ms, fps=680 images/s, loss=0.7856, top1-acc=76.56%, top5-acc=95.81%, remaining_time=0:00:09.823762, arrival_time=2021-04-14 21:50:58.863743, cost_time=0:01:04.232297 2021-04-14 21:50:52,803 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.37ms, fps=680 images/s, loss=0.7856, top1-acc=76.51%, top5-acc=95.81%, remaining_time=0:00:06.044064, arrival_time=2021-04-14 21:50:58.847509, cost_time=0:01:07.995801 2021-04-14 21:50:56,560 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.7863, top1-acc=76.43%, top5-acc=95.83%, remaining_time=0:00:02.265882, arrival_time=2021-04-14 21:50:58.826523, cost_time=0:01:11.752977 2021-04-14 21:50:58,567 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.96ms, fps=678 images/s, loss=0.7891, top1-acc=76.37%, top5-acc=95.77%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:58.567020, cost_time=0:01:13.759367 2021-04-14 21:50:59,926 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.23ms, fps=1887 images/s, loss=1.7756, top1-acc=55.51%, top5-acc=84.02%, remaining_time=0:00:04.070460, arrival_time=2021-04-14 21:51:03.996483, cost_time=0:00:01.356821 2021-04-14 21:51:01,118 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.64ms, fps=2147 images/s, loss=1.7620, top1-acc=55.33%, top5-acc=83.83%, remaining_time=0:00:02.549520, arrival_time=2021-04-14 21:51:03.668309, cost_time=0:00:02.549513 2021-04-14 21:51:02,314 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.44ms, fps=2143 images/s, loss=1.7133, top1-acc=56.05%, top5-acc=84.51%, remaining_time=0:00:01.248330, arrival_time=2021-04-14 21:51:03.562439, cost_time=0:00:03.744997 2021-04-14 21:51:03,403 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=1.21ms, fps=2130 images/s, loss=1.7533, top1-acc=55.91%, top5-acc=84.37%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:03.403626, cost_time=0:00:04.834400 2021-04-14 21:51:04,091 INFO : Epoch=0030 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:45:46.026870, arrival_time=2021-04-15 01:36:50.117924, cost_time=0:39:50.475318 2021-04-14 21:51:04,092 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:51:08,047 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.93ms, fps=647 images/s, loss=0.7423, top1-acc=77.89%, top5-acc=96.21%, remaining_time=0:01:13.558164, arrival_time=2021-04-14 21:52:21.605607, cost_time=0:00:03.954741 2021-04-14 21:51:11,806 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.7465, top1-acc=77.25%, top5-acc=96.11%, remaining_time=0:01:07.881792, arrival_time=2021-04-14 21:52:19.688289, cost_time=0:00:07.713836 2021-04-14 21:51:15,566 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.7414, top1-acc=77.38%, top5-acc=96.15%, remaining_time=0:01:03.490850, arrival_time=2021-04-14 21:52:19.057683, cost_time=0:00:11.474244 2021-04-14 21:51:19,325 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=0.7299, top1-acc=77.68%, top5-acc=96.26%, remaining_time=0:00:59.408076, arrival_time=2021-04-14 21:52:18.733437, cost_time=0:00:15.232856 2021-04-14 21:51:23,087 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.7388, top1-acc=77.47%, top5-acc=96.19%, remaining_time=0:00:55.463502, arrival_time=2021-04-14 21:52:18.550483, cost_time=0:00:18.994349 2021-04-14 21:51:26,850 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=0.7420, top1-acc=77.45%, top5-acc=96.23%, remaining_time=0:00:51.582488, arrival_time=2021-04-14 21:52:18.432382, cost_time=0:00:22.756978 2021-04-14 21:51:30,609 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.98ms, fps=681 images/s, loss=0.7365, top1-acc=77.58%, top5-acc=96.28%, remaining_time=0:00:47.730312, arrival_time=2021-04-14 21:52:18.339803, cost_time=0:00:26.516862 2021-04-14 21:51:34,390 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=2.30ms, fps=677 images/s, loss=0.7350, top1-acc=77.66%, top5-acc=96.25%, remaining_time=0:00:43.932216, arrival_time=2021-04-14 21:52:18.322954, cost_time=0:00:30.298089 2021-04-14 21:51:38,161 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.67ms, fps=679 images/s, loss=0.7366, top1-acc=77.49%, top5-acc=96.28%, remaining_time=0:00:40.125346, arrival_time=2021-04-14 21:52:18.286946, cost_time=0:00:34.068696 2021-04-14 21:51:41,928 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.7409, top1-acc=77.34%, top5-acc=96.24%, remaining_time=0:00:36.322368, arrival_time=2021-04-14 21:52:18.250993, cost_time=0:00:37.835845 2021-04-14 21:51:45,684 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.7436, top1-acc=77.32%, top5-acc=96.18%, remaining_time=0:00:32.517202, arrival_time=2021-04-14 21:52:18.201721, cost_time=0:00:41.591791 2021-04-14 21:51:49,439 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.7490, top1-acc=77.16%, top5-acc=96.11%, remaining_time=0:00:28.719488, arrival_time=2021-04-14 21:52:18.158680, cost_time=0:00:45.346512 2021-04-14 21:51:53,194 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.7535, top1-acc=77.03%, top5-acc=96.09%, remaining_time=0:00:24.928398, arrival_time=2021-04-14 21:52:18.122328, cost_time=0:00:49.101332 2021-04-14 21:51:56,948 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.7587, top1-acc=76.89%, top5-acc=96.03%, remaining_time=0:00:21.142184, arrival_time=2021-04-14 21:52:18.090275, cost_time=0:00:52.855475 2021-04-14 21:52:00,712 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=2.27ms, fps=680 images/s, loss=0.7643, top1-acc=76.71%, top5-acc=96.01%, remaining_time=0:00:17.363298, arrival_time=2021-04-14 21:52:18.075423, cost_time=0:00:56.619512 2021-04-14 21:52:04,473 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.7696, top1-acc=76.58%, top5-acc=95.95%, remaining_time=0:00:13.585572, arrival_time=2021-04-14 21:52:18.058646, cost_time=0:01:00.380301 2021-04-14 21:52:08,235 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.7723, top1-acc=76.53%, top5-acc=95.91%, remaining_time=0:00:09.810034, arrival_time=2021-04-14 21:52:18.045370, cost_time=0:01:04.142614 2021-04-14 21:52:11,991 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.7754, top1-acc=76.43%, top5-acc=95.89%, remaining_time=0:00:06.035456, arrival_time=2021-04-14 21:52:18.027123, cost_time=0:01:07.898892 2021-04-14 21:52:15,756 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.7775, top1-acc=76.36%, top5-acc=95.88%, remaining_time=0:00:02.263056, arrival_time=2021-04-14 21:52:18.019253, cost_time=0:01:11.663365 2021-04-14 21:52:17,759 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.33ms, fps=679 images/s, loss=0.7794, top1-acc=76.34%, top5-acc=95.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:17.759367, cost_time=0:01:13.666846 2021-04-14 21:52:19,147 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.75ms, fps=1847 images/s, loss=1.6356, top1-acc=56.84%, top5-acc=84.06%, remaining_time=0:00:04.158630, arrival_time=2021-04-14 21:52:23.306404, cost_time=0:00:01.386213 2021-04-14 21:52:20,341 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.34ms, fps=2146 images/s, loss=1.6127, top1-acc=57.07%, top5-acc=84.77%, remaining_time=0:00:02.579560, arrival_time=2021-04-14 21:52:22.920705, cost_time=0:00:02.579563 2021-04-14 21:52:21,536 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.19ms, fps=2142 images/s, loss=1.5882, top1-acc=57.81%, top5-acc=85.10%, remaining_time=0:00:01.258420, arrival_time=2021-04-14 21:52:22.795164, cost_time=0:00:03.775257 2021-04-14 21:52:22,627 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.09ms, fps=2129 images/s, loss=1.5637, top1-acc=57.80%, top5-acc=85.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:22.627140, cost_time=0:00:04.865734 2021-04-14 21:52:23,354 INFO : Epoch=0031 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:44:24.058972, arrival_time=2021-04-15 01:36:47.413353, cost_time=0:41:09.738624 2021-04-14 21:52:23,356 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:52:27,329 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.95ms, fps=644 images/s, loss=0.7294, top1-acc=77.77%, top5-acc=96.64%, remaining_time=0:01:13.890360, arrival_time=2021-04-14 21:53:41.219458, cost_time=0:00:03.972603 2021-04-14 21:52:31,095 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=3.82ms, fps=680 images/s, loss=0.7196, top1-acc=77.77%, top5-acc=96.74%, remaining_time=0:01:08.105312, arrival_time=2021-04-14 21:53:39.201000, cost_time=0:00:07.739242 2021-04-14 21:52:34,853 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.41ms, fps=681 images/s, loss=0.7118, top1-acc=78.35%, top5-acc=96.68%, remaining_time=0:01:03.618670, arrival_time=2021-04-14 21:53:38.472510, cost_time=0:00:11.497341 2021-04-14 21:52:38,609 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.7079, top1-acc=78.56%, top5-acc=96.70%, remaining_time=0:00:59.484204, arrival_time=2021-04-14 21:53:38.093177, cost_time=0:00:15.252359 2021-04-14 21:52:42,369 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=4.31ms, fps=681 images/s, loss=0.7060, top1-acc=78.48%, top5-acc=96.76%, remaining_time=0:00:55.516938, arrival_time=2021-04-14 21:53:37.886084, cost_time=0:00:19.012654 2021-04-14 21:52:46,131 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.7149, top1-acc=78.24%, top5-acc=96.61%, remaining_time=0:00:51.623424, arrival_time=2021-04-14 21:53:37.755021, cost_time=0:00:22.775037 2021-04-14 21:52:49,894 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.7190, top1-acc=78.14%, top5-acc=96.56%, remaining_time=0:00:47.767482, arrival_time=2021-04-14 21:53:37.661529, cost_time=0:00:26.537471 2021-04-14 21:52:53,662 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.7191, top1-acc=78.18%, top5-acc=96.53%, remaining_time=0:00:43.942540, arrival_time=2021-04-14 21:53:37.604426, cost_time=0:00:30.305215 2021-04-14 21:52:57,437 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=2.25ms, fps=678 images/s, loss=0.7277, top1-acc=77.96%, top5-acc=96.45%, remaining_time=0:00:40.140186, arrival_time=2021-04-14 21:53:37.578053, cost_time=0:00:34.081326 2021-04-14 21:53:01,203 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.40ms, fps=680 images/s, loss=0.7326, top1-acc=77.77%, top5-acc=96.38%, remaining_time=0:00:36.332640, arrival_time=2021-04-14 21:53:37.535687, cost_time=0:00:37.846544 2021-04-14 21:53:04,964 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.7359, top1-acc=77.73%, top5-acc=96.32%, remaining_time=0:00:32.529844, arrival_time=2021-04-14 21:53:37.494403, cost_time=0:00:41.607945 2021-04-14 21:53:08,740 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=2.02ms, fps=678 images/s, loss=0.7397, top1-acc=77.66%, top5-acc=96.29%, remaining_time=0:00:28.743124, arrival_time=2021-04-14 21:53:37.483634, cost_time=0:00:45.383919 2021-04-14 21:53:12,494 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.7442, top1-acc=77.52%, top5-acc=96.26%, remaining_time=0:00:24.947142, arrival_time=2021-04-14 21:53:37.441933, cost_time=0:00:49.138314 2021-04-14 21:53:16,264 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.71ms, fps=679 images/s, loss=0.7467, top1-acc=77.48%, top5-acc=96.24%, remaining_time=0:00:21.163072, arrival_time=2021-04-14 21:53:37.427301, cost_time=0:00:52.907711 2021-04-14 21:53:20,028 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=3.90ms, fps=680 images/s, loss=0.7489, top1-acc=77.42%, top5-acc=96.19%, remaining_time=0:00:17.379490, arrival_time=2021-04-14 21:53:37.408298, cost_time=0:00:56.672303 2021-04-14 21:53:23,795 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.69ms, fps=680 images/s, loss=0.7545, top1-acc=77.24%, top5-acc=96.13%, remaining_time=0:00:13.598820, arrival_time=2021-04-14 21:53:37.394601, cost_time=0:01:00.439202 2021-04-14 21:53:27,555 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.7577, top1-acc=77.15%, top5-acc=96.12%, remaining_time=0:00:09.818718, arrival_time=2021-04-14 21:53:37.374479, cost_time=0:01:04.199306 2021-04-14 21:53:31,319 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.7615, top1-acc=77.07%, top5-acc=96.06%, remaining_time=0:00:06.041184, arrival_time=2021-04-14 21:53:37.360939, cost_time=0:01:07.963316 2021-04-14 21:53:35,075 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.7660, top1-acc=76.92%, top5-acc=96.01%, remaining_time=0:00:02.264802, arrival_time=2021-04-14 21:53:37.339981, cost_time=0:01:11.718673 2021-04-14 21:53:37,079 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.82ms, fps=679 images/s, loss=0.7667, top1-acc=76.89%, top5-acc=96.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:37.079405, cost_time=0:01:13.722935 2021-04-14 21:53:38,448 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.47ms, fps=1872 images/s, loss=1.5642, top1-acc=57.42%, top5-acc=85.04%, remaining_time=0:00:04.101750, arrival_time=2021-04-14 21:53:42.550629, cost_time=0:00:01.367246 2021-04-14 21:53:39,647 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.58ms, fps=2137 images/s, loss=1.5852, top1-acc=57.40%, top5-acc=84.79%, remaining_time=0:00:02.565820, arrival_time=2021-04-14 21:53:42.213162, cost_time=0:00:02.565822 2021-04-14 21:53:40,845 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.60ms, fps=2137 images/s, loss=1.6166, top1-acc=57.20%, top5-acc=84.28%, remaining_time=0:00:01.254710, arrival_time=2021-04-14 21:53:42.100449, cost_time=0:00:03.764123 2021-04-14 21:53:41,946 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.10ms, fps=2109 images/s, loss=1.6336, top1-acc=57.00%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:41.946183, cost_time=0:00:04.864675 2021-04-14 21:53:42,758 INFO : Epoch=0032 complete, best val top1-acc=57.96%, top5-acc=85.80% (epoch=19), remaining_time=3:43:02.998272, arrival_time=2021-04-15 01:36:45.756555, cost_time=0:42:29.142529 2021-04-14 21:53:42,760 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:53:46,748 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=2.05ms, fps=642 images/s, loss=0.7951, top1-acc=76.64%, top5-acc=95.47%, remaining_time=0:01:14.175126, arrival_time=2021-04-14 21:55:00.923745, cost_time=0:00:03.987913 2021-04-14 21:53:50,508 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.7657, top1-acc=77.34%, top5-acc=95.94%, remaining_time=0:01:08.174128, arrival_time=2021-04-14 21:54:58.682000, cost_time=0:00:07.747067 2021-04-14 21:53:54,264 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.51ms, fps=682 images/s, loss=0.7377, top1-acc=77.90%, top5-acc=96.33%, remaining_time=0:01:03.651870, arrival_time=2021-04-14 21:54:57.915823, cost_time=0:00:11.503342 2021-04-14 21:53:58,024 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.7311, top1-acc=78.06%, top5-acc=96.37%, remaining_time=0:00:59.530224, arrival_time=2021-04-14 21:54:57.555082, cost_time=0:00:15.264157 2021-04-14 21:54:01,777 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.7172, top1-acc=78.45%, top5-acc=96.53%, remaining_time=0:00:55.528180, arrival_time=2021-04-14 21:54:57.305247, cost_time=0:00:19.016516 2021-04-14 21:54:05,548 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.7190, top1-acc=78.25%, top5-acc=96.50%, remaining_time=0:00:51.652664, arrival_time=2021-04-14 21:54:57.201339, cost_time=0:00:22.787918 2021-04-14 21:54:09,304 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.7129, top1-acc=78.40%, top5-acc=96.51%, remaining_time=0:00:47.778318, arrival_time=2021-04-14 21:54:57.082394, cost_time=0:00:26.543524 2021-04-14 21:54:13,068 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=0.7202, top1-acc=78.14%, top5-acc=96.45%, remaining_time=0:00:43.946600, arrival_time=2021-04-14 21:54:57.015194, cost_time=0:00:30.308029 2021-04-14 21:54:16,841 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.72ms, fps=679 images/s, loss=0.7217, top1-acc=78.15%, top5-acc=96.44%, remaining_time=0:00:40.139868, arrival_time=2021-04-14 21:54:56.981448, cost_time=0:00:34.081022 2021-04-14 21:54:20,604 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.7252, top1-acc=78.00%, top5-acc=96.48%, remaining_time=0:00:36.329760, arrival_time=2021-04-14 21:54:56.933888, cost_time=0:00:37.843528 2021-04-14 21:54:24,356 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=3.29ms, fps=682 images/s, loss=0.7316, top1-acc=77.79%, top5-acc=96.37%, remaining_time=0:00:32.520470, arrival_time=2021-04-14 21:54:56.877114, cost_time=0:00:41.595957 2021-04-14 21:54:28,123 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=4.01ms, fps=680 images/s, loss=0.7347, top1-acc=77.63%, top5-acc=96.35%, remaining_time=0:00:28.729824, arrival_time=2021-04-14 21:54:56.853324, cost_time=0:00:45.362895 2021-04-14 21:54:31,881 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.7371, top1-acc=77.48%, top5-acc=96.32%, remaining_time=0:00:24.938232, arrival_time=2021-04-14 21:54:56.819695, cost_time=0:00:49.120776 2021-04-14 21:54:35,644 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=3.47ms, fps=680 images/s, loss=0.7396, top1-acc=77.41%, top5-acc=96.28%, remaining_time=0:00:21.153496, arrival_time=2021-04-14 21:54:56.797859, cost_time=0:00:52.883761 2021-04-14 21:54:39,404 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.7409, top1-acc=77.44%, top5-acc=96.26%, remaining_time=0:00:17.370888, arrival_time=2021-04-14 21:54:56.775664, cost_time=0:00:56.644173 2021-04-14 21:54:43,163 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.27ms, fps=681 images/s, loss=0.7413, top1-acc=77.44%, top5-acc=96.31%, remaining_time=0:00:13.590684, arrival_time=2021-04-14 21:54:56.754317, cost_time=0:01:00.403063 2021-04-14 21:54:46,942 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=2.49ms, fps=678 images/s, loss=0.7474, top1-acc=77.28%, top5-acc=96.22%, remaining_time=0:00:09.815988, arrival_time=2021-04-14 21:54:56.758063, cost_time=0:01:04.181504 2021-04-14 21:54:50,701 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.7536, top1-acc=77.11%, top5-acc=96.17%, remaining_time=0:00:06.039152, arrival_time=2021-04-14 21:54:56.740387, cost_time=0:01:07.940537 2021-04-14 21:54:54,458 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.7575, top1-acc=77.01%, top5-acc=96.10%, remaining_time=0:00:02.264130, arrival_time=2021-04-14 21:54:56.722051, cost_time=0:01:11.697364 2021-04-14 21:54:56,462 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.81ms, fps=679 images/s, loss=0.7588, top1-acc=77.02%, top5-acc=96.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:56.462329, cost_time=0:01:13.701706 2021-04-14 21:54:57,805 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.54ms, fps=1910 images/s, loss=1.5582, top1-acc=59.49%, top5-acc=84.61%, remaining_time=0:00:04.019910, arrival_time=2021-04-14 21:55:01.825521, cost_time=0:00:01.339970 2021-04-14 21:54:59,004 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.87ms, fps=2138 images/s, loss=1.5668, top1-acc=59.04%, top5-acc=85.06%, remaining_time=0:00:02.538180, arrival_time=2021-04-14 21:55:01.542094, cost_time=0:00:02.538188 2021-04-14 21:55:00,208 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.43ms, fps=2127 images/s, loss=1.5703, top1-acc=58.96%, top5-acc=85.16%, remaining_time=0:00:01.247560, arrival_time=2021-04-14 21:55:01.455764, cost_time=0:00:03.742673 2021-04-14 21:55:01,297 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.09ms, fps=2132 images/s, loss=1.5653, top1-acc=59.03%, top5-acc=85.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:01.297010, cost_time=0:00:04.831528 2021-04-14 21:55:02,777 INFO : Epoch=0033 complete, best val top1-acc=59.03%, top5-acc=85.14% (epoch=33), remaining_time=3:41:45.150353, arrival_time=2021-04-15 01:36:47.927554, cost_time=0:43:49.161438 2021-04-14 21:55:02,779 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:55:06,714 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.76ms, fps=651 images/s, loss=0.7394, top1-acc=76.91%, top5-acc=95.78%, remaining_time=0:01:13.184304, arrival_time=2021-04-14 21:56:19.898468, cost_time=0:00:03.934637 2021-04-14 21:55:10,477 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.7423, top1-acc=77.46%, top5-acc=95.74%, remaining_time=0:01:07.737824, arrival_time=2021-04-14 21:56:18.214816, cost_time=0:00:07.697478 2021-04-14 21:55:14,240 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.7277, top1-acc=77.70%, top5-acc=96.12%, remaining_time=0:01:03.414988, arrival_time=2021-04-14 21:56:17.654894, cost_time=0:00:11.460526 2021-04-14 21:55:17,997 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.7206, top1-acc=77.93%, top5-acc=96.40%, remaining_time=0:00:59.350824, arrival_time=2021-04-14 21:56:17.348281, cost_time=0:00:15.218154 2021-04-14 21:55:21,752 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.7104, top1-acc=78.37%, top5-acc=96.34%, remaining_time=0:00:55.401452, arrival_time=2021-04-14 21:56:17.153985, cost_time=0:00:18.973099 2021-04-14 21:55:25,514 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.7057, top1-acc=78.52%, top5-acc=96.48%, remaining_time=0:00:51.531624, arrival_time=2021-04-14 21:56:17.045569, cost_time=0:00:22.734550 2021-04-14 21:55:29,275 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.7062, top1-acc=78.48%, top5-acc=96.52%, remaining_time=0:00:47.693016, arrival_time=2021-04-14 21:56:16.968495, cost_time=0:00:26.496103 2021-04-14 21:55:33,039 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=2.41ms, fps=680 images/s, loss=0.7092, top1-acc=78.39%, top5-acc=96.51%, remaining_time=0:00:43.877464, arrival_time=2021-04-14 21:56:16.917048, cost_time=0:00:30.260322 2021-04-14 21:55:36,798 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.7119, top1-acc=78.34%, top5-acc=96.51%, remaining_time=0:00:40.066940, arrival_time=2021-04-14 21:56:16.865289, cost_time=0:00:34.019090 2021-04-14 21:55:40,559 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.7152, top1-acc=78.38%, top5-acc=96.44%, remaining_time=0:00:36.268608, arrival_time=2021-04-14 21:56:16.827710, cost_time=0:00:37.779814 2021-04-14 21:55:44,322 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.94ms, fps=680 images/s, loss=0.7198, top1-acc=78.23%, top5-acc=96.37%, remaining_time=0:00:32.479018, arrival_time=2021-04-14 21:56:16.801224, cost_time=0:00:41.542948 2021-04-14 21:55:48,085 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.7229, top1-acc=78.04%, top5-acc=96.38%, remaining_time=0:00:28.693572, arrival_time=2021-04-14 21:56:16.778572, cost_time=0:00:45.305627 2021-04-14 21:55:51,855 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=2.28ms, fps=679 images/s, loss=0.7315, top1-acc=77.83%, top5-acc=96.29%, remaining_time=0:00:24.915462, arrival_time=2021-04-14 21:56:16.770760, cost_time=0:00:49.075954 2021-04-14 21:55:55,620 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.7353, top1-acc=77.67%, top5-acc=96.28%, remaining_time=0:00:21.136640, arrival_time=2021-04-14 21:56:16.757444, cost_time=0:00:52.841545 2021-04-14 21:55:59,383 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.7399, top1-acc=77.49%, top5-acc=96.22%, remaining_time=0:00:17.358468, arrival_time=2021-04-14 21:56:16.741586, cost_time=0:00:56.603672 2021-04-14 21:56:03,149 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=2.55ms, fps=680 images/s, loss=0.7416, top1-acc=77.43%, top5-acc=96.20%, remaining_time=0:00:13.583160, arrival_time=2021-04-14 21:56:16.732097, cost_time=0:01:00.369563 2021-04-14 21:56:06,902 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=2.47ms, fps=682 images/s, loss=0.7464, top1-acc=77.33%, top5-acc=96.15%, remaining_time=0:00:09.807044, arrival_time=2021-04-14 21:56:16.709353, cost_time=0:01:04.122940 2021-04-14 21:56:10,669 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=3.03ms, fps=680 images/s, loss=0.7494, top1-acc=77.29%, top5-acc=96.12%, remaining_time=0:00:06.034720, arrival_time=2021-04-14 21:56:16.704564, cost_time=0:01:07.890519 2021-04-14 21:56:14,430 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.7520, top1-acc=77.20%, top5-acc=96.10%, remaining_time=0:00:02.262672, arrival_time=2021-04-14 21:56:16.693387, cost_time=0:01:11.651238 2021-04-14 21:56:16,435 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=2.91ms, fps=679 images/s, loss=0.7532, top1-acc=77.17%, top5-acc=96.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:16.434914, cost_time=0:01:13.655625 2021-04-14 21:56:17,799 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.34ms, fps=1879 images/s, loss=1.6405, top1-acc=56.68%, top5-acc=85.35%, remaining_time=0:00:04.086780, arrival_time=2021-04-14 21:56:21.886292, cost_time=0:00:01.362265 2021-04-14 21:56:18,995 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.87ms, fps=2141 images/s, loss=1.6415, top1-acc=57.32%, top5-acc=85.45%, remaining_time=0:00:02.558680, arrival_time=2021-04-14 21:56:21.554435, cost_time=0:00:02.558674 2021-04-14 21:56:20,190 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.39ms, fps=2145 images/s, loss=1.6449, top1-acc=57.24%, top5-acc=85.22%, remaining_time=0:00:01.250940, arrival_time=2021-04-14 21:56:21.440912, cost_time=0:00:03.752835 2021-04-14 21:56:21,278 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.09ms, fps=2132 images/s, loss=1.6577, top1-acc=57.01%, top5-acc=84.96%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:21.278489, cost_time=0:00:04.841458 2021-04-14 21:56:21,973 INFO : Epoch=0034 complete, best val top1-acc=59.03%, top5-acc=85.14% (epoch=33), remaining_time=3:40:23.160604, arrival_time=2021-04-15 01:36:45.134517, cost_time=0:45:08.358179 2021-04-14 21:56:21,975 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:56:25,938 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.11ms, fps=646 images/s, loss=0.7110, top1-acc=78.12%, top5-acc=96.76%, remaining_time=0:01:13.704360, arrival_time=2021-04-14 21:57:39.642468, cost_time=0:00:03.962601 2021-04-14 21:56:29,699 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.7026, top1-acc=78.03%, top5-acc=97.07%, remaining_time=0:01:07.969264, arrival_time=2021-04-14 21:57:37.668498, cost_time=0:00:07.723787 2021-04-14 21:56:33,458 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.7015, top1-acc=78.35%, top5-acc=97.07%, remaining_time=0:01:03.537164, arrival_time=2021-04-14 21:57:36.995407, cost_time=0:00:11.482620 2021-04-14 21:56:37,219 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=2.57ms, fps=681 images/s, loss=0.6923, top1-acc=78.71%, top5-acc=97.04%, remaining_time=0:00:59.449260, arrival_time=2021-04-14 21:57:36.668152, cost_time=0:00:15.243401 2021-04-14 21:56:40,962 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.83ms, fps=684 images/s, loss=0.6849, top1-acc=79.00%, top5-acc=97.09%, remaining_time=0:00:55.441164, arrival_time=2021-04-14 21:57:36.403355, cost_time=0:00:18.986723 2021-04-14 21:56:44,716 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.6802, top1-acc=79.09%, top5-acc=97.18%, remaining_time=0:00:51.545224, arrival_time=2021-04-14 21:57:36.261235, cost_time=0:00:22.740541 2021-04-14 21:56:48,479 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=3.12ms, fps=680 images/s, loss=0.6858, top1-acc=78.95%, top5-acc=97.15%, remaining_time=0:00:47.706498, arrival_time=2021-04-14 21:57:36.185608, cost_time=0:00:26.503624 2021-04-14 21:56:52,250 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.47ms, fps=679 images/s, loss=0.6917, top1-acc=78.69%, top5-acc=97.05%, remaining_time=0:00:43.898228, arrival_time=2021-04-14 21:57:36.148359, cost_time=0:00:30.274669 2021-04-14 21:56:56,017 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=0.6967, top1-acc=78.62%, top5-acc=96.93%, remaining_time=0:00:40.093864, arrival_time=2021-04-14 21:57:36.111371, cost_time=0:00:34.041995 2021-04-14 21:56:59,784 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.7004, top1-acc=78.50%, top5-acc=96.87%, remaining_time=0:00:36.296640, arrival_time=2021-04-14 21:57:36.081177, cost_time=0:00:37.809003 2021-04-14 21:57:03,543 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.52ms, fps=681 images/s, loss=0.7046, top1-acc=78.41%, top5-acc=96.78%, remaining_time=0:00:32.498454, arrival_time=2021-04-14 21:57:36.041752, cost_time=0:00:41.567789 2021-04-14 21:57:07,307 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.7096, top1-acc=78.25%, top5-acc=96.68%, remaining_time=0:00:28.710520, arrival_time=2021-04-14 21:57:36.018354, cost_time=0:00:45.332383 2021-04-14 21:57:11,075 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.7097, top1-acc=78.30%, top5-acc=96.62%, remaining_time=0:00:24.927276, arrival_time=2021-04-14 21:57:36.002177, cost_time=0:00:49.099194 2021-04-14 21:57:14,836 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.7131, top1-acc=78.23%, top5-acc=96.58%, remaining_time=0:00:21.144256, arrival_time=2021-04-14 21:57:35.980286, cost_time=0:00:52.860570 2021-04-14 21:57:18,594 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.7157, top1-acc=78.23%, top5-acc=96.55%, remaining_time=0:00:17.363068, arrival_time=2021-04-14 21:57:35.957403, cost_time=0:00:56.618704 2021-04-14 21:57:22,357 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.77ms, fps=680 images/s, loss=0.7189, top1-acc=78.14%, top5-acc=96.50%, remaining_time=0:00:13.585896, arrival_time=2021-04-14 21:57:35.943479, cost_time=0:01:00.381802 2021-04-14 21:57:26,118 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.7225, top1-acc=78.03%, top5-acc=96.49%, remaining_time=0:00:09.810008, arrival_time=2021-04-14 21:57:35.927995, cost_time=0:01:04.142412 2021-04-14 21:57:29,874 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=2.19ms, fps=682 images/s, loss=0.7271, top1-acc=77.82%, top5-acc=96.44%, remaining_time=0:00:06.035440, arrival_time=2021-04-14 21:57:35.909671, cost_time=0:01:07.898776 2021-04-14 21:57:33,643 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=2.17ms, fps=679 images/s, loss=0.7318, top1-acc=77.64%, top5-acc=96.41%, remaining_time=0:00:02.263188, arrival_time=2021-04-14 21:57:35.906240, cost_time=0:01:11.667538 2021-04-14 21:57:35,650 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.54ms, fps=678 images/s, loss=0.7338, top1-acc=77.57%, top5-acc=96.41%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:35.650753, cost_time=0:01:13.675285 2021-04-14 21:57:36,957 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.38ms, fps=1962 images/s, loss=2.0704, top1-acc=51.33%, top5-acc=79.80%, remaining_time=0:00:03.914160, arrival_time=2021-04-14 21:57:40.871737, cost_time=0:00:01.304720 2021-04-14 21:57:38,150 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.49ms, fps=2146 images/s, loss=2.1057, top1-acc=51.60%, top5-acc=79.86%, remaining_time=0:00:02.497940, arrival_time=2021-04-14 21:57:40.648733, cost_time=0:00:02.497945 2021-04-14 21:57:39,347 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.42ms, fps=2140 images/s, loss=2.0953, top1-acc=51.63%, top5-acc=79.70%, remaining_time=0:00:01.231540, arrival_time=2021-04-14 21:57:40.579105, cost_time=0:00:03.694618 2021-04-14 21:57:40,439 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=1.45ms, fps=2125 images/s, loss=2.1103, top1-acc=51.57%, top5-acc=79.69%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:40.439928, cost_time=0:00:04.787105 2021-04-14 21:57:41,302 INFO : Epoch=0035 complete, best val top1-acc=59.03%, top5-acc=85.14% (epoch=33), remaining_time=3:39:01.950855, arrival_time=2021-04-15 01:36:43.253130, cost_time=0:46:27.686530 2021-04-14 21:57:41,303 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:57:45,261 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.93ms, fps=647 images/s, loss=0.7045, top1-acc=79.26%, top5-acc=96.33%, remaining_time=0:01:13.609500, arrival_time=2021-04-14 21:58:58.870951, cost_time=0:00:03.957499 2021-04-14 21:57:49,030 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.48ms, fps=679 images/s, loss=0.7235, top1-acc=78.77%, top5-acc=96.45%, remaining_time=0:01:07.989328, arrival_time=2021-04-14 21:58:57.019374, cost_time=0:00:07.726052 2021-04-14 21:57:52,792 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.7246, top1-acc=78.41%, top5-acc=96.54%, remaining_time=0:01:03.567542, arrival_time=2021-04-14 21:58:56.359475, cost_time=0:00:11.488105 2021-04-14 21:57:56,555 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.68ms, fps=680 images/s, loss=0.7092, top1-acc=78.78%, top5-acc=96.72%, remaining_time=0:00:59.481552, arrival_time=2021-04-14 21:58:56.037069, cost_time=0:00:15.251698 2021-04-14 21:58:00,321 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.7059, top1-acc=78.90%, top5-acc=96.70%, remaining_time=0:00:55.529202, arrival_time=2021-04-14 21:58:55.850134, cost_time=0:00:19.016870 2021-04-14 21:58:04,089 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.04ms, fps=679 images/s, loss=0.7036, top1-acc=78.87%, top5-acc=96.73%, remaining_time=0:00:51.647224, arrival_time=2021-04-14 21:58:55.736710, cost_time=0:00:22.785526 2021-04-14 21:58:07,849 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.7033, top1-acc=78.86%, top5-acc=96.75%, remaining_time=0:00:47.782854, arrival_time=2021-04-14 21:58:55.632743, cost_time=0:00:26.546037 2021-04-14 21:58:11,608 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.7008, top1-acc=78.85%, top5-acc=96.78%, remaining_time=0:00:43.941612, arrival_time=2021-04-14 21:58:55.550104, cost_time=0:00:30.304528 2021-04-14 21:58:15,367 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.6998, top1-acc=78.90%, top5-acc=96.77%, remaining_time=0:00:40.119304, arrival_time=2021-04-14 21:58:55.486883, cost_time=0:00:34.063605 2021-04-14 21:58:19,139 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.85ms, fps=679 images/s, loss=0.7030, top1-acc=78.76%, top5-acc=96.71%, remaining_time=0:00:36.321792, arrival_time=2021-04-14 21:58:55.461000, cost_time=0:00:37.835249 2021-04-14 21:58:22,896 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=3.56ms, fps=682 images/s, loss=0.7076, top1-acc=78.60%, top5-acc=96.65%, remaining_time=0:00:32.517804, arrival_time=2021-04-14 21:58:55.414157, cost_time=0:00:41.592496 2021-04-14 21:58:26,657 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.59ms, fps=681 images/s, loss=0.7136, top1-acc=78.42%, top5-acc=96.56%, remaining_time=0:00:28.723744, arrival_time=2021-04-14 21:58:55.380838, cost_time=0:00:45.353228 2021-04-14 21:58:30,414 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.99ms, fps=682 images/s, loss=0.7193, top1-acc=78.24%, top5-acc=96.51%, remaining_time=0:00:24.932886, arrival_time=2021-04-14 21:58:55.347074, cost_time=0:00:49.110294 2021-04-14 21:58:34,176 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.7207, top1-acc=78.19%, top5-acc=96.48%, remaining_time=0:00:21.149128, arrival_time=2021-04-14 21:58:55.325823, cost_time=0:00:52.872845 2021-04-14 21:58:37,944 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.79ms, fps=680 images/s, loss=0.7218, top1-acc=78.18%, top5-acc=96.48%, remaining_time=0:00:17.369830, arrival_time=2021-04-14 21:58:55.314448, cost_time=0:00:56.640768 2021-04-14 21:58:41,715 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.61ms, fps=679 images/s, loss=0.7228, top1-acc=78.19%, top5-acc=96.47%, remaining_time=0:00:13.592664, arrival_time=2021-04-14 21:58:55.308290, cost_time=0:01:00.411788 2021-04-14 21:58:45,483 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.7246, top1-acc=78.09%, top5-acc=96.44%, remaining_time=0:00:09.815702, arrival_time=2021-04-14 21:58:55.299197, cost_time=0:01:04.179670 2021-04-14 21:58:49,236 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=0.7284, top1-acc=78.05%, top5-acc=96.39%, remaining_time=0:00:06.038496, arrival_time=2021-04-14 21:58:55.275328, cost_time=0:01:07.933026 2021-04-14 21:58:53,005 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=2.56ms, fps=679 images/s, loss=0.7279, top1-acc=78.01%, top5-acc=96.39%, remaining_time=0:00:02.264250, arrival_time=2021-04-14 21:58:55.269255, cost_time=0:01:11.701157 2021-04-14 21:58:55,019 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.36ms, fps=675 images/s, loss=0.7293, top1-acc=77.97%, top5-acc=96.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:55.019535, cost_time=0:01:13.715491 2021-04-14 21:58:56,395 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.57ms, fps=1867 images/s, loss=1.6484, top1-acc=57.46%, top5-acc=84.41%, remaining_time=0:00:04.113360, arrival_time=2021-04-14 21:59:00.508508, cost_time=0:00:01.371120 2021-04-14 21:58:57,595 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.57ms, fps=2135 images/s, loss=1.6187, top1-acc=58.12%, top5-acc=84.82%, remaining_time=0:00:02.570840, arrival_time=2021-04-14 21:59:00.165798, cost_time=0:00:02.570831 2021-04-14 21:58:58,794 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.39ms, fps=2135 images/s, loss=1.6186, top1-acc=58.12%, top5-acc=84.86%, remaining_time=0:00:01.256960, arrival_time=2021-04-14 21:59:00.051835, cost_time=0:00:03.770882 2021-04-14 21:58:59,888 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=1.45ms, fps=2123 images/s, loss=1.6016, top1-acc=57.77%, top5-acc=84.86%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:59.888047, cost_time=0:00:04.864009 2021-04-14 21:59:00,617 INFO : Epoch=0036 complete, best val top1-acc=59.03%, top5-acc=85.14% (epoch=33), remaining_time=3:37:40.783208, arrival_time=2021-04-15 01:36:41.400178, cost_time=0:47:47.001209 2021-04-14 21:59:00,619 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:59:04,575 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.11ms, fps=647 images/s, loss=0.7156, top1-acc=78.44%, top5-acc=96.17%, remaining_time=0:01:13.579368, arrival_time=2021-04-14 22:00:18.154754, cost_time=0:00:03.955881 2021-04-14 21:59:08,335 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.6962, top1-acc=79.02%, top5-acc=96.78%, remaining_time=0:01:07.903088, arrival_time=2021-04-14 22:00:16.238950, cost_time=0:00:07.716269 2021-04-14 21:59:12,108 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.58ms, fps=679 images/s, loss=0.6956, top1-acc=79.01%, top5-acc=96.74%, remaining_time=0:01:03.569700, arrival_time=2021-04-14 22:00:15.677777, cost_time=0:00:11.488499 2021-04-14 21:59:15,862 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.6843, top1-acc=79.33%, top5-acc=96.91%, remaining_time=0:00:59.448948, arrival_time=2021-04-14 22:00:15.311699, cost_time=0:00:15.243303 2021-04-14 21:59:19,625 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.6873, top1-acc=79.21%, top5-acc=96.90%, remaining_time=0:00:55.496206, arrival_time=2021-04-14 22:00:15.121444, cost_time=0:00:19.005533 2021-04-14 21:59:23,384 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.6902, top1-acc=79.14%, top5-acc=96.91%, remaining_time=0:00:51.601256, arrival_time=2021-04-14 22:00:14.985988, cost_time=0:00:22.765270 2021-04-14 21:59:27,136 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.6891, top1-acc=79.07%, top5-acc=96.88%, remaining_time=0:00:47.729808, arrival_time=2021-04-14 22:00:14.865840, cost_time=0:00:26.516567 2021-04-14 21:59:30,896 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=3.50ms, fps=681 images/s, loss=0.6960, top1-acc=78.82%, top5-acc=96.81%, remaining_time=0:00:43.902172, arrival_time=2021-04-14 22:00:14.799021, cost_time=0:00:30.277329 2021-04-14 21:59:34,655 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.6949, top1-acc=78.89%, top5-acc=96.79%, remaining_time=0:00:40.086338, arrival_time=2021-04-14 22:00:14.741756, cost_time=0:00:34.035593 2021-04-14 21:59:38,430 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=2.34ms, fps=678 images/s, loss=0.6992, top1-acc=78.80%, top5-acc=96.79%, remaining_time=0:00:36.298080, arrival_time=2021-04-14 22:00:14.728124, cost_time=0:00:37.810529 2021-04-14 21:59:42,200 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=3.87ms, fps=679 images/s, loss=0.6984, top1-acc=78.77%, top5-acc=96.79%, remaining_time=0:00:32.508516, arrival_time=2021-04-14 22:00:14.708898, cost_time=0:00:41.580668 2021-04-14 21:59:45,960 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.7016, top1-acc=78.62%, top5-acc=96.77%, remaining_time=0:00:28.715688, arrival_time=2021-04-14 22:00:14.675752, cost_time=0:00:45.340604 2021-04-14 21:59:49,713 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.7042, top1-acc=78.59%, top5-acc=96.74%, remaining_time=0:00:24.924702, arrival_time=2021-04-14 22:00:14.638484, cost_time=0:00:49.094106 2021-04-14 21:59:53,472 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.7064, top1-acc=78.57%, top5-acc=96.69%, remaining_time=0:00:21.141176, arrival_time=2021-04-14 22:00:14.613912, cost_time=0:00:52.852907 2021-04-14 21:59:57,242 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=6.00ms, fps=680 images/s, loss=0.7090, top1-acc=78.58%, top5-acc=96.63%, remaining_time=0:00:17.363804, arrival_time=2021-04-14 22:00:14.606427, cost_time=0:00:56.621026 2021-04-14 22:00:01,011 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=3.65ms, fps=679 images/s, loss=0.7117, top1-acc=78.49%, top5-acc=96.62%, remaining_time=0:00:13.588164, arrival_time=2021-04-14 22:00:14.599571, cost_time=0:01:00.391876 2021-04-14 22:00:04,780 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.59ms, fps=679 images/s, loss=0.7149, top1-acc=78.38%, top5-acc=96.61%, remaining_time=0:00:09.812764, arrival_time=2021-04-14 22:00:14.592726, cost_time=0:01:04.160459 2021-04-14 22:00:08,546 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.7177, top1-acc=78.31%, top5-acc=96.55%, remaining_time=0:00:06.037888, arrival_time=2021-04-14 22:00:14.583891, cost_time=0:01:07.926259 2021-04-14 22:00:12,308 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.7216, top1-acc=78.19%, top5-acc=96.52%, remaining_time=0:00:02.263848, arrival_time=2021-04-14 22:00:14.571806, cost_time=0:01:11.688466 2021-04-14 22:00:14,323 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.31ms, fps=675 images/s, loss=0.7234, top1-acc=78.16%, top5-acc=96.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:14.323742, cost_time=0:01:13.704234 2021-04-14 22:00:15,665 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.24ms, fps=1911 images/s, loss=1.5533, top1-acc=59.57%, top5-acc=86.72%, remaining_time=0:00:04.019490, arrival_time=2021-04-14 22:00:19.685337, cost_time=0:00:01.339833 2021-04-14 22:00:16,862 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.45ms, fps=2141 images/s, loss=1.5531, top1-acc=59.34%, top5-acc=86.54%, remaining_time=0:00:02.536540, arrival_time=2021-04-14 22:00:19.398954, cost_time=0:00:02.536549 2021-04-14 22:00:18,065 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.73ms, fps=2129 images/s, loss=1.5545, top1-acc=59.30%, top5-acc=86.67%, remaining_time=0:00:01.246370, arrival_time=2021-04-14 22:00:19.311441, cost_time=0:00:03.739116 2021-04-14 22:00:19,158 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=2124 images/s, loss=1.5773, top1-acc=59.17%, top5-acc=86.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:19.157964, cost_time=0:00:04.832114 2021-04-14 22:00:20,665 INFO : Epoch=0037 complete, best val top1-acc=59.17%, top5-acc=86.32% (epoch=37), remaining_time=3:36:22.946903, arrival_time=2021-04-15 01:36:43.611972, cost_time=0:49:07.049286 2021-04-14 22:00:20,667 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 22:00:24,607 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=2.85ms, fps=650 images/s, loss=0.6937, top1-acc=78.32%, top5-acc=97.15%, remaining_time=0:01:13.283442, arrival_time=2021-04-14 22:01:37.890989, cost_time=0:00:03.939972 2021-04-14 22:00:28,365 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.6692, top1-acc=78.81%, top5-acc=97.38%, remaining_time=0:01:07.742048, arrival_time=2021-04-14 22:01:36.107635, cost_time=0:00:07.697963 2021-04-14 22:00:32,140 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.20ms, fps=678 images/s, loss=0.6651, top1-acc=79.10%, top5-acc=97.27%, remaining_time=0:01:03.483878, arrival_time=2021-04-14 22:01:35.624597, cost_time=0:00:11.473002 2021-04-14 22:00:35,899 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.6619, top1-acc=79.40%, top5-acc=97.28%, remaining_time=0:00:59.403864, arrival_time=2021-04-14 22:01:35.303265, cost_time=0:00:15.231740 2021-04-14 22:00:39,651 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=2.34ms, fps=683 images/s, loss=0.6601, top1-acc=79.77%, top5-acc=97.25%, remaining_time=0:00:55.431820, arrival_time=2021-04-14 22:01:35.083021, cost_time=0:00:18.983487 2021-04-14 22:00:43,417 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.6602, top1-acc=79.69%, top5-acc=97.18%, remaining_time=0:00:51.565896, arrival_time=2021-04-14 22:01:34.983211, cost_time=0:00:22.749682 2021-04-14 22:00:47,185 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=3.49ms, fps=680 images/s, loss=0.6603, top1-acc=79.66%, top5-acc=97.19%, remaining_time=0:00:47.731698, arrival_time=2021-04-14 22:01:34.916994, cost_time=0:00:26.517639 2021-04-14 22:00:50,960 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.74ms, fps=678 images/s, loss=0.6648, top1-acc=79.54%, top5-acc=97.15%, remaining_time=0:00:43.924908, arrival_time=2021-04-14 22:01:34.885629, cost_time=0:00:30.293022 2021-04-14 22:00:54,732 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=3.14ms, fps=679 images/s, loss=0.6707, top1-acc=79.43%, top5-acc=97.02%, remaining_time=0:00:40.121106, arrival_time=2021-04-14 22:01:34.853811, cost_time=0:00:34.065076 2021-04-14 22:00:58,488 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.6712, top1-acc=79.39%, top5-acc=97.02%, remaining_time=0:00:36.307776, arrival_time=2021-04-14 22:01:34.796069, cost_time=0:00:37.820599 2021-04-14 22:01:02,243 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.6747, top1-acc=79.23%, top5-acc=97.00%, remaining_time=0:00:32.504560, arrival_time=2021-04-14 22:01:34.747767, cost_time=0:00:41.575548 2021-04-14 22:01:05,992 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.6788, top1-acc=79.15%, top5-acc=96.95%, remaining_time=0:00:28.705884, arrival_time=2021-04-14 22:01:34.698711, cost_time=0:00:45.325114 2021-04-14 22:01:09,753 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.51ms, fps=681 images/s, loss=0.6820, top1-acc=78.98%, top5-acc=96.94%, remaining_time=0:00:24.920412, arrival_time=2021-04-14 22:01:34.673715, cost_time=0:00:49.085718 2021-04-14 22:01:13,502 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.6850, top1-acc=78.89%, top5-acc=96.91%, remaining_time=0:00:21.133728, arrival_time=2021-04-14 22:01:34.635863, cost_time=0:00:52.834317 2021-04-14 22:01:17,271 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=3.01ms, fps=679 images/s, loss=0.6887, top1-acc=78.80%, top5-acc=96.89%, remaining_time=0:00:17.358606, arrival_time=2021-04-14 22:01:34.630317, cost_time=0:00:56.604132 2021-04-14 22:01:21,042 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.89ms, fps=679 images/s, loss=0.6898, top1-acc=78.77%, top5-acc=96.83%, remaining_time=0:00:13.584204, arrival_time=2021-04-14 22:01:34.626087, cost_time=0:01:00.374230 2021-04-14 22:01:24,811 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.55ms, fps=679 images/s, loss=0.6951, top1-acc=78.62%, top5-acc=96.78%, remaining_time=0:00:09.810268, arrival_time=2021-04-14 22:01:34.622107, cost_time=0:01:04.144128 2021-04-14 22:01:28,574 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.6992, top1-acc=78.53%, top5-acc=96.71%, remaining_time=0:00:06.036144, arrival_time=2021-04-14 22:01:34.610313, cost_time=0:01:07.906540 2021-04-14 22:01:32,339 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.94ms, fps=680 images/s, loss=0.7018, top1-acc=78.46%, top5-acc=96.69%, remaining_time=0:00:02.263314, arrival_time=2021-04-14 22:01:34.602454, cost_time=0:01:11.671552 2021-04-14 22:01:34,348 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.67ms, fps=677 images/s, loss=0.7052, top1-acc=78.38%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:34.348527, cost_time=0:01:13.680865 2021-04-14 22:01:35,674 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.56ms, fps=1934 images/s, loss=2.0468, top1-acc=51.87%, top5-acc=79.34%, remaining_time=0:00:03.970260, arrival_time=2021-04-14 22:01:39.644387, cost_time=0:00:01.323422 2021-04-14 22:01:36,878 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=2.11ms, fps=2127 images/s, loss=2.0782, top1-acc=51.05%, top5-acc=79.28%, remaining_time=0:00:02.527440, arrival_time=2021-04-14 22:01:39.405633, cost_time=0:00:02.527431 2021-04-14 22:01:38,082 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.62ms, fps=2127 images/s, loss=2.0576, top1-acc=51.03%, top5-acc=79.97%, remaining_time=0:00:01.243810, arrival_time=2021-04-14 22:01:39.325940, cost_time=0:00:03.731437 2021-04-14 22:01:39,180 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.10ms, fps=2113 images/s, loss=2.0576, top1-acc=51.04%, top5-acc=79.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:39.180797, cost_time=0:00:04.830179 2021-04-14 22:01:39,899 INFO : Epoch=0038 complete, best val top1-acc=59.17%, top5-acc=86.32% (epoch=37), remaining_time=3:35:01.526100, arrival_time=2021-04-15 01:36:41.425754, cost_time=0:50:26.283915 2021-04-14 22:01:39,901 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 22:01:43,846 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=3.48ms, fps=649 images/s, loss=0.6683, top1-acc=79.69%, top5-acc=97.30%, remaining_time=0:01:13.386300, arrival_time=2021-04-14 22:02:57.233062, cost_time=0:00:03.945504 2021-04-14 22:01:47,602 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.6524, top1-acc=80.08%, top5-acc=97.23%, remaining_time=0:01:07.766512, arrival_time=2021-04-14 22:02:55.368498, cost_time=0:00:07.700736 2021-04-14 22:01:51,369 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=3.39ms, fps=680 images/s, loss=0.6428, top1-acc=80.43%, top5-acc=97.41%, remaining_time=0:01:03.455658, arrival_time=2021-04-14 22:02:54.824823, cost_time=0:00:11.467903 2021-04-14 22:01:55,125 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=3.98ms, fps=682 images/s, loss=0.6332, top1-acc=80.80%, top5-acc=97.50%, remaining_time=0:00:59.372664, arrival_time=2021-04-14 22:02:54.497677, cost_time=0:00:15.223759 2021-04-14 22:01:58,885 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.6329, top1-acc=80.55%, top5-acc=97.57%, remaining_time=0:00:55.434448, arrival_time=2021-04-14 22:02:54.320051, cost_time=0:00:18.984400 2021-04-14 22:02:02,660 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.88ms, fps=678 images/s, loss=0.6304, top1-acc=80.68%, top5-acc=97.51%, remaining_time=0:00:51.587112, arrival_time=2021-04-14 22:02:54.247432, cost_time=0:00:22.759020 2021-04-14 22:02:06,426 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=7.66ms, fps=680 images/s, loss=0.6331, top1-acc=80.62%, top5-acc=97.49%, remaining_time=0:00:47.745684, arrival_time=2021-04-14 22:02:54.172335, cost_time=0:00:26.525404 2021-04-14 22:02:10,191 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=2.77ms, fps=680 images/s, loss=0.6391, top1-acc=80.33%, top5-acc=97.42%, remaining_time=0:00:43.919688, arrival_time=2021-04-14 22:02:54.110556, cost_time=0:00:30.289414 2021-04-14 22:02:13,955 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=2.16ms, fps=680 images/s, loss=0.6451, top1-acc=80.14%, top5-acc=97.43%, remaining_time=0:00:40.107962, arrival_time=2021-04-14 22:02:54.063126, cost_time=0:00:34.053957 2021-04-14 22:02:17,717 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.6487, top1-acc=80.07%, top5-acc=97.35%, remaining_time=0:00:36.303456, arrival_time=2021-04-14 22:02:54.020817, cost_time=0:00:37.816085 2021-04-14 22:02:21,474 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.6518, top1-acc=79.96%, top5-acc=97.32%, remaining_time=0:00:32.502754, arrival_time=2021-04-14 22:02:53.977388, cost_time=0:00:41.573291 2021-04-14 22:02:25,256 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=3.63ms, fps=677 images/s, loss=0.6582, top1-acc=79.75%, top5-acc=97.21%, remaining_time=0:00:28.724960, arrival_time=2021-04-14 22:02:53.981690, cost_time=0:00:45.355242 2021-04-14 22:02:29,012 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.6623, top1-acc=79.69%, top5-acc=97.10%, remaining_time=0:00:24.933084, arrival_time=2021-04-14 22:02:53.945034, cost_time=0:00:49.110664 2021-04-14 22:02:32,767 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=3.04ms, fps=682 images/s, loss=0.6620, top1-acc=79.71%, top5-acc=97.07%, remaining_time=0:00:21.146664, arrival_time=2021-04-14 22:02:53.914513, cost_time=0:00:52.866604 2021-04-14 22:02:36,526 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=3.28ms, fps=681 images/s, loss=0.6680, top1-acc=79.53%, top5-acc=97.02%, remaining_time=0:00:17.365092, arrival_time=2021-04-14 22:02:53.891639, cost_time=0:00:56.625257 2021-04-14 22:02:40,291 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.63ms, fps=680 images/s, loss=0.6716, top1-acc=79.42%, top5-acc=96.98%, remaining_time=0:00:13.587804, arrival_time=2021-04-14 22:02:53.879404, cost_time=0:01:00.390191 2021-04-14 22:02:44,063 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=2.71ms, fps=679 images/s, loss=0.6762, top1-acc=79.28%, top5-acc=96.95%, remaining_time=0:00:09.813024, arrival_time=2021-04-14 22:02:53.876352, cost_time=0:01:04.162017 2021-04-14 22:02:47,823 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.6795, top1-acc=79.23%, top5-acc=96.89%, remaining_time=0:00:06.037488, arrival_time=2021-04-14 22:02:53.860510, cost_time=0:01:07.921829 2021-04-14 22:02:51,587 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.6824, top1-acc=79.14%, top5-acc=96.87%, remaining_time=0:00:02.263758, arrival_time=2021-04-14 22:02:53.850928, cost_time=0:01:11.685732 2021-04-14 22:02:53,598 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.49ms, fps=677 images/s, loss=0.6871, top1-acc=79.02%, top5-acc=96.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:53.598028, cost_time=0:01:13.696821 2021-04-14 22:02:54,919 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.34ms, fps=1940 images/s, loss=1.8599, top1-acc=55.66%, top5-acc=84.18%, remaining_time=0:00:03.958380, arrival_time=2021-04-14 22:02:58.878081, cost_time=0:00:01.319465 2021-04-14 22:02:56,120 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.76ms, fps=2133 images/s, loss=1.8625, top1-acc=55.86%, top5-acc=83.85%, remaining_time=0:00:02.520460, arrival_time=2021-04-14 22:02:58.641156, cost_time=0:00:02.520460 2021-04-14 22:02:57,314 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.39ms, fps=2146 images/s, loss=1.8641, top1-acc=55.69%, top5-acc=83.48%, remaining_time=0:00:01.238020, arrival_time=2021-04-14 22:02:58.552180, cost_time=0:00:03.714063 2021-04-14 22:02:58,402 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=1.24ms, fps=2132 images/s, loss=1.8617, top1-acc=55.68%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:58.402786, cost_time=0:00:04.802706 2021-04-14 22:02:59,146 INFO : Epoch=0039 complete, best val top1-acc=59.17%, top5-acc=86.32% (epoch=37), remaining_time=3:33:40.265458, arrival_time=2021-04-15 01:36:39.411367, cost_time=0:51:45.530152 2021-04-14 22:02:59,147 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 22:03:03,097 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.10ms, fps=648 images/s, loss=0.6616, top1-acc=79.45%, top5-acc=97.46%, remaining_time=0:01:13.455306, arrival_time=2021-04-14 22:04:16.552581, cost_time=0:00:03.949207 2021-04-14 22:03:06,879 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=2.82ms, fps=677 images/s, loss=0.6614, top1-acc=79.63%, top5-acc=97.23%, remaining_time=0:01:08.036496, arrival_time=2021-04-14 22:04:14.915941, cost_time=0:00:07.731422 2021-04-14 22:03:10,635 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.6487, top1-acc=79.99%, top5-acc=97.25%, remaining_time=0:01:03.561234, arrival_time=2021-04-14 22:04:14.196192, cost_time=0:00:11.486965 2021-04-14 22:03:14,398 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.6470, top1-acc=80.21%, top5-acc=97.28%, remaining_time=0:00:59.475156, arrival_time=2021-04-14 22:04:13.873324, cost_time=0:00:15.250056 2021-04-14 22:03:18,155 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.6475, top1-acc=80.10%, top5-acc=97.27%, remaining_time=0:00:55.501170, arrival_time=2021-04-14 22:04:13.656478, cost_time=0:00:19.007270 2021-04-14 22:03:21,929 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.77ms, fps=678 images/s, loss=0.6454, top1-acc=80.23%, top5-acc=97.19%, remaining_time=0:00:51.638248, arrival_time=2021-04-14 22:04:13.567825, cost_time=0:00:22.781591 2021-04-14 22:03:25,694 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.29ms, fps=680 images/s, loss=0.6395, top1-acc=80.31%, top5-acc=97.20%, remaining_time=0:00:47.782854, arrival_time=2021-04-14 22:04:13.477198, cost_time=0:00:26.546015 2021-04-14 22:03:29,461 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=0.6413, top1-acc=80.16%, top5-acc=97.25%, remaining_time=0:00:43.953792, arrival_time=2021-04-14 22:04:13.414813, cost_time=0:00:30.312952 2021-04-14 22:03:33,222 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=0.6445, top1-acc=80.08%, top5-acc=97.21%, remaining_time=0:00:40.131706, arrival_time=2021-04-14 22:04:13.353930, cost_time=0:00:34.074108 2021-04-14 22:03:36,978 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=2.80ms, fps=682 images/s, loss=0.6486, top1-acc=79.91%, top5-acc=97.20%, remaining_time=0:00:36.317280, arrival_time=2021-04-14 22:04:13.295806, cost_time=0:00:37.830508 2021-04-14 22:03:40,739 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.6526, top1-acc=79.79%, top5-acc=97.15%, remaining_time=0:00:32.514794, arrival_time=2021-04-14 22:04:13.254540, cost_time=0:00:41.588692 2021-04-14 22:03:44,509 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=0.6542, top1-acc=79.76%, top5-acc=97.15%, remaining_time=0:00:28.729064, arrival_time=2021-04-14 22:04:13.238828, cost_time=0:00:45.361661 2021-04-14 22:03:48,281 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.56ms, fps=679 images/s, loss=0.6586, top1-acc=79.61%, top5-acc=97.12%, remaining_time=0:00:24.944634, arrival_time=2021-04-14 22:04:13.226157, cost_time=0:00:49.133408 2021-04-14 22:03:52,048 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.6639, top1-acc=79.44%, top5-acc=97.10%, remaining_time=0:00:21.160048, arrival_time=2021-04-14 22:04:13.208237, cost_time=0:00:52.900058 2021-04-14 22:03:55,815 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.88ms, fps=680 images/s, loss=0.6679, top1-acc=79.36%, top5-acc=97.05%, remaining_time=0:00:17.377972, arrival_time=2021-04-14 22:04:13.193509, cost_time=0:00:56.667322 2021-04-14 22:03:59,592 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.26ms, fps=678 images/s, loss=0.6747, top1-acc=79.21%, top5-acc=97.00%, remaining_time=0:00:13.600044, arrival_time=2021-04-14 22:04:13.192715, cost_time=0:01:00.444663 2021-04-14 22:04:03,364 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=2.60ms, fps=679 images/s, loss=0.6778, top1-acc=79.16%, top5-acc=96.98%, remaining_time=0:00:09.821292, arrival_time=2021-04-14 22:04:13.185410, cost_time=0:01:04.216122 2021-04-14 22:04:07,127 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.88ms, fps=680 images/s, loss=0.6835, top1-acc=79.02%, top5-acc=96.90%, remaining_time=0:00:06.042576, arrival_time=2021-04-14 22:04:13.169819, cost_time=0:01:07.979006 2021-04-14 22:04:10,895 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=2.75ms, fps=680 images/s, loss=0.6877, top1-acc=78.88%, top5-acc=96.85%, remaining_time=0:00:02.265696, arrival_time=2021-04-14 22:04:13.160835, cost_time=0:01:11.747075 2021-04-14 22:04:12,905 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.60ms, fps=677 images/s, loss=0.6923, top1-acc=78.76%, top5-acc=96.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:12.905518, cost_time=0:01:13.757457 2021-04-14 22:04:14,264 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.84ms, fps=1887 images/s, loss=1.5625, top1-acc=57.73%, top5-acc=86.72%, remaining_time=0:00:04.069740, arrival_time=2021-04-14 22:04:18.334236, cost_time=0:00:01.356585 2021-04-14 22:04:15,461 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.50ms, fps=2141 images/s, loss=1.5951, top1-acc=58.52%, top5-acc=86.05%, remaining_time=0:00:02.552880, arrival_time=2021-04-14 22:04:18.013895, cost_time=0:00:02.552880 2021-04-14 22:04:16,657 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.66ms, fps=2142 images/s, loss=1.5968, top1-acc=58.67%, top5-acc=86.03%, remaining_time=0:00:01.249740, arrival_time=2021-04-14 22:04:17.906795, cost_time=0:00:03.749225 2021-04-14 22:04:17,747 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=1.24ms, fps=2128 images/s, loss=1.6021, top1-acc=58.48%, top5-acc=85.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:17.747585, cost_time=0:00:04.839815 2021-04-14 22:04:18,550 INFO : Epoch=0040 complete, best val top1-acc=59.17%, top5-acc=86.32% (epoch=37), remaining_time=3:32:19.737440, arrival_time=2021-04-15 01:36:38.287553, cost_time=0:53:04.934350 2021-04-14 22:04:18,551 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 22:04:22,488 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.91ms, fps=650 images/s, loss=0.6587, top1-acc=80.31%, top5-acc=97.34%, remaining_time=0:01:13.219644, arrival_time=2021-04-14 22:05:35.708203, cost_time=0:00:03.936543 2021-04-14 22:04:26,246 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.6263, top1-acc=80.98%, top5-acc=97.42%, remaining_time=0:01:07.712128, arrival_time=2021-04-14 22:05:33.958738, cost_time=0:00:07.694553 2021-04-14 22:04:30,019 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.79ms, fps=679 images/s, loss=0.6124, top1-acc=81.13%, top5-acc=97.64%, remaining_time=0:01:03.450014, arrival_time=2021-04-14 22:05:33.469238, cost_time=0:00:11.466879 2021-04-14 22:04:33,785 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=2.78ms, fps=680 images/s, loss=0.6113, top1-acc=81.01%, top5-acc=97.69%, remaining_time=0:00:59.411664, arrival_time=2021-04-14 22:05:33.197345, cost_time=0:00:15.233750 2021-04-14 22:04:37,545 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.6201, top1-acc=80.80%, top5-acc=97.65%, remaining_time=0:00:55.459414, arrival_time=2021-04-14 22:05:33.004333, cost_time=0:00:18.992954 2021-04-14 22:04:41,298 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.6246, top1-acc=80.77%, top5-acc=97.51%, remaining_time=0:00:51.559504, arrival_time=2021-04-14 22:05:32.858268, cost_time=0:00:22.746845 2021-04-14 22:04:45,062 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=3.72ms, fps=680 images/s, loss=0.6342, top1-acc=80.51%, top5-acc=97.37%, remaining_time=0:00:47.718972, arrival_time=2021-04-14 22:05:32.781493, cost_time=0:00:26.510547 2021-04-14 22:04:48,822 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.6357, top1-acc=80.54%, top5-acc=97.34%, remaining_time=0:00:43.891036, arrival_time=2021-04-14 22:05:32.712878, cost_time=0:00:30.269694 2021-04-14 22:04:52,593 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.89ms, fps=679 images/s, loss=0.6398, top1-acc=80.36%, top5-acc=97.34%, remaining_time=0:00:40.092698, arrival_time=2021-04-14 22:05:32.685615, cost_time=0:00:34.040995 2021-04-14 22:04:56,361 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=3.06ms, fps=679 images/s, loss=0.6438, top1-acc=80.23%, top5-acc=97.29%, remaining_time=0:00:36.297024, arrival_time=2021-04-14 22:05:32.658417, cost_time=0:00:37.809393 2021-04-14 22:05:00,124 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=5.95ms, fps=680 images/s, loss=0.6512, top1-acc=80.05%, top5-acc=97.24%, remaining_time=0:00:32.501808, arrival_time=2021-04-14 22:05:32.625926, cost_time=0:00:41.572107 2021-04-14 22:05:03,893 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.80ms, fps=679 images/s, loss=0.6538, top1-acc=79.96%, top5-acc=97.20%, remaining_time=0:00:28.715688, arrival_time=2021-04-14 22:05:32.608136, cost_time=0:00:45.340531 2021-04-14 22:05:07,648 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.6584, top1-acc=79.80%, top5-acc=97.16%, remaining_time=0:00:24.925626, arrival_time=2021-04-14 22:05:32.573640, cost_time=0:00:49.095959 2021-04-14 22:05:11,407 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.57ms, fps=681 images/s, loss=0.6594, top1-acc=79.75%, top5-acc=97.14%, remaining_time=0:00:21.142016, arrival_time=2021-04-14 22:05:32.549014, cost_time=0:00:52.854999 2021-04-14 22:05:15,162 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.6605, top1-acc=79.74%, top5-acc=97.13%, remaining_time=0:00:17.360400, arrival_time=2021-04-14 22:05:32.522422, cost_time=0:00:56.609932 2021-04-14 22:05:18,921 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.6608, top1-acc=79.76%, top5-acc=97.15%, remaining_time=0:00:13.583052, arrival_time=2021-04-14 22:05:32.504021, cost_time=0:01:00.369043 2021-04-14 22:05:22,689 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.93ms, fps=680 images/s, loss=0.6626, top1-acc=79.71%, top5-acc=97.13%, remaining_time=0:00:09.809176, arrival_time=2021-04-14 22:05:32.498160, cost_time=0:01:04.136951 2021-04-14 22:05:26,449 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.6657, top1-acc=79.63%, top5-acc=97.07%, remaining_time=0:00:06.035312, arrival_time=2021-04-14 22:05:32.484426, cost_time=0:01:07.897190 2021-04-14 22:05:30,203 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.6706, top1-acc=79.50%, top5-acc=97.03%, remaining_time=0:00:02.262678, arrival_time=2021-04-14 22:05:32.466163, cost_time=0:01:11.651478 2021-04-14 22:05:32,218 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=2.20ms, fps=676 images/s, loss=0.6734, top1-acc=79.42%, top5-acc=97.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:32.217736, cost_time=0:01:13.665423 2021-04-14 22:05:33,530 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.29ms, fps=1956 images/s, loss=1.7180, top1-acc=56.84%, top5-acc=83.52%, remaining_time=0:00:03.927150, arrival_time=2021-04-14 22:05:37.457317, cost_time=0:00:01.309051 2021-04-14 22:05:34,729 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.61ms, fps=2138 images/s, loss=1.7138, top1-acc=56.87%, top5-acc=83.67%, remaining_time=0:00:02.507260, arrival_time=2021-04-14 22:05:37.236155, cost_time=0:00:02.507251 2021-04-14 22:05:35,936 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.36ms, fps=2123 images/s, loss=1.7375, top1-acc=56.37%, top5-acc=83.58%, remaining_time=0:00:01.238330, arrival_time=2021-04-14 22:05:37.174393, cost_time=0:00:03.714997 2021-04-14 22:05:37,023 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.09ms, fps=2133 images/s, loss=1.7302, top1-acc=56.50%, top5-acc=83.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:37.023941, cost_time=0:00:04.802965 2021-04-14 22:05:37,795 INFO : Epoch=0041 complete, best val top1-acc=59.17%, top5-acc=86.32% (epoch=37), remaining_time=3:30:58.648737, arrival_time=2021-04-15 01:36:36.444348, cost_time=0:54:24.179851 2021-04-14 22:05:37,797 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 22:05:41,795 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.79ms, fps=640 images/s, loss=0.6851, top1-acc=79.18%, top5-acc=96.87%, remaining_time=0:01:14.349966, arrival_time=2021-04-14 22:06:56.145653, cost_time=0:00:03.997310 2021-04-14 22:05:45,553 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.6943, top1-acc=78.32%, top5-acc=96.72%, remaining_time=0:01:08.248224, arrival_time=2021-04-14 22:06:53.801967, cost_time=0:00:07.755471 2021-04-14 22:05:49,313 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=0.6724, top1-acc=79.13%, top5-acc=96.94%, remaining_time=0:01:03.715946, arrival_time=2021-04-14 22:06:53.029003, cost_time=0:00:11.514931 2021-04-14 22:05:53,084 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=4.96ms, fps=679 images/s, loss=0.6610, top1-acc=79.42%, top5-acc=97.07%, remaining_time=0:00:59.616960, arrival_time=2021-04-14 22:06:52.701554, cost_time=0:00:15.286389 2021-04-14 22:05:56,851 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.6452, top1-acc=80.02%, top5-acc=97.14%, remaining_time=0:00:55.634322, arrival_time=2021-04-14 22:06:52.485255, cost_time=0:00:19.052865 2021-04-14 22:06:00,615 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.60ms, fps=680 images/s, loss=0.6446, top1-acc=80.21%, top5-acc=97.14%, remaining_time=0:00:51.719168, arrival_time=2021-04-14 22:06:52.334521, cost_time=0:00:22.817276 2021-04-14 22:06:04,371 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.6458, top1-acc=80.13%, top5-acc=97.09%, remaining_time=0:00:47.831490, arrival_time=2021-04-14 22:06:52.202713, cost_time=0:00:26.573031 2021-04-14 22:06:08,133 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=5.16ms, fps=681 images/s, loss=0.6445, top1-acc=80.23%, top5-acc=97.14%, remaining_time=0:00:43.986388, arrival_time=2021-04-14 22:06:52.120024, cost_time=0:00:30.335462 2021-04-14 22:06:11,894 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.6445, top1-acc=80.28%, top5-acc=97.14%, remaining_time=0:00:40.157358, arrival_time=2021-04-14 22:06:52.051553, cost_time=0:00:34.095872 2021-04-14 22:06:15,677 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=5.63ms, fps=677 images/s, loss=0.6444, top1-acc=80.31%, top5-acc=97.16%, remaining_time=0:00:36.364320, arrival_time=2021-04-14 22:06:52.041889, cost_time=0:00:37.879464 2021-04-14 22:06:19,446 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=0.6493, top1-acc=80.22%, top5-acc=97.11%, remaining_time=0:00:32.561234, arrival_time=2021-04-14 22:06:52.007515, cost_time=0:00:41.648095 2021-04-14 22:06:23,209 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.6513, top1-acc=80.17%, top5-acc=97.08%, remaining_time=0:00:28.760148, arrival_time=2021-04-14 22:06:51.969077, cost_time=0:00:45.410781 2021-04-14 22:06:26,962 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.6536, top1-acc=80.12%, top5-acc=97.05%, remaining_time=0:00:24.960540, arrival_time=2021-04-14 22:06:51.923393, cost_time=0:00:49.164679 2021-04-14 22:06:30,710 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.6587, top1-acc=80.02%, top5-acc=97.00%, remaining_time=0:00:21.164920, arrival_time=2021-04-14 22:06:51.875327, cost_time=0:00:52.912329 2021-04-14 22:06:34,473 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.61ms, fps=680 images/s, loss=0.6626, top1-acc=79.93%, top5-acc=96.96%, remaining_time=0:00:17.380318, arrival_time=2021-04-14 22:06:51.853673, cost_time=0:00:56.674978 2021-04-14 22:06:38,245 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.08ms, fps=679 images/s, loss=0.6674, top1-acc=79.79%, top5-acc=96.88%, remaining_time=0:00:13.600656, arrival_time=2021-04-14 22:06:51.846223, cost_time=0:01:00.447287 2021-04-14 22:06:42,017 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.21ms, fps=679 images/s, loss=0.6709, top1-acc=79.66%, top5-acc=96.83%, remaining_time=0:00:09.821812, arrival_time=2021-04-14 22:06:51.839566, cost_time=0:01:04.219598 2021-04-14 22:06:45,776 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.6745, top1-acc=79.51%, top5-acc=96.83%, remaining_time=0:00:06.042528, arrival_time=2021-04-14 22:06:51.819203, cost_time=0:01:07.978455 2021-04-14 22:06:49,541 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.6773, top1-acc=79.44%, top5-acc=96.82%, remaining_time=0:00:02.265570, arrival_time=2021-04-14 22:06:51.806945, cost_time=0:01:11.743059 2021-04-14 22:06:51,559 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.39ms, fps=674 images/s, loss=0.6773, top1-acc=79.39%, top5-acc=96.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:51.559669, cost_time=0:01:13.761577 2021-04-14 22:06:52,930 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.23ms, fps=1872 images/s, loss=1.5967, top1-acc=57.66%, top5-acc=86.09%, remaining_time=0:00:04.102890, arrival_time=2021-04-14 22:06:57.032970, cost_time=0:00:01.367626 2021-04-14 22:06:54,137 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=2.96ms, fps=2122 images/s, loss=1.6068, top1-acc=58.09%, top5-acc=85.94%, remaining_time=0:00:02.574340, arrival_time=2021-04-14 22:06:56.711237, cost_time=0:00:02.574347 2021-04-14 22:06:55,345 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.65ms, fps=2120 images/s, loss=1.5845, top1-acc=58.82%, top5-acc=86.05%, remaining_time=0:00:01.260980, arrival_time=2021-04-14 22:06:56.606327, cost_time=0:00:03.782955 2021-04-14 22:06:56,445 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=1.71ms, fps=2110 images/s, loss=1.5512, top1-acc=59.18%, top5-acc=86.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:56.445230, cost_time=0:00:04.882693 2021-04-14 22:06:57,874 INFO : Epoch=0042 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:29:40.783496, arrival_time=2021-04-15 01:36:38.658295, cost_time=0:55:44.258925 2021-04-14 22:06:57,876 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 22:07:01,820 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.50ms, fps=649 images/s, loss=0.6176, top1-acc=81.87%, top5-acc=97.50%, remaining_time=0:01:13.366770, arrival_time=2021-04-14 22:08:15.187539, cost_time=0:00:03.944446 2021-04-14 22:07:05,587 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.6228, top1-acc=81.33%, top5-acc=97.46%, remaining_time=0:01:07.857328, arrival_time=2021-04-14 22:08:13.444714, cost_time=0:00:07.711063 2021-04-14 22:07:09,342 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.6072, top1-acc=81.65%, top5-acc=97.59%, remaining_time=0:01:03.444204, arrival_time=2021-04-14 22:08:12.786347, cost_time=0:00:11.465821 2021-04-14 22:07:13,092 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.6154, top1-acc=81.29%, top5-acc=97.48%, remaining_time=0:00:59.341620, arrival_time=2021-04-14 22:08:12.433747, cost_time=0:00:15.215805 2021-04-14 22:07:16,845 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.6157, top1-acc=81.31%, top5-acc=97.48%, remaining_time=0:00:55.390502, arrival_time=2021-04-14 22:08:12.236216, cost_time=0:00:18.969337 2021-04-14 22:07:20,596 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.6161, top1-acc=81.24%, top5-acc=97.53%, remaining_time=0:00:51.498712, arrival_time=2021-04-14 22:08:12.095259, cost_time=0:00:22.720029 2021-04-14 22:07:24,360 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.6176, top1-acc=81.21%, top5-acc=97.52%, remaining_time=0:00:47.670588, arrival_time=2021-04-14 22:08:12.030639, cost_time=0:00:26.483686 2021-04-14 22:07:28,120 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.6185, top1-acc=81.17%, top5-acc=97.48%, remaining_time=0:00:43.854148, arrival_time=2021-04-14 22:08:11.974947, cost_time=0:00:30.244259 2021-04-14 22:07:31,884 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.6202, top1-acc=81.19%, top5-acc=97.49%, remaining_time=0:00:40.054432, arrival_time=2021-04-14 22:08:11.939276, cost_time=0:00:34.008493 2021-04-14 22:07:35,652 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.6245, top1-acc=81.05%, top5-acc=97.47%, remaining_time=0:00:36.265440, arrival_time=2021-04-14 22:08:11.918326, cost_time=0:00:37.776534 2021-04-14 22:07:39,424 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.22ms, fps=679 images/s, loss=0.6309, top1-acc=80.72%, top5-acc=97.41%, remaining_time=0:00:32.482802, arrival_time=2021-04-14 22:08:11.907000, cost_time=0:00:41.547778 2021-04-14 22:07:43,183 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=3.06ms, fps=681 images/s, loss=0.6377, top1-acc=80.54%, top5-acc=97.33%, remaining_time=0:00:28.694180, arrival_time=2021-04-14 22:08:11.877121, cost_time=0:00:45.306556 2021-04-14 22:07:46,937 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.6411, top1-acc=80.47%, top5-acc=97.28%, remaining_time=0:00:24.907806, arrival_time=2021-04-14 22:08:11.845078, cost_time=0:00:49.060845 2021-04-14 22:07:50,713 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.75ms, fps=678 images/s, loss=0.6453, top1-acc=80.30%, top5-acc=97.25%, remaining_time=0:00:21.134680, arrival_time=2021-04-14 22:08:11.847704, cost_time=0:00:52.836677 2021-04-14 22:07:54,470 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.6503, top1-acc=80.14%, top5-acc=97.20%, remaining_time=0:00:17.355202, arrival_time=2021-04-14 22:08:11.825062, cost_time=0:00:56.593011 2021-04-14 22:07:58,240 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=2.40ms, fps=679 images/s, loss=0.6541, top1-acc=80.03%, top5-acc=97.13%, remaining_time=0:00:13.581972, arrival_time=2021-04-14 22:08:11.822723, cost_time=0:01:00.364273 2021-04-14 22:08:02,011 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.48ms, fps=679 images/s, loss=0.6550, top1-acc=80.03%, top5-acc=97.14%, remaining_time=0:00:09.808864, arrival_time=2021-04-14 22:08:11.820405, cost_time=0:01:04.134883 2021-04-14 22:08:05,764 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.6581, top1-acc=79.93%, top5-acc=97.11%, remaining_time=0:00:06.034496, arrival_time=2021-04-14 22:08:11.798928, cost_time=0:01:07.888104 2021-04-14 22:08:09,525 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=2.33ms, fps=681 images/s, loss=0.6577, top1-acc=79.90%, top5-acc=97.11%, remaining_time=0:00:02.262606, arrival_time=2021-04-14 22:08:11.788087, cost_time=0:01:11.649128 2021-04-14 22:08:11,531 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.64ms, fps=678 images/s, loss=0.6604, top1-acc=79.85%, top5-acc=97.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:11.531237, cost_time=0:01:13.654892 2021-04-14 22:08:12,887 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.39ms, fps=1891 images/s, loss=1.7846, top1-acc=56.76%, top5-acc=82.85%, remaining_time=0:00:04.062000, arrival_time=2021-04-14 22:08:16.949465, cost_time=0:00:01.354002 2021-04-14 22:08:14,083 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.94ms, fps=2142 images/s, loss=1.7716, top1-acc=56.37%, top5-acc=83.18%, remaining_time=0:00:02.549900, arrival_time=2021-04-14 22:08:16.633250, cost_time=0:00:02.549908 2021-04-14 22:08:15,274 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.31ms, fps=2151 images/s, loss=1.7916, top1-acc=55.95%, top5-acc=82.81%, remaining_time=0:00:01.246920, arrival_time=2021-04-14 22:08:16.521054, cost_time=0:00:03.740772 2021-04-14 22:08:16,365 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=1.41ms, fps=2127 images/s, loss=1.7897, top1-acc=56.12%, top5-acc=83.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:16.365290, cost_time=0:00:04.831975 2021-04-14 22:08:17,071 INFO : Epoch=0043 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:28:19.592680, arrival_time=2021-04-15 01:36:36.663757, cost_time=0:57:03.455338 2021-04-14 22:08:17,072 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 22:08:21,022 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.99ms, fps=648 images/s, loss=0.6235, top1-acc=81.72%, top5-acc=97.46%, remaining_time=0:01:13.466466, arrival_time=2021-04-14 22:09:34.488880, cost_time=0:00:03.949811 2021-04-14 22:08:24,784 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.6010, top1-acc=81.95%, top5-acc=97.75%, remaining_time=0:01:07.864544, arrival_time=2021-04-14 22:09:32.649122, cost_time=0:00:07.711872 2021-04-14 22:08:28,545 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.5995, top1-acc=81.78%, top5-acc=97.67%, remaining_time=0:01:03.480724, arrival_time=2021-04-14 22:09:32.025857, cost_time=0:00:11.472408 2021-04-14 22:08:32,303 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=0.5983, top1-acc=81.83%, top5-acc=97.69%, remaining_time=0:00:59.400432, arrival_time=2021-04-14 22:09:31.703914, cost_time=0:00:15.230876 2021-04-14 22:08:36,059 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.6016, top1-acc=81.81%, top5-acc=97.66%, remaining_time=0:00:55.441748, arrival_time=2021-04-14 22:09:31.501323, cost_time=0:00:18.986892 2021-04-14 22:08:39,819 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=2.67ms, fps=681 images/s, loss=0.6114, top1-acc=81.54%, top5-acc=97.51%, remaining_time=0:00:51.558688, arrival_time=2021-04-14 22:09:31.377857, cost_time=0:00:22.746491 2021-04-14 22:08:43,593 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.79ms, fps=678 images/s, loss=0.6178, top1-acc=81.37%, top5-acc=97.43%, remaining_time=0:00:47.737998, arrival_time=2021-04-14 22:09:31.331718, cost_time=0:00:26.521076 2021-04-14 22:08:47,357 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.83ms, fps=680 images/s, loss=0.6200, top1-acc=81.26%, top5-acc=97.39%, remaining_time=0:00:43.912032, arrival_time=2021-04-14 22:09:31.268918, cost_time=0:00:30.284150 2021-04-14 22:08:51,114 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.6230, top1-acc=81.12%, top5-acc=97.35%, remaining_time=0:00:40.093758, arrival_time=2021-04-14 22:09:31.208268, cost_time=0:00:34.041859 2021-04-14 22:08:54,876 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=0.6281, top1-acc=81.04%, top5-acc=97.27%, remaining_time=0:00:36.291648, arrival_time=2021-04-14 22:09:31.168043, cost_time=0:00:37.803788 2021-04-14 22:08:58,630 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.6318, top1-acc=80.97%, top5-acc=97.25%, remaining_time=0:00:32.490800, arrival_time=2021-04-14 22:09:31.121347, cost_time=0:00:41.557949 2021-04-14 22:09:02,394 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.6359, top1-acc=80.81%, top5-acc=97.24%, remaining_time=0:00:28.703756, arrival_time=2021-04-14 22:09:31.098137, cost_time=0:00:45.321741 2021-04-14 22:09:06,158 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.37ms, fps=680 images/s, loss=0.6386, top1-acc=80.76%, top5-acc=97.24%, remaining_time=0:00:24.920610, arrival_time=2021-04-14 22:09:31.079289, cost_time=0:00:49.086074 2021-04-14 22:09:09,924 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=3.28ms, fps=680 images/s, loss=0.6408, top1-acc=80.64%, top5-acc=97.21%, remaining_time=0:00:21.140784, arrival_time=2021-04-14 22:09:31.065460, cost_time=0:00:52.851958 2021-04-14 22:09:13,690 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.6450, top1-acc=80.47%, top5-acc=97.20%, remaining_time=0:00:17.362746, arrival_time=2021-04-14 22:09:31.053042, cost_time=0:00:56.617679 2021-04-14 22:09:17,463 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=2.83ms, fps=679 images/s, loss=0.6478, top1-acc=80.38%, top5-acc=97.18%, remaining_time=0:00:13.588056, arrival_time=2021-04-14 22:09:31.051961, cost_time=0:01:00.391310 2021-04-14 22:09:21,223 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.6493, top1-acc=80.31%, top5-acc=97.16%, remaining_time=0:00:09.811334, arrival_time=2021-04-14 22:09:31.035125, cost_time=0:01:04.151059 2021-04-14 22:09:24,982 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=3.47ms, fps=681 images/s, loss=0.6527, top1-acc=80.23%, top5-acc=97.13%, remaining_time=0:00:06.036384, arrival_time=2021-04-14 22:09:31.018360, cost_time=0:01:07.909382 2021-04-14 22:09:28,756 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.45ms, fps=678 images/s, loss=0.6568, top1-acc=80.08%, top5-acc=97.10%, remaining_time=0:00:02.263710, arrival_time=2021-04-14 22:09:31.020503, cost_time=0:01:11.684116 2021-04-14 22:09:30,769 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=2.64ms, fps=676 images/s, loss=0.6592, top1-acc=80.04%, top5-acc=97.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:30.769117, cost_time=0:01:13.696464 2021-04-14 22:09:32,102 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.35ms, fps=1923 images/s, loss=1.6578, top1-acc=56.91%, top5-acc=86.60%, remaining_time=0:00:03.993690, arrival_time=2021-04-14 22:09:36.096418, cost_time=0:00:01.331227 2021-04-14 22:09:33,298 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.50ms, fps=2143 images/s, loss=1.6715, top1-acc=56.78%, top5-acc=85.53%, remaining_time=0:00:02.526380, arrival_time=2021-04-14 22:09:35.824398, cost_time=0:00:02.526373 2021-04-14 22:09:34,495 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.37ms, fps=2139 images/s, loss=1.6996, top1-acc=56.90%, top5-acc=84.75%, remaining_time=0:00:01.241380, arrival_time=2021-04-14 22:09:35.736939, cost_time=0:00:03.724127 2021-04-14 22:09:35,581 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.10ms, fps=2137 images/s, loss=1.6961, top1-acc=56.74%, top5-acc=84.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:35.581786, cost_time=0:00:04.810400 2021-04-14 22:09:36,317 INFO : Epoch=0044 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:26:58.671252, arrival_time=2021-04-15 01:36:34.989114, cost_time=0:58:22.702129 2021-04-14 22:09:36,319 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 22:09:40,276 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=2.04ms, fps=647 images/s, loss=0.6529, top1-acc=80.12%, top5-acc=97.03%, remaining_time=0:01:13.601130, arrival_time=2021-04-14 22:10:53.877735, cost_time=0:00:03.957053 2021-04-14 22:09:44,037 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.6435, top1-acc=80.45%, top5-acc=97.19%, remaining_time=0:01:07.919808, arrival_time=2021-04-14 22:10:51.957371, cost_time=0:00:07.718163 2021-04-14 22:09:47,797 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.6441, top1-acc=80.52%, top5-acc=97.36%, remaining_time=0:01:03.510604, arrival_time=2021-04-14 22:10:51.307944, cost_time=0:00:11.477832 2021-04-14 22:09:51,550 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.94ms, fps=682 images/s, loss=0.6317, top1-acc=80.68%, top5-acc=97.50%, remaining_time=0:00:59.402772, arrival_time=2021-04-14 22:10:50.953645, cost_time=0:00:15.231480 2021-04-14 22:09:55,314 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=2.56ms, fps=680 images/s, loss=0.6302, top1-acc=80.70%, top5-acc=97.49%, remaining_time=0:00:55.464670, arrival_time=2021-04-14 22:10:50.778829, cost_time=0:00:18.994763 2021-04-14 22:09:59,067 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.6185, top1-acc=81.07%, top5-acc=97.58%, remaining_time=0:00:51.561000, arrival_time=2021-04-14 22:10:50.628063, cost_time=0:00:22.747527 2021-04-14 22:10:02,846 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=2.97ms, fps=678 images/s, loss=0.6170, top1-acc=81.03%, top5-acc=97.63%, remaining_time=0:00:47.748330, arrival_time=2021-04-14 22:10:50.594668, cost_time=0:00:26.526852 2021-04-14 22:10:06,617 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=2.40ms, fps=679 images/s, loss=0.6189, top1-acc=80.98%, top5-acc=97.60%, remaining_time=0:00:43.931868, arrival_time=2021-04-14 22:10:50.549395, cost_time=0:00:30.297870 2021-04-14 22:10:10,376 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.6211, top1-acc=80.92%, top5-acc=97.53%, remaining_time=0:00:40.111566, arrival_time=2021-04-14 22:10:50.487966, cost_time=0:00:34.057017 2021-04-14 22:10:14,130 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.6243, top1-acc=80.80%, top5-acc=97.50%, remaining_time=0:00:36.298176, arrival_time=2021-04-14 22:10:50.428130, cost_time=0:00:37.810558 2021-04-14 22:10:17,876 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.6262, top1-acc=80.75%, top5-acc=97.52%, remaining_time=0:00:32.489768, arrival_time=2021-04-14 22:10:50.365918, cost_time=0:00:41.556681 2021-04-14 22:10:21,627 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.6264, top1-acc=80.74%, top5-acc=97.53%, remaining_time=0:00:28.694712, arrival_time=2021-04-14 22:10:50.321719, cost_time=0:00:45.307489 2021-04-14 22:10:25,375 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.6289, top1-acc=80.62%, top5-acc=97.50%, remaining_time=0:00:24.905232, arrival_time=2021-04-14 22:10:50.280341, cost_time=0:00:49.055724 2021-04-14 22:10:29,136 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.6327, top1-acc=80.57%, top5-acc=97.47%, remaining_time=0:00:21.126952, arrival_time=2021-04-14 22:10:50.263679, cost_time=0:00:52.817347 2021-04-14 22:10:32,896 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.27ms, fps=681 images/s, loss=0.6373, top1-acc=80.40%, top5-acc=97.40%, remaining_time=0:00:17.350142, arrival_time=2021-04-14 22:10:50.246313, cost_time=0:00:56.576562 2021-04-14 22:10:36,641 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=2.02ms, fps=684 images/s, loss=0.6441, top1-acc=80.24%, top5-acc=97.32%, remaining_time=0:00:13.572468, arrival_time=2021-04-14 22:10:50.213854, cost_time=0:01:00.322002 2021-04-14 22:10:40,393 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.6480, top1-acc=80.13%, top5-acc=97.27%, remaining_time=0:00:09.799556, arrival_time=2021-04-14 22:10:50.193200, cost_time=0:01:04.074083 2021-04-14 22:10:44,156 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.63ms, fps=680 images/s, loss=0.6514, top1-acc=80.04%, top5-acc=97.24%, remaining_time=0:00:06.030000, arrival_time=2021-04-14 22:10:50.186846, cost_time=0:01:07.837459 2021-04-14 22:10:47,928 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.73ms, fps=679 images/s, loss=0.6522, top1-acc=80.01%, top5-acc=97.24%, remaining_time=0:00:02.261352, arrival_time=2021-04-14 22:10:50.190139, cost_time=0:01:11.609477 2021-04-14 22:10:49,936 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=2.12ms, fps=678 images/s, loss=0.6545, top1-acc=79.98%, top5-acc=97.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:49.936294, cost_time=0:01:13.616896 2021-04-14 22:10:51,268 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.24ms, fps=1925 images/s, loss=1.7444, top1-acc=56.41%, top5-acc=84.18%, remaining_time=0:00:03.990330, arrival_time=2021-04-14 22:10:55.258870, cost_time=0:00:01.330113 2021-04-14 22:10:52,460 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.63ms, fps=2148 images/s, loss=1.6793, top1-acc=57.40%, top5-acc=85.04%, remaining_time=0:00:02.522340, arrival_time=2021-04-14 22:10:54.983109, cost_time=0:00:02.522344 2021-04-14 22:10:53,657 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.40ms, fps=2141 images/s, loss=1.6766, top1-acc=57.28%, top5-acc=85.13%, remaining_time=0:00:01.239580, arrival_time=2021-04-14 22:10:54.896652, cost_time=0:00:03.718740 2021-04-14 22:10:54,740 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=1.25ms, fps=2143 images/s, loss=1.6821, top1-acc=57.37%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:54.740211, cost_time=0:00:04.801844 2021-04-14 22:10:55,590 INFO : Epoch=0045 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:25:37.911805, arrival_time=2021-04-15 01:36:33.501968, cost_time=0:59:41.974413 2021-04-14 22:10:55,591 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 22:10:59,511 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=2.90ms, fps=653 images/s, loss=0.6098, top1-acc=81.25%, top5-acc=97.46%, remaining_time=0:01:12.900282, arrival_time=2021-04-14 22:12:12.411518, cost_time=0:00:03.919372 2021-04-14 22:11:03,281 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=2.27ms, fps=679 images/s, loss=0.6109, top1-acc=81.27%, top5-acc=97.44%, remaining_time=0:01:07.666896, arrival_time=2021-04-14 22:12:10.948130, cost_time=0:00:07.689423 2021-04-14 22:11:07,053 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.28ms, fps=679 images/s, loss=0.6093, top1-acc=81.46%, top5-acc=97.49%, remaining_time=0:01:03.421794, arrival_time=2021-04-14 22:12:10.475429, cost_time=0:00:11.461770 2021-04-14 22:11:10,821 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=0.6075, top1-acc=81.43%, top5-acc=97.56%, remaining_time=0:00:59.393724, arrival_time=2021-04-14 22:12:10.214737, cost_time=0:00:15.229166 2021-04-14 22:11:14,576 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.6002, top1-acc=81.53%, top5-acc=97.60%, remaining_time=0:00:55.434886, arrival_time=2021-04-14 22:12:10.011393, cost_time=0:00:18.984545 2021-04-14 22:11:18,336 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=0.5963, top1-acc=81.69%, top5-acc=97.67%, remaining_time=0:00:51.554472, arrival_time=2021-04-14 22:12:09.891004, cost_time=0:00:22.744624 2021-04-14 22:11:22,094 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.5974, top1-acc=81.79%, top5-acc=97.67%, remaining_time=0:00:47.704608, arrival_time=2021-04-14 22:12:09.798976, cost_time=0:00:26.502558 2021-04-14 22:11:25,850 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.6019, top1-acc=81.60%, top5-acc=97.64%, remaining_time=0:00:43.875376, arrival_time=2021-04-14 22:12:09.726129, cost_time=0:00:30.258895 2021-04-14 22:11:29,607 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.6055, top1-acc=81.50%, top5-acc=97.58%, remaining_time=0:00:40.063336, arrival_time=2021-04-14 22:12:09.671165, cost_time=0:00:34.016016 2021-04-14 22:11:33,374 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.53ms, fps=680 images/s, loss=0.6090, top1-acc=81.34%, top5-acc=97.54%, remaining_time=0:00:36.271104, arrival_time=2021-04-14 22:12:09.645390, cost_time=0:00:37.782441 2021-04-14 22:11:37,134 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.6134, top1-acc=81.16%, top5-acc=97.53%, remaining_time=0:00:32.478846, arrival_time=2021-04-14 22:12:09.613474, cost_time=0:00:41.542685 2021-04-14 22:11:40,896 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.6149, top1-acc=81.14%, top5-acc=97.52%, remaining_time=0:00:28.692964, arrival_time=2021-04-14 22:12:09.589564, cost_time=0:00:45.304725 2021-04-14 22:11:44,653 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.44ms, fps=682 images/s, loss=0.6210, top1-acc=80.98%, top5-acc=97.46%, remaining_time=0:00:24.908268, arrival_time=2021-04-14 22:12:09.561843, cost_time=0:00:49.061770 2021-04-14 22:11:48,410 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=4.44ms, fps=682 images/s, loss=0.6249, top1-acc=80.84%, top5-acc=97.42%, remaining_time=0:00:21.127512, arrival_time=2021-04-14 22:12:09.538362, cost_time=0:00:52.818772 2021-04-14 22:11:52,178 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=4.52ms, fps=680 images/s, loss=0.6304, top1-acc=80.65%, top5-acc=97.40%, remaining_time=0:00:17.353224, arrival_time=2021-04-14 22:12:09.531565, cost_time=0:00:56.586528 2021-04-14 22:11:55,931 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.6367, top1-acc=80.50%, top5-acc=97.35%, remaining_time=0:00:13.576500, arrival_time=2021-04-14 22:12:09.508367, cost_time=0:01:00.340055 2021-04-14 22:11:59,696 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.16ms, fps=680 images/s, loss=0.6406, top1-acc=80.35%, top5-acc=97.33%, remaining_time=0:00:09.804236, arrival_time=2021-04-14 22:12:09.500671, cost_time=0:01:04.104557 2021-04-14 22:12:03,451 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.6430, top1-acc=80.32%, top5-acc=97.30%, remaining_time=0:00:06.031968, arrival_time=2021-04-14 22:12:09.483701, cost_time=0:01:07.859703 2021-04-14 22:12:07,210 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=2.45ms, fps=681 images/s, loss=0.6452, top1-acc=80.25%, top5-acc=97.28%, remaining_time=0:00:02.261646, arrival_time=2021-04-14 22:12:09.472360, cost_time=0:01:11.618884 2021-04-14 22:12:09,223 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.57ms, fps=676 images/s, loss=0.6480, top1-acc=80.18%, top5-acc=97.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:09.223275, cost_time=0:01:13.631394 2021-04-14 22:12:10,603 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.52ms, fps=1858 images/s, loss=2.0244, top1-acc=50.94%, top5-acc=79.34%, remaining_time=0:00:04.133190, arrival_time=2021-04-14 22:12:14.736719, cost_time=0:00:01.377730 2021-04-14 22:12:11,801 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.41ms, fps=2138 images/s, loss=1.9658, top1-acc=51.76%, top5-acc=80.43%, remaining_time=0:00:02.576100, arrival_time=2021-04-14 22:12:14.377713, cost_time=0:00:02.576092 2021-04-14 22:12:13,005 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.90ms, fps=2128 images/s, loss=1.9326, top1-acc=52.59%, top5-acc=81.13%, remaining_time=0:00:01.259840, arrival_time=2021-04-14 22:12:14.264918, cost_time=0:00:03.779506 2021-04-14 22:12:14,090 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.09ms, fps=2139 images/s, loss=1.9271, top1-acc=52.62%, top5-acc=80.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:14.090264, cost_time=0:00:04.864802 2021-04-14 22:12:14,856 INFO : Epoch=0046 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:24:17.196644, arrival_time=2021-04-15 01:36:32.052958, cost_time=1:01:01.240550 2021-04-14 22:12:14,858 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 22:12:18,807 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=2.46ms, fps=648 images/s, loss=0.6065, top1-acc=81.13%, top5-acc=97.62%, remaining_time=0:01:13.430382, arrival_time=2021-04-14 22:13:32.237376, cost_time=0:00:03.947871 2021-04-14 22:12:22,568 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.6078, top1-acc=81.39%, top5-acc=97.48%, remaining_time=0:01:07.843776, arrival_time=2021-04-14 22:13:30.412530, cost_time=0:00:07.709512 2021-04-14 22:12:26,321 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.5911, top1-acc=81.87%, top5-acc=97.71%, remaining_time=0:01:03.426110, arrival_time=2021-04-14 22:13:29.747773, cost_time=0:00:11.462553 2021-04-14 22:12:30,081 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.5897, top1-acc=81.88%, top5-acc=97.67%, remaining_time=0:00:59.365488, arrival_time=2021-04-14 22:13:29.446601, cost_time=0:00:15.221909 2021-04-14 22:12:33,839 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.5843, top1-acc=82.03%, top5-acc=97.68%, remaining_time=0:00:55.422768, arrival_time=2021-04-14 22:13:29.262299, cost_time=0:00:18.980424 2021-04-14 22:12:37,599 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=2.59ms, fps=681 images/s, loss=0.5797, top1-acc=82.14%, top5-acc=97.77%, remaining_time=0:00:51.544680, arrival_time=2021-04-14 22:13:29.144080, cost_time=0:00:22.740282 2021-04-14 22:12:41,355 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.5822, top1-acc=82.11%, top5-acc=97.74%, remaining_time=0:00:47.693394, arrival_time=2021-04-14 22:13:29.048877, cost_time=0:00:26.496322 2021-04-14 22:12:45,117 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.5807, top1-acc=82.14%, top5-acc=97.77%, remaining_time=0:00:43.874100, arrival_time=2021-04-14 22:13:28.991496, cost_time=0:00:30.258011 2021-04-14 22:12:48,886 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.85ms, fps=679 images/s, loss=0.5817, top1-acc=82.11%, top5-acc=97.74%, remaining_time=0:00:40.076692, arrival_time=2021-04-14 22:13:28.963286, cost_time=0:00:34.027418 2021-04-14 22:12:52,659 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.15ms, fps=679 images/s, loss=0.5836, top1-acc=82.05%, top5-acc=97.72%, remaining_time=0:00:36.288768, arrival_time=2021-04-14 22:13:28.948670, cost_time=0:00:37.800796 2021-04-14 22:12:56,413 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.5868, top1-acc=82.01%, top5-acc=97.70%, remaining_time=0:00:32.487962, arrival_time=2021-04-14 22:13:28.901465, cost_time=0:00:41.554397 2021-04-14 22:13:00,171 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.5864, top1-acc=82.07%, top5-acc=97.69%, remaining_time=0:00:28.697752, arrival_time=2021-04-14 22:13:28.869078, cost_time=0:00:45.312209 2021-04-14 22:13:03,931 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.5906, top1-acc=81.90%, top5-acc=97.64%, remaining_time=0:00:24.913416, arrival_time=2021-04-14 22:13:28.844486, cost_time=0:00:49.071868 2021-04-14 22:13:07,687 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.5959, top1-acc=81.79%, top5-acc=97.56%, remaining_time=0:00:21.131096, arrival_time=2021-04-14 22:13:28.818098, cost_time=0:00:52.827780 2021-04-14 22:13:11,446 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.5991, top1-acc=81.71%, top5-acc=97.56%, remaining_time=0:00:17.353500, arrival_time=2021-04-14 22:13:28.800096, cost_time=0:00:56.587425 2021-04-14 22:13:15,217 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.29ms, fps=679 images/s, loss=0.6041, top1-acc=81.56%, top5-acc=97.53%, remaining_time=0:00:13.580712, arrival_time=2021-04-14 22:13:28.798511, cost_time=0:01:00.358678 2021-04-14 22:13:18,972 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.37ms, fps=682 images/s, loss=0.6082, top1-acc=81.45%, top5-acc=97.50%, remaining_time=0:00:09.805562, arrival_time=2021-04-14 22:13:28.777965, cost_time=0:01:04.113266 2021-04-14 22:13:22,721 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.6131, top1-acc=81.31%, top5-acc=97.44%, remaining_time=0:00:06.032240, arrival_time=2021-04-14 22:13:28.754099, cost_time=0:01:07.862712 2021-04-14 22:13:26,482 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=4.90ms, fps=681 images/s, loss=0.6186, top1-acc=81.15%, top5-acc=97.40%, remaining_time=0:00:02.261790, arrival_time=2021-04-14 22:13:28.744372, cost_time=0:01:11.623428 2021-04-14 22:13:28,490 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.33ms, fps=678 images/s, loss=0.6201, top1-acc=81.09%, top5-acc=97.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:28.490059, cost_time=0:01:13.630946 2021-04-14 22:13:29,838 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.51ms, fps=1902 images/s, loss=1.9354, top1-acc=54.96%, top5-acc=82.62%, remaining_time=0:00:04.038420, arrival_time=2021-04-14 22:13:33.876763, cost_time=0:00:01.346144 2021-04-14 22:13:31,041 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.69ms, fps=2128 images/s, loss=1.9303, top1-acc=54.37%, top5-acc=82.64%, remaining_time=0:00:02.549600, arrival_time=2021-04-14 22:13:33.591397, cost_time=0:00:02.549600 2021-04-14 22:13:32,246 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.14ms, fps=2127 images/s, loss=1.9237, top1-acc=54.44%, top5-acc=82.63%, remaining_time=0:00:01.251230, arrival_time=2021-04-14 22:13:33.497154, cost_time=0:00:03.753685 2021-04-14 22:13:33,332 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.09ms, fps=2136 images/s, loss=1.9213, top1-acc=54.55%, top5-acc=82.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:33.332411, cost_time=0:00:04.840335 2021-04-14 22:13:34,033 INFO : Epoch=0047 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:22:56.254386, arrival_time=2021-04-15 01:36:30.288209, cost_time=1:02:20.418025 2021-04-14 22:13:34,035 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 22:13:37,993 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.02ms, fps=647 images/s, loss=0.6137, top1-acc=81.17%, top5-acc=98.32%, remaining_time=0:01:13.601874, arrival_time=2021-04-14 22:14:51.594870, cost_time=0:00:03.957094 2021-04-14 22:13:41,758 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=0.6002, top1-acc=81.50%, top5-acc=98.12%, remaining_time=0:01:07.953424, arrival_time=2021-04-14 22:14:49.711396, cost_time=0:00:07.721986 2021-04-14 22:13:45,527 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.05ms, fps=679 images/s, loss=0.5970, top1-acc=81.61%, top5-acc=97.97%, remaining_time=0:01:03.587130, arrival_time=2021-04-14 22:14:49.114761, cost_time=0:00:11.491663 2021-04-14 22:13:49,285 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.5946, top1-acc=81.67%, top5-acc=97.91%, remaining_time=0:00:59.474220, arrival_time=2021-04-14 22:14:48.760071, cost_time=0:00:15.249809 2021-04-14 22:13:53,048 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=2.94ms, fps=680 images/s, loss=0.5901, top1-acc=81.89%, top5-acc=97.91%, remaining_time=0:00:55.517522, arrival_time=2021-04-14 22:14:48.566356, cost_time=0:00:19.012871 2021-04-14 22:13:56,809 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=2.84ms, fps=681 images/s, loss=0.5853, top1-acc=82.14%, top5-acc=97.90%, remaining_time=0:00:51.619344, arrival_time=2021-04-14 22:14:48.428556, cost_time=0:00:22.773212 2021-04-14 22:14:00,577 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.12ms, fps=680 images/s, loss=0.5874, top1-acc=82.06%, top5-acc=97.85%, remaining_time=0:00:47.773782, arrival_time=2021-04-14 22:14:48.350695, cost_time=0:00:26.540997 2021-04-14 22:14:04,334 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=0.5887, top1-acc=82.01%, top5-acc=97.82%, remaining_time=0:00:43.932448, arrival_time=2021-04-14 22:14:48.266734, cost_time=0:00:30.298268 2021-04-14 22:14:08,103 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.16ms, fps=679 images/s, loss=0.5927, top1-acc=81.83%, top5-acc=97.81%, remaining_time=0:00:40.123968, arrival_time=2021-04-14 22:14:48.227378, cost_time=0:00:34.067496 2021-04-14 22:14:11,876 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.11ms, fps=679 images/s, loss=0.5976, top1-acc=81.77%, top5-acc=97.75%, remaining_time=0:00:36.326880, arrival_time=2021-04-14 22:14:48.203316, cost_time=0:00:37.840526 2021-04-14 22:14:15,639 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=2.83ms, fps=680 images/s, loss=0.6008, top1-acc=81.62%, top5-acc=97.72%, remaining_time=0:00:32.526404, arrival_time=2021-04-14 22:14:48.165942, cost_time=0:00:41.603557 2021-04-14 22:14:19,408 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=4.82ms, fps=679 images/s, loss=0.6053, top1-acc=81.48%, top5-acc=97.70%, remaining_time=0:00:28.735980, arrival_time=2021-04-14 22:14:48.144557, cost_time=0:00:45.372626 2021-04-14 22:14:23,170 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=3.15ms, fps=681 images/s, loss=0.6094, top1-acc=81.37%, top5-acc=97.69%, remaining_time=0:00:24.945162, arrival_time=2021-04-14 22:14:48.115553, cost_time=0:00:49.134448 2021-04-14 22:14:26,940 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.36ms, fps=679 images/s, loss=0.6130, top1-acc=81.30%, top5-acc=97.65%, remaining_time=0:00:21.161616, arrival_time=2021-04-14 22:14:48.101571, cost_time=0:00:52.903991 2021-04-14 22:14:30,704 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.46ms, fps=680 images/s, loss=0.6187, top1-acc=81.17%, top5-acc=97.57%, remaining_time=0:00:17.378386, arrival_time=2021-04-14 22:14:48.083045, cost_time=0:00:56.668697 2021-04-14 22:14:34,485 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.34ms, fps=677 images/s, loss=0.6221, top1-acc=80.98%, top5-acc=97.50%, remaining_time=0:00:13.601052, arrival_time=2021-04-14 22:14:48.086152, cost_time=0:01:00.449146 2021-04-14 22:14:38,244 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.6260, top1-acc=80.88%, top5-acc=97.46%, remaining_time=0:00:09.820148, arrival_time=2021-04-14 22:14:48.064869, cost_time=0:01:04.208692 2021-04-14 22:14:41,999 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.6311, top1-acc=80.71%, top5-acc=97.44%, remaining_time=0:00:06.041168, arrival_time=2021-04-14 22:14:48.040408, cost_time=0:01:07.963166 2021-04-14 22:14:45,767 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.50ms, fps=679 images/s, loss=0.6337, top1-acc=80.67%, top5-acc=97.41%, remaining_time=0:00:02.265210, arrival_time=2021-04-14 22:14:48.032860, cost_time=0:01:11.731735 2021-04-14 22:14:47,778 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.40ms, fps=677 images/s, loss=0.6368, top1-acc=80.62%, top5-acc=97.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:47.778034, cost_time=0:01:13.742059 2021-04-14 22:14:49,130 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.45ms, fps=1896 images/s, loss=1.8728, top1-acc=55.04%, top5-acc=82.15%, remaining_time=0:00:04.050210, arrival_time=2021-04-14 22:14:53.180613, cost_time=0:00:01.350071 2021-04-14 22:14:50,332 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.64ms, fps=2132 images/s, loss=1.8543, top1-acc=55.02%, top5-acc=81.86%, remaining_time=0:00:02.551660, arrival_time=2021-04-14 22:14:52.883615, cost_time=0:00:02.551654 2021-04-14 22:14:51,528 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.52ms, fps=2141 images/s, loss=1.8663, top1-acc=54.67%, top5-acc=81.84%, remaining_time=0:00:01.249400, arrival_time=2021-04-14 22:14:52.777769, cost_time=0:00:03.748195 2021-04-14 22:14:52,616 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=1.24ms, fps=2132 images/s, loss=1.8453, top1-acc=54.95%, top5-acc=81.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:52.616906, cost_time=0:00:04.836764 2021-04-14 22:14:53,361 INFO : Epoch=0048 complete, best val top1-acc=59.18%, top5-acc=86.30% (epoch=42), remaining_time=3:21:35.860408, arrival_time=2021-04-15 01:36:29.221630, cost_time=1:03:39.745406 2021-04-14 22:14:53,364 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 22:14:57,307 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.97ms, fps=649 images/s, loss=0.6220, top1-acc=80.23%, top5-acc=97.66%, remaining_time=0:01:13.341660, arrival_time=2021-04-14 22:16:10.649185, cost_time=0:00:03.943105 2021-04-14 22:15:01,063 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.5797, top1-acc=81.95%, top5-acc=98.05%, remaining_time=0:01:07.749440, arrival_time=2021-04-14 22:16:08.812771, cost_time=0:00:07.698793 2021-04-14 22:15:04,820 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.5796, top1-acc=82.29%, top5-acc=97.93%, remaining_time=0:01:03.386602, arrival_time=2021-04-14 22:16:08.206494, cost_time=0:00:11.455399 2021-04-14 22:15:08,575 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=2.39ms, fps=682 images/s, loss=0.5758, top1-acc=82.30%, top5-acc=97.92%, remaining_time=0:00:59.323992, arrival_time=2021-04-14 22:16:07.899704, cost_time=0:00:15.211293 2021-04-14 22:15:12,339 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=0.5735, top1-acc=82.44%, top5-acc=97.84%, remaining_time=0:00:55.405540, arrival_time=2021-04-14 22:16:07.744473, cost_time=0:00:18.974525 2021-04-14 22:15:16,109 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=2.00ms, fps=679 images/s, loss=0.5710, top1-acc=82.55%, top5-acc=97.88%, remaining_time=0:00:51.554336, arrival_time=2021-04-14 22:16:07.663276, cost_time=0:00:22.744531 2021-04-14 22:15:19,861 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=2.37ms, fps=682 images/s, loss=0.5670, top1-acc=82.67%, top5-acc=97.87%, remaining_time=0:00:47.695158, arrival_time=2021-04-14 22:16:07.556874, cost_time=0:00:26.497309 2021-04-14 22:15:23,628 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.5730, top1-acc=82.52%, top5-acc=97.80%, remaining_time=0:00:43.882336, arrival_time=2021-04-14 22:16:07.510511, cost_time=0:00:30.263644 2021-04-14 22:15:27,388 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.5784, top1-acc=82.29%, top5-acc=97.74%, remaining_time=0:00:40.072346, arrival_time=2021-04-14 22:16:07.460620, cost_time=0:00:34.023726 2021-04-14 22:15:31,148 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.94ms, fps=681 images/s, loss=0.5873, top1-acc=82.00%, top5-acc=97.68%, remaining_time=0:00:36.272160, arrival_time=2021-04-14 22:16:07.420253, cost_time=0:00:37.783548 2021-04-14 22:15:34,923 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.67ms, fps=678 images/s, loss=0.5902, top1-acc=81.91%, top5-acc=97.66%, remaining_time=0:00:32.491402, arrival_time=2021-04-14 22:16:07.414729, cost_time=0:00:41.558775 2021-04-14 22:15:38,681 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.5941, top1-acc=81.79%, top5-acc=97.64%, remaining_time=0:00:28.700792, arrival_time=2021-04-14 22:16:07.382398, cost_time=0:00:45.317063 2021-04-14 22:15:42,450 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=3.31ms, fps=679 images/s, loss=0.5979, top1-acc=81.61%, top5-acc=97.63%, remaining_time=0:00:24.920478, arrival_time=2021-04-14 22:16:07.370665, cost_time=0:00:49.085729 2021-04-14 22:15:46,216 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.6040, top1-acc=81.40%, top5-acc=97.60%, remaining_time=0:00:21.140952, arrival_time=2021-04-14 22:16:07.357797, cost_time=0:00:52.852428 2021-04-14 22:15:49,974 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.6088, top1-acc=81.28%, top5-acc=97.55%, remaining_time=0:00:17.360492, arrival_time=2021-04-14 22:16:07.335222, cost_time=0:00:56.610311 2021-04-14 22:15:53,733 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.6132, top1-acc=81.18%, top5-acc=97.52%, remaining_time=0:00:13.582944, arrival_time=2021-04-14 22:16:07.315968, cost_time=0:01:00.368699 2021-04-14 22:15:57,499 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=3.64ms, fps=680 images/s, loss=0.6171, top1-acc=81.07%, top5-acc=97.47%, remaining_time=0:00:09.808916, arrival_time=2021-04-14 22:16:07.308676, cost_time=0:01:04.135241 2021-04-14 22:16:01,263 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=3.40ms, fps=680 images/s, loss=0.6184, top1-acc=81.02%, top5-acc=97.44%, remaining_time=0:00:06.035408, arrival_time=2021-04-14 22:16:07.298288, cost_time=0:01:07.898398 2021-04-14 22:16:05,027 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.33ms, fps=680 images/s, loss=0.6220, top1-acc=80.92%, top5-acc=97.39%, remaining_time=0:00:02.263032, arrival_time=2021-04-14 22:16:07.290136, cost_time=0:01:11.662697 2021-04-14 22:16:07,037 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.74ms, fps=677 images/s, loss=0.6263, top1-acc=80.86%, top5-acc=97.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:07.037062, cost_time=0:01:13.672640 2021-04-14 22:16:08,412 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.37ms, fps=1864 images/s, loss=1.6565, top1-acc=58.83%, top5-acc=84.96%, remaining_time=0:00:04.120530, arrival_time=2021-04-14 22:16:12.533310, cost_time=0:00:01.373508 2021-04-14 22:16:09,616 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.74ms, fps=2128 images/s, loss=1.6144, top1-acc=59.47%, top5-acc=85.62%, remaining_time=0:00:02.576960, arrival_time=2021-04-14 22:16:12.193192, cost_time=0:00:02.576968 2021-04-14 22:16:10,811 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.97ms, fps=2142 images/s, loss=1.6139, top1-acc=59.66%, top5-acc=85.69%, remaining_time=0:00:01.257510, arrival_time=2021-04-14 22:16:12.069195, cost_time=0:00:03.772517 2021-04-14 22:16:11,901 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=1.39ms, fps=2130 images/s, loss=1.5992, top1-acc=59.59%, top5-acc=85.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:11.900971, cost_time=0:00:04.861836 2021-04-14 22:16:13,346 INFO : Epoch=0049 complete, best val top1-acc=59.59%, top5-acc=85.52% (epoch=49), remaining_time=3:20:17.536887, arrival_time=2021-04-15 01:36:30.883143, cost_time=1:04:59.730503 2021-04-14 22:16:13,347 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 22:16:17,303 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.64ms, fps=647 images/s, loss=0.5889, top1-acc=81.80%, top5-acc=97.85%, remaining_time=0:01:13.565232, arrival_time=2021-04-14 22:17:30.868372, cost_time=0:00:03.955122 2021-04-14 22:16:21,084 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.03ms, fps=677 images/s, loss=0.5792, top1-acc=82.30%, top5-acc=97.87%, remaining_time=0:01:08.081024, arrival_time=2021-04-14 22:17:29.165470, cost_time=0:00:07.736486 2021-04-14 22:16:24,855 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=3.62ms, fps=679 images/s, loss=0.5759, top1-acc=82.59%, top5-acc=97.93%, remaining_time=0:01:03.673118, arrival_time=2021-04-14 22:17:28.528249, cost_time=0:00:11.507180 2021-04-14 22:16:28,618 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.5754, top1-acc=82.41%, top5-acc=98.01%, remaining_time=0:00:59.555808, arrival_time=2021-04-14 22:17:28.174483, cost_time=0:00:15.270714 2021-04-14 22:16:32,378 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.5807, top1-acc=82.37%, top5-acc=97.90%, remaining_time=0:00:55.568914, arrival_time=2021-04-14 22:17:27.947383, cost_time=0:00:19.030467 2021-04-14 22:16:36,138 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.5823, top1-acc=82.13%, top5-acc=97.89%, remaining_time=0:00:51.659056, arrival_time=2021-04-14 22:17:27.797790, cost_time=0:00:22.790785 2021-04-14 22:16:39,907 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.76ms, fps=679 images/s, loss=0.5801, top1-acc=82.14%, top5-acc=97.93%, remaining_time=0:00:47.806794, arrival_time=2021-04-14 22:17:27.714183, cost_time=0:00:26.559305 2021-04-14 22:16:43,659 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.5773, top1-acc=82.26%, top5-acc=97.97%, remaining_time=0:00:43.951008, arrival_time=2021-04-14 22:17:27.609993, cost_time=0:00:30.311037 2021-04-14 22:16:47,430 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.98ms, fps=679 images/s, loss=0.5756, top1-acc=82.34%, top5-acc=97.95%, remaining_time=0:00:40.141458, arrival_time=2021-04-14 22:17:27.571911, cost_time=0:00:34.082384 2021-04-14 22:16:51,199 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=3.44ms, fps=679 images/s, loss=0.5792, top1-acc=82.18%, top5-acc=97.92%, remaining_time=0:00:36.337440, arrival_time=2021-04-14 22:17:27.537072, cost_time=0:00:37.851518 2021-04-14 22:16:54,959 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.5823, top1-acc=82.11%, top5-acc=97.87%, remaining_time=0:00:32.532596, arrival_time=2021-04-14 22:17:27.492144, cost_time=0:00:41.611455 2021-04-14 22:16:58,720 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.5855, top1-acc=82.04%, top5-acc=97.83%, remaining_time=0:00:28.735600, arrival_time=2021-04-14 22:17:27.455590, cost_time=0:00:45.371949 2021-04-14 22:17:02,484 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.5866, top1-acc=81.99%, top5-acc=97.84%, remaining_time=0:00:24.945954, arrival_time=2021-04-14 22:17:27.429999, cost_time=0:00:49.135951 2021-04-14 22:17:06,241 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.5898, top1-acc=81.81%, top5-acc=97.83%, remaining_time=0:00:21.157304, arrival_time=2021-04-14 22:17:27.398529, cost_time=0:00:52.893215 2021-04-14 22:17:09,997 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.5948, top1-acc=81.61%, top5-acc=97.79%, remaining_time=0:00:17.372406, arrival_time=2021-04-14 22:17:27.369592, cost_time=0:00:56.649148 2021-04-14 22:17:13,757 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.5978, top1-acc=81.55%, top5-acc=97.73%, remaining_time=0:00:13.592088, arrival_time=2021-04-14 22:17:27.349424, cost_time=0:01:00.409261 2021-04-14 22:17:17,525 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.79ms, fps=679 images/s, loss=0.6008, top1-acc=81.47%, top5-acc=97.69%, remaining_time=0:00:09.815416, arrival_time=2021-04-14 22:17:27.341131, cost_time=0:01:04.177759 2021-04-14 22:17:21,276 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=2.62ms, fps=683 images/s, loss=0.6050, top1-acc=81.34%, top5-acc=97.65%, remaining_time=0:00:06.038080, arrival_time=2021-04-14 22:17:27.314470, cost_time=0:01:07.928402 2021-04-14 22:17:25,042 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.87ms, fps=680 images/s, loss=0.6089, top1-acc=81.22%, top5-acc=97.64%, remaining_time=0:00:02.264022, arrival_time=2021-04-14 22:17:27.306097, cost_time=0:01:11.694010 2021-04-14 22:17:27,044 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=2.44ms, fps=680 images/s, loss=0.6105, top1-acc=81.19%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:27.044123, cost_time=0:01:13.696129 2021-04-14 22:17:28,412 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.54ms, fps=1874 images/s, loss=1.7374, top1-acc=56.91%, top5-acc=85.27%, remaining_time=0:00:04.097070, arrival_time=2021-04-14 22:17:32.509234, cost_time=0:00:01.365692 2021-04-14 22:17:29,611 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.39ms, fps=2135 images/s, loss=1.7211, top1-acc=57.85%, top5-acc=85.21%, remaining_time=0:00:02.565300, arrival_time=2021-04-14 22:17:32.176918, cost_time=0:00:02.565300 2021-04-14 22:17:30,804 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.45ms, fps=2148 images/s, loss=1.7278, top1-acc=57.33%, top5-acc=85.01%, remaining_time=0:00:01.252510, arrival_time=2021-04-14 22:17:32.056463, cost_time=0:00:03.757537 2021-04-14 22:17:31,897 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.09ms, fps=2123 images/s, loss=1.7255, top1-acc=57.70%, top5-acc=85.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:31.897449, cost_time=0:00:04.851158 2021-04-14 22:17:32,694 INFO : Epoch=0050 complete, best val top1-acc=59.59%, top5-acc=85.52% (epoch=49), remaining_time=3:18:57.234750, arrival_time=2021-04-15 01:36:29.928781, cost_time=1:06:19.078267 2021-04-14 22:17:32,696 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 22:17:36,664 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.24ms, fps=645 images/s, loss=0.6152, top1-acc=81.68%, top5-acc=97.70%, remaining_time=0:01:13.799220, arrival_time=2021-04-14 22:18:50.463258, cost_time=0:00:03.967699 2021-04-14 22:17:40,415 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.5837, top1-acc=82.71%, top5-acc=98.05%, remaining_time=0:01:07.930720, arrival_time=2021-04-14 22:18:48.346551, cost_time=0:00:07.719409 2021-04-14 22:17:44,187 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=3.89ms, fps=679 images/s, loss=0.5730, top1-acc=82.99%, top5-acc=98.07%, remaining_time=0:01:03.581984, arrival_time=2021-04-14 22:18:47.769056, cost_time=0:00:11.490708 2021-04-14 22:17:47,955 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.5679, top1-acc=82.97%, top5-acc=98.04%, remaining_time=0:00:59.508696, arrival_time=2021-04-14 22:18:47.463686, cost_time=0:00:15.258621 2021-04-14 22:17:51,715 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.88ms, fps=681 images/s, loss=0.5679, top1-acc=82.80%, top5-acc=97.96%, remaining_time=0:00:55.536064, arrival_time=2021-04-14 22:18:47.251719, cost_time=0:00:19.019175 2021-04-14 22:17:55,479 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=3.64ms, fps=680 images/s, loss=0.5656, top1-acc=82.85%, top5-acc=97.97%, remaining_time=0:00:51.642056, arrival_time=2021-04-14 22:18:47.121711, cost_time=0:00:22.783246 2021-04-14 22:17:59,242 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.5668, top1-acc=82.84%, top5-acc=97.89%, remaining_time=0:00:47.782224, arrival_time=2021-04-14 22:18:47.024256, cost_time=0:00:26.545696 2021-04-14 22:18:03,010 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=2.95ms, fps=679 images/s, loss=0.5711, top1-acc=82.67%, top5-acc=97.82%, remaining_time=0:00:43.955416, arrival_time=2021-04-14 22:18:46.965844, cost_time=0:00:30.314058 2021-04-14 22:18:06,783 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=2.17ms, fps=679 images/s, loss=0.5731, top1-acc=82.65%, top5-acc=97.79%, remaining_time=0:00:40.146440, arrival_time=2021-04-14 22:18:46.929414, cost_time=0:00:34.086641 2021-04-14 22:18:10,547 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=2.61ms, fps=680 images/s, loss=0.5775, top1-acc=82.50%, top5-acc=97.76%, remaining_time=0:00:36.336960, arrival_time=2021-04-14 22:18:46.884456, cost_time=0:00:37.850987 2021-04-14 22:18:14,318 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.5817, top1-acc=82.29%, top5-acc=97.74%, remaining_time=0:00:32.540594, arrival_time=2021-04-14 22:18:46.858823, cost_time=0:00:41.621713 2021-04-14 22:18:18,081 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.5863, top1-acc=82.13%, top5-acc=97.68%, remaining_time=0:00:28.743656, arrival_time=2021-04-14 22:18:46.824876, cost_time=0:00:45.384764 2021-04-14 22:18:21,846 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.92ms, fps=680 images/s, loss=0.5849, top1-acc=82.09%, top5-acc=97.71%, remaining_time=0:00:24.953214, arrival_time=2021-04-14 22:18:46.799907, cost_time=0:00:49.150288 2021-04-14 22:18:25,611 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.79ms, fps=680 images/s, loss=0.5886, top1-acc=81.95%, top5-acc=97.69%, remaining_time=0:00:21.165984, arrival_time=2021-04-14 22:18:46.777309, cost_time=0:00:52.914980 2021-04-14 22:18:29,370 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.5913, top1-acc=81.89%, top5-acc=97.68%, remaining_time=0:00:17.380042, arrival_time=2021-04-14 22:18:46.750504, cost_time=0:00:56.674084 2021-04-14 22:18:33,131 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=0.5950, top1-acc=81.82%, top5-acc=97.64%, remaining_time=0:00:13.597920, arrival_time=2021-04-14 22:18:46.729438, cost_time=0:01:00.435136 2021-04-14 22:18:36,897 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.83ms, fps=680 images/s, loss=0.5986, top1-acc=81.72%, top5-acc=97.60%, remaining_time=0:00:09.818926, arrival_time=2021-04-14 22:18:46.715989, cost_time=0:01:04.200668 2021-04-14 22:18:40,663 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.40ms, fps=680 images/s, loss=0.6011, top1-acc=81.64%, top5-acc=97.60%, remaining_time=0:00:06.041472, arrival_time=2021-04-14 22:18:46.704537, cost_time=0:01:07.966607 2021-04-14 22:18:44,424 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=2.72ms, fps=681 images/s, loss=0.6044, top1-acc=81.50%, top5-acc=97.57%, remaining_time=0:00:02.265084, arrival_time=2021-04-14 22:18:46.688999, cost_time=0:01:11.727573 2021-04-14 22:18:46,430 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.45ms, fps=678 images/s, loss=0.6065, top1-acc=81.44%, top5-acc=97.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:46.430224, cost_time=0:01:13.733881 2021-04-14 22:18:47,798 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.25ms, fps=1874 images/s, loss=1.9389, top1-acc=53.52%, top5-acc=82.85%, remaining_time=0:00:04.097460, arrival_time=2021-04-14 22:18:51.895856, cost_time=0:00:01.365822 2021-04-14 22:18:48,989 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=2.81ms, fps=2151 images/s, loss=1.8677, top1-acc=54.57%, top5-acc=83.69%, remaining_time=0:00:02.556500, arrival_time=2021-04-14 22:18:51.545537, cost_time=0:00:02.556498 2021-04-14 22:18:50,180 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.66ms, fps=2150 images/s, loss=1.8592, top1-acc=54.99%, top5-acc=83.75%, remaining_time=0:00:01.249240, arrival_time=2021-04-14 22:18:51.429407, cost_time=0:00:03.747720 2021-04-14 22:18:51,268 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.47ms, fps=2132 images/s, loss=1.8718, top1-acc=54.91%, top5-acc=83.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:51.268523, cost_time=0:00:04.836115 2021-04-14 22:18:51,949 INFO : Epoch=0051 complete, best val top1-acc=59.59%, top5-acc=85.52% (epoch=49), remaining_time=3:17:36.701820, arrival_time=2021-04-15 01:36:28.651704, cost_time=1:07:38.334155 2021-04-14 22:18:51,951 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 22:18:55,867 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.61ms, fps=654 images/s, loss=0.6086, top1-acc=81.09%, top5-acc=97.66%, remaining_time=0:01:12.829602, arrival_time=2021-04-14 22:20:08.696757, cost_time=0:00:03.915569 2021-04-14 22:18:59,648 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=3.63ms, fps=677 images/s, loss=0.5851, top1-acc=81.89%, top5-acc=97.75%, remaining_time=0:01:07.732192, arrival_time=2021-04-14 22:20:07.380475, cost_time=0:00:07.696837 2021-04-14 22:19:03,426 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=3.54ms, fps=678 images/s, loss=0.5888, top1-acc=81.98%, top5-acc=97.83%, remaining_time=0:01:03.492012, arrival_time=2021-04-14 22:20:06.918080, cost_time=0:00:11.474469 2021-04-14 22:19:07,204 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.91ms, fps=678 images/s, loss=0.5786, top1-acc=82.28%, top5-acc=97.86%, remaining_time=0:00:59.486544, arrival_time=2021-04-14 22:20:06.690913, cost_time=0:00:15.252943 2021-04-14 22:19:10,959 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.5751, top1-acc=82.41%, top5-acc=97.91%, remaining_time=0:00:55.501900, arrival_time=2021-04-14 22:20:06.461064, cost_time=0:00:19.007507 2021-04-14 22:19:14,726 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=0.5774, top1-acc=82.36%, top5-acc=97.90%, remaining_time=0:00:51.623968, arrival_time=2021-04-14 22:20:06.350645, cost_time=0:00:22.775281 2021-04-14 22:19:18,485 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.5761, top1-acc=82.41%, top5-acc=97.89%, remaining_time=0:00:47.762064, arrival_time=2021-04-14 22:20:06.247930, cost_time=0:00:26.534466 2021-04-14 22:19:22,238 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.5745, top1-acc=82.47%, top5-acc=97.85%, remaining_time=0:00:43.916788, arrival_time=2021-04-14 22:20:06.155659, cost_time=0:00:30.287418 2021-04-14 22:19:26,014 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=3.15ms, fps=678 images/s, loss=0.5796, top1-acc=82.26%, top5-acc=97.79%, remaining_time=0:00:40.118562, arrival_time=2021-04-14 22:20:06.132896, cost_time=0:00:34.062931 2021-04-14 22:19:29,775 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=0.5820, top1-acc=82.16%, top5-acc=97.78%, remaining_time=0:00:36.310752, arrival_time=2021-04-14 22:20:06.085916, cost_time=0:00:37.823705 2021-04-14 22:19:33,535 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.5829, top1-acc=82.11%, top5-acc=97.75%, remaining_time=0:00:32.510838, arrival_time=2021-04-14 22:20:06.045884, cost_time=0:00:41.583634 2021-04-14 22:19:37,294 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.5876, top1-acc=81.96%, top5-acc=97.72%, remaining_time=0:00:28.717360, arrival_time=2021-04-14 22:20:06.012064, cost_time=0:00:45.343166 2021-04-14 22:19:41,047 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=2.57ms, fps=682 images/s, loss=0.5907, top1-acc=81.89%, top5-acc=97.66%, remaining_time=0:00:24.925692, arrival_time=2021-04-14 22:20:05.973175, cost_time=0:00:49.096075 2021-04-14 22:19:44,812 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.5911, top1-acc=81.89%, top5-acc=97.67%, remaining_time=0:00:21.144200, arrival_time=2021-04-14 22:20:05.956208, cost_time=0:00:52.860458 2021-04-14 22:19:48,570 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.79ms, fps=681 images/s, loss=0.5946, top1-acc=81.80%, top5-acc=97.62%, remaining_time=0:00:17.363206, arrival_time=2021-04-14 22:20:05.933823, cost_time=0:00:56.619174 2021-04-14 22:19:52,326 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=3.33ms, fps=682 images/s, loss=0.5982, top1-acc=81.74%, top5-acc=97.58%, remaining_time=0:00:13.584492, arrival_time=2021-04-14 22:20:05.911387, cost_time=0:01:00.375482 2021-04-14 22:19:56,087 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=2.21ms, fps=681 images/s, loss=0.5995, top1-acc=81.69%, top5-acc=97.58%, remaining_time=0:00:09.809046, arrival_time=2021-04-14 22:20:05.896533, cost_time=0:01:04.136103 2021-04-14 22:19:59,841 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.6017, top1-acc=81.65%, top5-acc=97.56%, remaining_time=0:00:06.034608, arrival_time=2021-04-14 22:20:05.875547, cost_time=0:01:07.889412 2021-04-14 22:20:03,605 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.92ms, fps=680 images/s, loss=0.6024, top1-acc=81.65%, top5-acc=97.57%, remaining_time=0:00:02.262774, arrival_time=2021-04-14 22:20:05.868618, cost_time=0:01:11.654431 2021-04-14 22:20:05,613 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.31ms, fps=678 images/s, loss=0.6047, top1-acc=81.62%, top5-acc=97.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:05.613137, cost_time=0:01:13.661668 2021-04-14 22:20:06,983 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.27ms, fps=1872 images/s, loss=1.5884, top1-acc=57.70%, top5-acc=85.86%, remaining_time=0:00:04.102530, arrival_time=2021-04-14 22:20:11.085471, cost_time=0:00:01.367514 2021-04-14 22:20:08,188 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.71ms, fps=2125 images/s, loss=1.6038, top1-acc=58.38%, top5-acc=85.20%, remaining_time=0:00:02.573040, arrival_time=2021-04-14 22:20:10.761524, cost_time=0:00:02.573046 2021-04-14 22:20:09,384 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.52ms, fps=2141 images/s, loss=1.5912, top1-acc=58.74%, top5-acc=85.49%, remaining_time=0:00:01.256470, arrival_time=2021-04-14 22:20:10.641351, cost_time=0:00:03.769397 2021-04-14 22:20:10,474 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=1.33ms, fps=2130 images/s, loss=1.5851, top1-acc=58.79%, top5-acc=85.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:10.474379, cost_time=0:00:04.859083 2021-04-14 22:20:11,165 INFO : Epoch=0052 complete, best val top1-acc=59.59%, top5-acc=85.52% (epoch=49), remaining_time=3:16:16.104256, arrival_time=2021-04-15 01:36:27.270157, cost_time=1:08:57.550128 2021-04-14 22:20:11,168 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 22:20:15,104 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.99ms, fps=650 images/s, loss=0.5526, top1-acc=83.16%, top5-acc=98.05%, remaining_time=0:01:13.210716, arrival_time=2021-04-14 22:21:28.315234, cost_time=0:00:03.936063 2021-04-14 22:20:18,868 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.5427, top1-acc=83.48%, top5-acc=98.07%, remaining_time=0:01:07.763344, arrival_time=2021-04-14 22:21:26.632161, cost_time=0:00:07.700389 2021-04-14 22:20:22,637 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.89ms, fps=679 images/s, loss=0.5373, top1-acc=83.61%, top5-acc=98.01%, remaining_time=0:01:03.462962, arrival_time=2021-04-14 22:21:26.100631, cost_time=0:00:11.469205 2021-04-14 22:20:26,399 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.75ms, fps=681 images/s, loss=0.5325, top1-acc=83.74%, top5-acc=98.02%, remaining_time=0:00:59.400588, arrival_time=2021-04-14 22:21:25.799959, cost_time=0:00:15.230931 2021-04-14 22:20:30,166 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=2.10ms, fps=680 images/s, loss=0.5296, top1-acc=83.81%, top5-acc=98.04%, remaining_time=0:00:55.473284, arrival_time=2021-04-14 22:21:25.639455, cost_time=0:00:18.997704 2021-04-14 22:20:33,921 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=2.45ms, fps=682 images/s, loss=0.5334, top1-acc=83.65%, top5-acc=98.04%, remaining_time=0:00:51.573648, arrival_time=2021-04-14 22:21:25.495414, cost_time=0:00:22.753067 2021-04-14 22:20:37,684 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=4.08ms, fps=681 images/s, loss=0.5373, top1-acc=83.52%, top5-acc=98.02%, remaining_time=0:00:47.727792, arrival_time=2021-04-14 22:21:25.411708, cost_time=0:00:26.515419 2021-04-14 22:20:41,447 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.5392, top1-acc=83.34%, top5-acc=98.06%, remaining_time=0:00:43.904608, arrival_time=2021-04-14 22:21:25.352173, cost_time=0:00:30.279041 2021-04-14 22:20:45,207 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=2.34ms, fps=681 images/s, loss=0.5436, top1-acc=83.20%, top5-acc=98.05%, remaining_time=0:00:40.090472, arrival_time=2021-04-14 22:21:25.298022, cost_time=0:00:34.039123 2021-04-14 22:20:48,969 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.5466, top1-acc=83.06%, top5-acc=98.04%, remaining_time=0:00:36.288480, arrival_time=2021-04-14 22:21:25.257437, cost_time=0:00:37.800522 2021-04-14 22:20:52,733 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.42ms, fps=680 images/s, loss=0.5504, top1-acc=82.98%, top5-acc=98.00%, remaining_time=0:00:32.496132, arrival_time=2021-04-14 22:21:25.229368, cost_time=0:00:41.564817 2021-04-14 22:20:56,481 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.82ms, fps=683 images/s, loss=0.5554, top1-acc=82.82%, top5-acc=97.95%, remaining_time=0:00:28.698284, arrival_time=2021-04-14 22:21:25.179901, cost_time=0:00:45.313053 2021-04-14 22:21:00,252 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=3.13ms, fps=679 images/s, loss=0.5591, top1-acc=82.70%, top5-acc=97.92%, remaining_time=0:00:24.919554, arrival_time=2021-04-14 22:21:25.172000, cost_time=0:00:49.084021 2021-04-14 22:21:04,012 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=2.69ms, fps=681 images/s, loss=0.5631, top1-acc=82.59%, top5-acc=97.90%, remaining_time=0:00:21.137536, arrival_time=2021-04-14 22:21:25.149748, cost_time=0:00:52.843788 2021-04-14 22:21:07,768 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.55ms, fps=682 images/s, loss=0.5670, top1-acc=82.48%, top5-acc=97.85%, remaining_time=0:00:17.357318, arrival_time=2021-04-14 22:21:25.125859, cost_time=0:00:56.599960 2021-04-14 22:21:11,534 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.5713, top1-acc=82.40%, top5-acc=97.82%, remaining_time=0:00:13.582260, arrival_time=2021-04-14 22:21:25.116312, cost_time=0:01:00.365583 2021-04-14 22:21:15,290 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.5755, top1-acc=82.33%, top5-acc=97.78%, remaining_time=0:00:09.806914, arrival_time=2021-04-14 22:21:25.097417, cost_time=0:01:04.122064 2021-04-14 22:21:19,042 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.5782, top1-acc=82.23%, top5-acc=97.79%, remaining_time=0:00:06.033200, arrival_time=2021-04-14 22:21:25.075393, cost_time=0:01:07.873537 2021-04-14 22:21:22,803 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.5814, top1-acc=82.11%, top5-acc=97.75%, remaining_time=0:00:02.262156, arrival_time=2021-04-14 22:21:25.065744, cost_time=0:01:11.634920 2021-04-14 22:21:24,824 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=2.79ms, fps=673 images/s, loss=0.5838, top1-acc=82.07%, top5-acc=97.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:24.824825, cost_time=0:01:13.656347 2021-04-14 22:21:26,162 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.79ms, fps=1917 images/s, loss=1.6170, top1-acc=58.63%, top5-acc=86.29%, remaining_time=0:00:04.005600, arrival_time=2021-04-14 22:21:30.167853, cost_time=0:00:01.335199 2021-04-14 22:21:27,353 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.31ms, fps=2151 images/s, loss=1.5706, top1-acc=59.92%, top5-acc=86.84%, remaining_time=0:00:02.526140, arrival_time=2021-04-14 22:21:29.879465, cost_time=0:00:02.526147 2021-04-14 22:21:28,552 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.57ms, fps=2136 images/s, loss=1.5631, top1-acc=59.88%, top5-acc=86.84%, remaining_time=0:00:01.241750, arrival_time=2021-04-14 22:21:29.793978, cost_time=0:00:03.725258 2021-04-14 22:21:29,638 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=1.28ms, fps=2137 images/s, loss=1.5765, top1-acc=59.63%, top5-acc=86.56%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:29.638425, cost_time=0:00:04.811504 2021-04-14 22:21:31,047 INFO : Epoch=0053 complete, best val top1-acc=59.63%, top5-acc=86.56% (epoch=53), remaining_time=3:14:57.403578, arrival_time=2021-04-15 01:36:28.450582, cost_time=1:10:17.431230 2021-04-14 22:21:31,048 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 22:21:34,986 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.50ms, fps=650 images/s, loss=0.5487, top1-acc=83.40%, top5-acc=97.93%, remaining_time=0:01:13.230990, arrival_time=2021-04-14 22:22:48.217255, cost_time=0:00:03.937149 2021-04-14 22:21:38,757 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.72ms, fps=679 images/s, loss=0.5395, top1-acc=83.52%, top5-acc=97.81%, remaining_time=0:01:07.830048, arrival_time=2021-04-14 22:22:46.587272, cost_time=0:00:07.707950 2021-04-14 22:21:42,523 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.5388, top1-acc=83.28%, top5-acc=97.90%, remaining_time=0:01:03.491348, arrival_time=2021-04-14 22:22:46.014790, cost_time=0:00:11.474330 2021-04-14 22:21:46,281 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=2.80ms, fps=681 images/s, loss=0.5412, top1-acc=83.32%, top5-acc=98.00%, remaining_time=0:00:59.406672, arrival_time=2021-04-14 22:22:45.688254, cost_time=0:00:15.232474 2021-04-14 22:21:50,036 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.5470, top1-acc=82.98%, top5-acc=97.89%, remaining_time=0:00:55.442332, arrival_time=2021-04-14 22:22:45.478582, cost_time=0:00:18.987118 2021-04-14 22:21:53,795 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=3.89ms, fps=681 images/s, loss=0.5481, top1-acc=82.98%, top5-acc=97.92%, remaining_time=0:00:51.557056, arrival_time=2021-04-14 22:22:45.352015, cost_time=0:00:22.745790 2021-04-14 22:21:57,548 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.5489, top1-acc=82.91%, top5-acc=97.92%, remaining_time=0:00:47.697930, arrival_time=2021-04-14 22:22:45.245904, cost_time=0:00:26.498873 2021-04-14 22:22:01,293 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.5513, top1-acc=82.99%, top5-acc=97.92%, remaining_time=0:00:43.853800, arrival_time=2021-04-14 22:22:45.147003, cost_time=0:00:30.243966 2021-04-14 22:22:05,051 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.5550, top1-acc=82.80%, top5-acc=97.90%, remaining_time=0:00:40.047436, arrival_time=2021-04-14 22:22:45.099168, cost_time=0:00:34.002581 2021-04-14 22:22:08,815 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.23ms, fps=680 images/s, loss=0.5547, top1-acc=82.82%, top5-acc=97.91%, remaining_time=0:00:36.255264, arrival_time=2021-04-14 22:22:45.070307, cost_time=0:00:37.765934 2021-04-14 22:22:12,580 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.63ms, fps=680 images/s, loss=0.5603, top1-acc=82.65%, top5-acc=97.83%, remaining_time=0:00:32.469472, arrival_time=2021-04-14 22:22:45.049444, cost_time=0:00:41.530737 2021-04-14 22:22:16,342 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.5635, top1-acc=82.57%, top5-acc=97.79%, remaining_time=0:00:28.685896, arrival_time=2021-04-14 22:22:45.028637, cost_time=0:00:45.293482 2021-04-14 22:22:20,100 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.5659, top1-acc=82.53%, top5-acc=97.77%, remaining_time=0:00:24.902856, arrival_time=2021-04-14 22:22:45.002986, cost_time=0:00:49.051017 2021-04-14 22:22:23,859 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.5696, top1-acc=82.41%, top5-acc=97.73%, remaining_time=0:00:21.123984, arrival_time=2021-04-14 22:22:44.983081, cost_time=0:00:52.809989 2021-04-14 22:22:27,617 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.5721, top1-acc=82.33%, top5-acc=97.76%, remaining_time=0:00:17.347704, arrival_time=2021-04-14 22:22:44.965456, cost_time=0:00:56.568645 2021-04-14 22:22:31,378 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.5721, top1-acc=82.34%, top5-acc=97.79%, remaining_time=0:00:13.574016, arrival_time=2021-04-14 22:22:44.952139, cost_time=0:01:00.329022 2021-04-14 22:22:35,143 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=3.04ms, fps=680 images/s, loss=0.5751, top1-acc=82.24%, top5-acc=97.79%, remaining_time=0:00:09.802624, arrival_time=2021-04-14 22:22:44.945897, cost_time=0:01:04.094129 2021-04-14 22:22:38,894 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.5799, top1-acc=82.08%, top5-acc=97.73%, remaining_time=0:00:06.030656, arrival_time=2021-04-14 22:22:44.924646, cost_time=0:01:07.844887 2021-04-14 22:22:42,646 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.5827, top1-acc=81.99%, top5-acc=97.73%, remaining_time=0:00:02.260974, arrival_time=2021-04-14 22:22:44.907579, cost_time=0:01:11.597449 2021-04-14 22:22:44,654 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.34ms, fps=678 images/s, loss=0.5864, top1-acc=81.93%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:44.654100, cost_time=0:01:13.604984 2021-04-14 22:22:45,969 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.53ms, fps=1950 images/s, loss=1.6426, top1-acc=60.08%, top5-acc=85.39%, remaining_time=0:00:03.938790, arrival_time=2021-04-14 22:22:49.907967, cost_time=0:00:01.312927 2021-04-14 22:22:47,167 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.44ms, fps=2137 images/s, loss=1.6629, top1-acc=59.26%, top5-acc=85.45%, remaining_time=0:00:02.511620, arrival_time=2021-04-14 22:22:49.679501, cost_time=0:00:02.511625 2021-04-14 22:22:48,359 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.68ms, fps=2150 images/s, loss=1.6844, top1-acc=58.46%, top5-acc=85.38%, remaining_time=0:00:01.234360, arrival_time=2021-04-14 22:22:49.593593, cost_time=0:00:03.703068 2021-04-14 22:22:49,446 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=1.44ms, fps=2134 images/s, loss=1.6407, top1-acc=58.64%, top5-acc=85.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:49.446812, cost_time=0:00:04.790593 2021-04-14 22:22:50,160 INFO : Epoch=0054 complete, best val top1-acc=59.63%, top5-acc=86.56% (epoch=53), remaining_time=3:13:36.584608, arrival_time=2021-04-15 01:36:26.745369, cost_time=1:11:36.544988 2021-04-14 22:22:50,163 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 22:22:54,112 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=2.11ms, fps=648 images/s, loss=0.5507, top1-acc=82.89%, top5-acc=98.16%, remaining_time=0:01:13.453818, arrival_time=2021-04-14 22:24:07.566513, cost_time=0:00:03.949131 2021-04-14 22:22:57,873 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.38ms, fps=681 images/s, loss=0.5635, top1-acc=82.79%, top5-acc=97.95%, remaining_time=0:01:07.846768, arrival_time=2021-04-14 22:24:05.720125, cost_time=0:00:07.709861 2021-04-14 22:23:01,634 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.5486, top1-acc=83.10%, top5-acc=98.02%, remaining_time=0:01:03.474416, arrival_time=2021-04-14 22:24:05.109193, cost_time=0:00:11.471294 2021-04-14 22:23:05,392 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=2.64ms, fps=682 images/s, loss=0.5454, top1-acc=83.33%, top5-acc=98.06%, remaining_time=0:00:59.390916, arrival_time=2021-04-14 22:24:04.782855, cost_time=0:00:15.228458 2021-04-14 22:23:09,148 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.5462, top1-acc=83.14%, top5-acc=98.10%, remaining_time=0:00:55.437368, arrival_time=2021-04-14 22:24:04.586240, cost_time=0:00:18.985398 2021-04-14 22:23:12,910 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.5430, top1-acc=83.21%, top5-acc=98.12%, remaining_time=0:00:51.559912, arrival_time=2021-04-14 22:24:04.470383, cost_time=0:00:22.747022 2021-04-14 22:23:16,665 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.5413, top1-acc=83.18%, top5-acc=98.14%, remaining_time=0:00:47.704104, arrival_time=2021-04-14 22:24:04.369928, cost_time=0:00:26.502290 2021-04-14 22:23:20,422 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.5393, top1-acc=83.25%, top5-acc=98.12%, remaining_time=0:00:43.874912, arrival_time=2021-04-14 22:24:04.297047, cost_time=0:00:30.258561 2021-04-14 22:23:24,185 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.5391, top1-acc=83.22%, top5-acc=98.15%, remaining_time=0:00:40.070756, arrival_time=2021-04-14 22:24:04.256560, cost_time=0:00:34.022348 2021-04-14 22:23:27,954 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.48ms, fps=679 images/s, loss=0.5391, top1-acc=83.25%, top5-acc=98.18%, remaining_time=0:00:36.278880, arrival_time=2021-04-14 22:24:04.232940, cost_time=0:00:37.790491 2021-04-14 22:23:31,716 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.5461, top1-acc=83.05%, top5-acc=98.10%, remaining_time=0:00:32.486500, arrival_time=2021-04-14 22:24:04.202531, cost_time=0:00:41.552519 2021-04-14 22:23:35,474 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.40ms, fps=681 images/s, loss=0.5495, top1-acc=82.92%, top5-acc=98.09%, remaining_time=0:00:28.696992, arrival_time=2021-04-14 22:24:04.171554, cost_time=0:00:45.311011 2021-04-14 22:23:39,226 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.5511, top1-acc=82.84%, top5-acc=98.09%, remaining_time=0:00:24.908994, arrival_time=2021-04-14 22:24:04.135591, cost_time=0:00:49.063160 2021-04-14 22:23:42,989 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.5533, top1-acc=82.80%, top5-acc=98.07%, remaining_time=0:00:21.130312, arrival_time=2021-04-14 22:24:04.119582, cost_time=0:00:52.825835 2021-04-14 22:23:46,754 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.95ms, fps=680 images/s, loss=0.5583, top1-acc=82.65%, top5-acc=98.02%, remaining_time=0:00:17.354696, arrival_time=2021-04-14 22:24:04.109570, cost_time=0:00:56.591423 2021-04-14 22:23:50,522 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.5629, top1-acc=82.54%, top5-acc=97.97%, remaining_time=0:00:13.580748, arrival_time=2021-04-14 22:24:04.103265, cost_time=0:01:00.358945 2021-04-14 22:23:54,280 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=3.43ms, fps=681 images/s, loss=0.5678, top1-acc=82.41%, top5-acc=97.90%, remaining_time=0:00:09.806186, arrival_time=2021-04-14 22:24:04.087078, cost_time=0:01:04.117386 2021-04-14 22:23:58,042 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.5726, top1-acc=82.27%, top5-acc=97.86%, remaining_time=0:00:06.033680, arrival_time=2021-04-14 22:24:04.076234, cost_time=0:01:07.878970 2021-04-14 22:24:01,806 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.96ms, fps=680 images/s, loss=0.5765, top1-acc=82.21%, top5-acc=97.80%, remaining_time=0:00:02.262408, arrival_time=2021-04-14 22:24:04.068943, cost_time=0:01:11.642964 2021-04-14 22:24:03,822 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.87ms, fps=675 images/s, loss=0.5789, top1-acc=82.12%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:03.822369, cost_time=0:01:13.658843 2021-04-14 22:24:05,203 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.24ms, fps=1859 images/s, loss=1.9422, top1-acc=53.59%, top5-acc=82.23%, remaining_time=0:00:04.132020, arrival_time=2021-04-14 22:24:09.335069, cost_time=0:00:01.377340 2021-04-14 22:24:06,405 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.61ms, fps=2131 images/s, loss=1.9372, top1-acc=53.96%, top5-acc=82.62%, remaining_time=0:00:02.579400, arrival_time=2021-04-14 22:24:08.984549, cost_time=0:00:02.579390 2021-04-14 22:24:07,601 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.43ms, fps=2141 images/s, loss=1.9402, top1-acc=54.14%, top5-acc=82.42%, remaining_time=0:00:01.258590, arrival_time=2021-04-14 22:24:08.859958, cost_time=0:00:03.775774 2021-04-14 22:24:08,689 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.09ms, fps=2133 images/s, loss=1.9463, top1-acc=54.37%, top5-acc=82.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:08.689647, cost_time=0:00:04.863977 2021-04-14 22:24:09,414 INFO : Epoch=0055 complete, best val top1-acc=59.63%, top5-acc=86.56% (epoch=53), remaining_time=3:12:16.197245, arrival_time=2021-04-15 01:36:25.611921, cost_time=1:12:55.798937 2021-04-14 22:24:09,416 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 22:24:13,357 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.50ms, fps=650 images/s, loss=0.5778, top1-acc=82.77%, top5-acc=98.09%, remaining_time=0:01:13.303344, arrival_time=2021-04-14 22:25:26.660798, cost_time=0:00:03.941039 2021-04-14 22:24:17,130 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=2.00ms, fps=679 images/s, loss=0.5630, top1-acc=82.79%, top5-acc=98.16%, remaining_time=0:01:07.885664, arrival_time=2021-04-14 22:25:25.016382, cost_time=0:00:07.714289 2021-04-14 22:24:20,884 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.73ms, fps=682 images/s, loss=0.5582, top1-acc=82.97%, top5-acc=98.22%, remaining_time=0:01:03.457318, arrival_time=2021-04-14 22:25:24.341725, cost_time=0:00:11.468191 2021-04-14 22:24:24,643 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.5508, top1-acc=83.09%, top5-acc=98.22%, remaining_time=0:00:59.385924, arrival_time=2021-04-14 22:25:24.029281, cost_time=0:00:15.227151 2021-04-14 22:24:28,405 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=4.19ms, fps=681 images/s, loss=0.5442, top1-acc=83.38%, top5-acc=98.16%, remaining_time=0:00:55.447734, arrival_time=2021-04-14 22:25:23.852910, cost_time=0:00:18.988959 2021-04-14 22:24:32,166 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.69ms, fps=681 images/s, loss=0.5513, top1-acc=83.13%, top5-acc=98.07%, remaining_time=0:00:51.567120, arrival_time=2021-04-14 22:25:23.733569, cost_time=0:00:22.750195 2021-04-14 22:24:35,917 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.5541, top1-acc=82.96%, top5-acc=98.06%, remaining_time=0:00:47.702592, arrival_time=2021-04-14 22:25:23.620314, cost_time=0:00:26.501466 2021-04-14 22:24:39,672 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.5523, top1-acc=83.05%, top5-acc=98.02%, remaining_time=0:00:43.871432, arrival_time=2021-04-14 22:25:23.543962, cost_time=0:00:30.256182 2021-04-14 22:24:43,429 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.5510, top1-acc=83.03%, top5-acc=98.02%, remaining_time=0:00:40.059308, arrival_time=2021-04-14 22:25:23.488242, cost_time=0:00:34.012664 2021-04-14 22:24:47,195 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.5518, top1-acc=83.06%, top5-acc=97.95%, remaining_time=0:00:36.268320, arrival_time=2021-04-14 22:25:23.464054, cost_time=0:00:37.779516 2021-04-14 22:24:50,959 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.5563, top1-acc=82.84%, top5-acc=97.97%, remaining_time=0:00:32.479448, arrival_time=2021-04-14 22:25:23.439192, cost_time=0:00:41.543515 2021-04-14 22:24:54,710 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.5616, top1-acc=82.65%, top5-acc=97.95%, remaining_time=0:00:28.686048, arrival_time=2021-04-14 22:25:23.396156, cost_time=0:00:45.293738 2021-04-14 22:24:58,462 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.5618, top1-acc=82.66%, top5-acc=97.94%, remaining_time=0:00:24.900348, arrival_time=2021-04-14 22:25:23.362754, cost_time=0:00:49.046179 2021-04-14 22:25:02,216 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.5636, top1-acc=82.67%, top5-acc=97.93%, remaining_time=0:00:21.119952, arrival_time=2021-04-14 22:25:23.336206, cost_time=0:00:52.799893 2021-04-14 22:25:05,972 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.5678, top1-acc=82.60%, top5-acc=97.87%, remaining_time=0:00:17.343794, arrival_time=2021-04-14 22:25:23.315940, cost_time=0:00:56.555924 2021-04-14 22:25:09,733 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.5726, top1-acc=82.44%, top5-acc=97.84%, remaining_time=0:00:13.571388, arrival_time=2021-04-14 22:25:23.305083, cost_time=0:01:00.317302 2021-04-14 22:25:13,507 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=0.5734, top1-acc=82.37%, top5-acc=97.84%, remaining_time=0:00:09.802156, arrival_time=2021-04-14 22:25:23.309582, cost_time=0:01:04.091035 2021-04-14 22:25:17,269 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.5751, top1-acc=82.34%, top5-acc=97.82%, remaining_time=0:00:06.031424, arrival_time=2021-04-14 22:25:23.301249, cost_time=0:01:07.853564 2021-04-14 22:25:21,023 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.5749, top1-acc=82.34%, top5-acc=97.81%, remaining_time=0:00:02.261280, arrival_time=2021-04-14 22:25:23.284724, cost_time=0:01:11.607183 2021-04-14 22:25:23,024 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.5750, top1-acc=82.31%, top5-acc=97.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:23.024031, cost_time=0:01:13.607813 2021-04-14 22:25:24,348 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.54ms, fps=1937 images/s, loss=1.5665, top1-acc=60.20%, top5-acc=86.29%, remaining_time=0:00:03.965760, arrival_time=2021-04-14 22:25:28.313800, cost_time=0:00:01.321920 2021-04-14 22:25:25,545 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.49ms, fps=2138 images/s, loss=1.5926, top1-acc=60.00%, top5-acc=86.02%, remaining_time=0:00:02.519720, arrival_time=2021-04-14 22:25:28.065568, cost_time=0:00:02.519711 2021-04-14 22:25:26,740 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.39ms, fps=2143 images/s, loss=1.5753, top1-acc=60.51%, top5-acc=86.45%, remaining_time=0:00:01.238270, arrival_time=2021-04-14 22:25:27.979152, cost_time=0:00:03.714817 2021-04-14 22:25:27,827 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=1.35ms, fps=2135 images/s, loss=1.5719, top1-acc=60.54%, top5-acc=86.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:27.827815, cost_time=0:00:04.801733 2021-04-14 22:25:29,180 INFO : Epoch=0056 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:10:57.166752, arrival_time=2021-04-15 01:36:26.347354, cost_time=1:14:15.564864 2021-04-14 22:25:29,182 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 22:25:33,095 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.78ms, fps=654 images/s, loss=0.5810, top1-acc=82.42%, top5-acc=97.50%, remaining_time=0:01:12.792030, arrival_time=2021-04-14 22:26:45.887830, cost_time=0:00:03.913546 2021-04-14 22:25:36,862 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.75ms, fps=680 images/s, loss=0.5544, top1-acc=83.55%, top5-acc=97.77%, remaining_time=0:01:07.583296, arrival_time=2021-04-14 22:26:44.445480, cost_time=0:00:07.679928 2021-04-14 22:25:40,621 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.5489, top1-acc=83.24%, top5-acc=97.98%, remaining_time=0:01:03.297128, arrival_time=2021-04-14 22:26:43.918634, cost_time=0:00:11.439248 2021-04-14 22:25:44,377 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.5484, top1-acc=83.11%, top5-acc=98.03%, remaining_time=0:00:59.260344, arrival_time=2021-04-14 22:26:43.637578, cost_time=0:00:15.194956 2021-04-14 22:25:48,132 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=2.55ms, fps=682 images/s, loss=0.5395, top1-acc=83.34%, top5-acc=98.09%, remaining_time=0:00:55.333416, arrival_time=2021-04-14 22:26:43.465538, cost_time=0:00:18.949777 2021-04-14 22:25:51,882 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.5336, top1-acc=83.49%, top5-acc=98.18%, remaining_time=0:00:51.453288, arrival_time=2021-04-14 22:26:43.335645, cost_time=0:00:22.699981 2021-04-14 22:25:55,643 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.97ms, fps=681 images/s, loss=0.5330, top1-acc=83.42%, top5-acc=98.18%, remaining_time=0:00:47.629764, arrival_time=2021-04-14 22:26:43.273013, cost_time=0:00:26.460962 2021-04-14 22:25:59,401 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.5356, top1-acc=83.34%, top5-acc=98.10%, remaining_time=0:00:43.817492, arrival_time=2021-04-14 22:26:43.218674, cost_time=0:00:30.218926 2021-04-14 22:26:03,153 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.31ms, fps=682 images/s, loss=0.5352, top1-acc=83.42%, top5-acc=98.08%, remaining_time=0:00:40.010548, arrival_time=2021-04-14 22:26:43.164053, cost_time=0:00:33.971197 2021-04-14 22:26:06,909 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.5383, top1-acc=83.38%, top5-acc=98.04%, remaining_time=0:00:36.218208, arrival_time=2021-04-14 22:26:43.127729, cost_time=0:00:37.727261 2021-04-14 22:26:10,663 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.5429, top1-acc=83.20%, top5-acc=98.01%, remaining_time=0:00:32.430256, arrival_time=2021-04-14 22:26:43.093299, cost_time=0:00:41.480591 2021-04-14 22:26:14,420 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.5455, top1-acc=83.11%, top5-acc=97.98%, remaining_time=0:00:28.651012, arrival_time=2021-04-14 22:26:43.071730, cost_time=0:00:45.238422 2021-04-14 22:26:18,175 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.5474, top1-acc=83.05%, top5-acc=97.97%, remaining_time=0:00:24.873684, arrival_time=2021-04-14 22:26:43.049535, cost_time=0:00:48.993563 2021-04-14 22:26:21,939 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.48ms, fps=680 images/s, loss=0.5517, top1-acc=82.92%, top5-acc=97.94%, remaining_time=0:00:21.102984, arrival_time=2021-04-14 22:26:43.042766, cost_time=0:00:52.757465 2021-04-14 22:26:25,701 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.5531, top1-acc=82.85%, top5-acc=97.91%, remaining_time=0:00:17.332478, arrival_time=2021-04-14 22:26:43.033846, cost_time=0:00:56.518979 2021-04-14 22:26:29,470 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.47ms, fps=679 images/s, loss=0.5536, top1-acc=82.87%, top5-acc=97.91%, remaining_time=0:00:13.564692, arrival_time=2021-04-14 22:26:43.034652, cost_time=0:01:00.287577 2021-04-14 22:26:33,231 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.5559, top1-acc=82.81%, top5-acc=97.87%, remaining_time=0:00:09.795786, arrival_time=2021-04-14 22:26:43.027391, cost_time=0:01:04.049335 2021-04-14 22:26:36,995 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.60ms, fps=680 images/s, loss=0.5568, top1-acc=82.76%, top5-acc=97.89%, remaining_time=0:00:06.027840, arrival_time=2021-04-14 22:26:43.023276, cost_time=0:01:07.813198 2021-04-14 22:26:40,758 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=5.17ms, fps=681 images/s, loss=0.5596, top1-acc=82.69%, top5-acc=97.84%, remaining_time=0:00:02.260284, arrival_time=2021-04-14 22:26:43.018329, cost_time=0:01:11.575691 2021-04-14 22:26:42,765 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.43ms, fps=678 images/s, loss=0.5627, top1-acc=82.61%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:42.764868, cost_time=0:01:13.582370 2021-04-14 22:26:44,136 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.52ms, fps=1872 images/s, loss=1.9228, top1-acc=53.98%, top5-acc=80.94%, remaining_time=0:00:04.103310, arrival_time=2021-04-14 22:26:48.240205, cost_time=0:00:01.367769 2021-04-14 22:26:45,332 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.78ms, fps=2141 images/s, loss=1.8913, top1-acc=54.90%, top5-acc=81.68%, remaining_time=0:00:02.563660, arrival_time=2021-04-14 22:26:47.896509, cost_time=0:00:02.563657 2021-04-14 22:26:46,528 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.44ms, fps=2142 images/s, loss=1.9008, top1-acc=54.64%, top5-acc=81.54%, remaining_time=0:00:01.253100, arrival_time=2021-04-14 22:26:47.781477, cost_time=0:00:03.759292 2021-04-14 22:26:47,617 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=1.27ms, fps=2132 images/s, loss=1.9280, top1-acc=54.30%, top5-acc=81.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:47.617034, cost_time=0:00:04.847882 2021-04-14 22:26:48,370 INFO : Epoch=0057 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:09:36.665443, arrival_time=2021-04-15 01:36:25.036167, cost_time=1:15:34.754784 2021-04-14 22:26:48,372 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 22:26:52,275 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=2.01ms, fps=656 images/s, loss=0.5611, top1-acc=82.62%, top5-acc=98.24%, remaining_time=0:01:12.588918, arrival_time=2021-04-14 22:28:04.864011, cost_time=0:00:03.902631 2021-04-14 22:26:56,033 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.5419, top1-acc=83.12%, top5-acc=98.11%, remaining_time=0:01:07.415040, arrival_time=2021-04-14 22:28:03.448249, cost_time=0:00:07.660805 2021-04-14 22:26:59,792 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.5294, top1-acc=83.49%, top5-acc=98.15%, remaining_time=0:01:03.193876, arrival_time=2021-04-14 22:28:02.986736, cost_time=0:00:11.420580 2021-04-14 22:27:03,558 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.42ms, fps=680 images/s, loss=0.5321, top1-acc=83.50%, top5-acc=98.19%, remaining_time=0:00:59.224464, arrival_time=2021-04-14 22:28:02.782504, cost_time=0:00:15.185747 2021-04-14 22:27:07,315 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=3.31ms, fps=681 images/s, loss=0.5309, top1-acc=83.48%, top5-acc=98.23%, remaining_time=0:00:55.314144, arrival_time=2021-04-14 22:28:02.629772, cost_time=0:00:18.943211 2021-04-14 22:27:11,079 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.94ms, fps=680 images/s, loss=0.5277, top1-acc=83.56%, top5-acc=98.24%, remaining_time=0:00:51.468520, arrival_time=2021-04-14 22:28:02.547598, cost_time=0:00:22.706677 2021-04-14 22:27:14,830 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.5295, top1-acc=83.60%, top5-acc=98.17%, remaining_time=0:00:47.623842, arrival_time=2021-04-14 22:28:02.453928, cost_time=0:00:26.457692 2021-04-14 22:27:18,586 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.78ms, fps=682 images/s, loss=0.5293, top1-acc=83.53%, top5-acc=98.22%, remaining_time=0:00:43.809952, arrival_time=2021-04-14 22:28:02.396071, cost_time=0:00:30.213720 2021-04-14 22:27:22,355 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.71ms, fps=679 images/s, loss=0.5338, top1-acc=83.43%, top5-acc=98.18%, remaining_time=0:00:40.024964, arrival_time=2021-04-14 22:28:02.380737, cost_time=0:00:33.983493 2021-04-14 22:27:26,121 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=2.70ms, fps=680 images/s, loss=0.5349, top1-acc=83.37%, top5-acc=98.22%, remaining_time=0:00:36.238944, arrival_time=2021-04-14 22:28:02.360149, cost_time=0:00:37.748922 2021-04-14 22:27:29,887 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=2.44ms, fps=680 images/s, loss=0.5373, top1-acc=83.32%, top5-acc=98.20%, remaining_time=0:00:32.457002, arrival_time=2021-04-14 22:28:02.344150, cost_time=0:00:41.514739 2021-04-14 22:27:33,643 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.5400, top1-acc=83.32%, top5-acc=98.15%, remaining_time=0:00:28.671532, arrival_time=2021-04-14 22:28:02.314788, cost_time=0:00:45.270837 2021-04-14 22:27:37,396 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=2.83ms, fps=682 images/s, loss=0.5427, top1-acc=83.23%, top5-acc=98.12%, remaining_time=0:00:24.889128, arrival_time=2021-04-14 22:28:02.285435, cost_time=0:00:49.024029 2021-04-14 22:27:41,164 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=2.16ms, fps=680 images/s, loss=0.5441, top1-acc=83.15%, top5-acc=98.13%, remaining_time=0:00:21.116648, arrival_time=2021-04-14 22:28:02.280618, cost_time=0:00:52.791653 2021-04-14 22:27:44,915 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.5481, top1-acc=83.01%, top5-acc=98.10%, remaining_time=0:00:17.339930, arrival_time=2021-04-14 22:28:02.255488, cost_time=0:00:56.543272 2021-04-14 22:27:48,679 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=0.5508, top1-acc=82.96%, top5-acc=98.05%, remaining_time=0:00:13.569192, arrival_time=2021-04-14 22:28:02.249025, cost_time=0:01:00.307507 2021-04-14 22:27:52,442 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.77ms, fps=680 images/s, loss=0.5546, top1-acc=82.87%, top5-acc=98.01%, remaining_time=0:00:09.799036, arrival_time=2021-04-14 22:28:02.241939, cost_time=0:01:04.070607 2021-04-14 22:27:56,211 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.86ms, fps=679 images/s, loss=0.5586, top1-acc=82.72%, top5-acc=98.00%, remaining_time=0:00:06.030160, arrival_time=2021-04-14 22:28:02.241935, cost_time=0:01:07.839322 2021-04-14 22:27:59,965 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.5630, top1-acc=82.58%, top5-acc=97.96%, remaining_time=0:00:02.260842, arrival_time=2021-04-14 22:28:02.226507, cost_time=0:01:11.593388 2021-04-14 22:28:01,968 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.35ms, fps=679 images/s, loss=0.5645, top1-acc=82.56%, top5-acc=97.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:01.968201, cost_time=0:01:13.595866 2021-04-14 22:28:03,317 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.91ms, fps=1900 images/s, loss=1.6296, top1-acc=58.79%, top5-acc=85.82%, remaining_time=0:00:04.041270, arrival_time=2021-04-14 22:28:07.358858, cost_time=0:00:01.347087 2021-04-14 22:28:04,516 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.34ms, fps=2136 images/s, loss=1.6432, top1-acc=58.95%, top5-acc=85.70%, remaining_time=0:00:02.546280, arrival_time=2021-04-14 22:28:07.063071, cost_time=0:00:02.546273 2021-04-14 22:28:05,711 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.54ms, fps=2145 images/s, loss=1.6771, top1-acc=58.50%, top5-acc=85.22%, remaining_time=0:00:01.246870, arrival_time=2021-04-14 22:28:06.957884, cost_time=0:00:03.740607 2021-04-14 22:28:06,802 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=1.22ms, fps=2127 images/s, loss=1.6811, top1-acc=58.28%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:06.802351, cost_time=0:00:04.831897 2021-04-14 22:28:07,520 INFO : Epoch=0058 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:08:16.111928, arrival_time=2021-04-15 01:36:23.632540, cost_time=1:16:53.904881 2021-04-14 22:28:07,521 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 22:28:11,441 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.90ms, fps=653 images/s, loss=0.5309, top1-acc=83.63%, top5-acc=97.62%, remaining_time=0:01:12.904374, arrival_time=2021-04-14 22:29:24.346154, cost_time=0:00:03.919589 2021-04-14 22:28:15,201 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.5103, top1-acc=84.75%, top5-acc=98.01%, remaining_time=0:01:07.574672, arrival_time=2021-04-14 22:29:22.775735, cost_time=0:00:07.678949 2021-04-14 22:28:18,961 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.5001, top1-acc=85.08%, top5-acc=98.15%, remaining_time=0:01:03.298290, arrival_time=2021-04-14 22:29:22.260035, cost_time=0:00:11.439452 2021-04-14 22:28:22,714 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.4991, top1-acc=85.19%, top5-acc=98.25%, remaining_time=0:00:59.249112, arrival_time=2021-04-14 22:29:21.963330, cost_time=0:00:15.192090 2021-04-14 22:28:26,472 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=2.62ms, fps=681 images/s, loss=0.4968, top1-acc=85.16%, top5-acc=98.33%, remaining_time=0:00:55.334292, arrival_time=2021-04-14 22:29:21.806538, cost_time=0:00:18.950122 2021-04-14 22:28:30,230 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.4966, top1-acc=85.11%, top5-acc=98.37%, remaining_time=0:00:51.471240, arrival_time=2021-04-14 22:29:21.701370, cost_time=0:00:22.707901 2021-04-14 22:28:33,980 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.4926, top1-acc=85.08%, top5-acc=98.43%, remaining_time=0:00:47.624976, arrival_time=2021-04-14 22:29:21.605558, cost_time=0:00:26.458336 2021-04-14 22:28:37,743 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.4995, top1-acc=84.92%, top5-acc=98.36%, remaining_time=0:00:43.820624, arrival_time=2021-04-14 22:29:21.564047, cost_time=0:00:30.221146 2021-04-14 22:28:41,504 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.69ms, fps=681 images/s, loss=0.5010, top1-acc=84.81%, top5-acc=98.37%, remaining_time=0:00:40.023162, arrival_time=2021-04-14 22:29:21.527171, cost_time=0:00:33.981902 2021-04-14 22:28:45,261 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.5028, top1-acc=84.73%, top5-acc=98.36%, remaining_time=0:00:36.229152, arrival_time=2021-04-14 22:29:21.490095, cost_time=0:00:37.738667 2021-04-14 22:28:49,019 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.69ms, fps=681 images/s, loss=0.5100, top1-acc=84.48%, top5-acc=98.32%, remaining_time=0:00:32.442984, arrival_time=2021-04-14 22:29:21.461934, cost_time=0:00:41.496821 2021-04-14 22:28:52,782 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.5167, top1-acc=84.28%, top5-acc=98.29%, remaining_time=0:00:28.664996, arrival_time=2021-04-14 22:29:21.447614, cost_time=0:00:45.260495 2021-04-14 22:28:56,540 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=3.98ms, fps=681 images/s, loss=0.5222, top1-acc=84.05%, top5-acc=98.24%, remaining_time=0:00:24.886422, arrival_time=2021-04-14 22:29:21.427280, cost_time=0:00:49.018685 2021-04-14 22:29:00,298 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.5230, top1-acc=83.95%, top5-acc=98.26%, remaining_time=0:00:21.110544, arrival_time=2021-04-14 22:29:21.409052, cost_time=0:00:52.776299 2021-04-14 22:29:04,059 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.5274, top1-acc=83.85%, top5-acc=98.21%, remaining_time=0:00:17.337952, arrival_time=2021-04-14 22:29:21.397083, cost_time=0:00:56.536755 2021-04-14 22:29:07,818 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.5329, top1-acc=83.67%, top5-acc=98.17%, remaining_time=0:00:13.566708, arrival_time=2021-04-14 22:29:21.385302, cost_time=0:01:00.296450 2021-04-14 22:29:11,571 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.5393, top1-acc=83.47%, top5-acc=98.09%, remaining_time=0:00:09.795708, arrival_time=2021-04-14 22:29:21.366825, cost_time=0:01:04.048940 2021-04-14 22:29:15,328 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.5427, top1-acc=83.39%, top5-acc=98.05%, remaining_time=0:00:06.027200, arrival_time=2021-04-14 22:29:21.355452, cost_time=0:01:07.806020 2021-04-14 22:29:19,086 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.28ms, fps=681 images/s, loss=0.5466, top1-acc=83.27%, top5-acc=98.03%, remaining_time=0:00:02.259912, arrival_time=2021-04-14 22:29:21.345925, cost_time=0:01:11.563906 2021-04-14 22:29:21,091 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.29ms, fps=678 images/s, loss=0.5494, top1-acc=83.21%, top5-acc=98.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:21.091542, cost_time=0:01:13.569413 2021-04-14 22:29:22,407 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.71ms, fps=1949 images/s, loss=1.9127, top1-acc=55.00%, top5-acc=83.40%, remaining_time=0:00:03.941100, arrival_time=2021-04-14 22:29:26.348617, cost_time=0:00:01.313701 2021-04-14 22:29:23,598 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.22ms, fps=2151 images/s, loss=1.8844, top1-acc=55.08%, top5-acc=83.89%, remaining_time=0:00:02.504440, arrival_time=2021-04-14 22:29:26.102695, cost_time=0:00:02.504447 2021-04-14 22:29:24,786 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.45ms, fps=2155 images/s, loss=1.8741, top1-acc=55.44%, top5-acc=84.00%, remaining_time=0:00:01.230900, arrival_time=2021-04-14 22:29:26.017334, cost_time=0:00:03.692713 2021-04-14 22:29:25,871 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=1.35ms, fps=2138 images/s, loss=1.8865, top1-acc=55.67%, top5-acc=84.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:25.871888, cost_time=0:00:04.778201 2021-04-14 22:29:26,525 INFO : Epoch=0059 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:06:55.258863, arrival_time=2021-04-15 01:36:21.784315, cost_time=1:18:12.909716 2021-04-14 22:29:26,526 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 22:29:30,516 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=2.73ms, fps=642 images/s, loss=0.5120, top1-acc=84.10%, top5-acc=98.44%, remaining_time=0:01:14.210280, arrival_time=2021-04-14 22:30:44.727138, cost_time=0:00:03.989803 2021-04-14 22:29:34,276 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.4956, top1-acc=84.67%, top5-acc=98.57%, remaining_time=0:01:08.194368, arrival_time=2021-04-14 22:30:42.470742, cost_time=0:00:07.749363 2021-04-14 22:29:38,035 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.4863, top1-acc=84.87%, top5-acc=98.55%, remaining_time=0:01:03.677600, arrival_time=2021-04-14 22:30:41.712566, cost_time=0:00:11.507995 2021-04-14 22:29:41,792 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.4894, top1-acc=84.96%, top5-acc=98.54%, remaining_time=0:00:59.533656, arrival_time=2021-04-14 22:30:41.325920, cost_time=0:00:15.265048 2021-04-14 22:29:45,556 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=3.83ms, fps=680 images/s, loss=0.4927, top1-acc=84.79%, top5-acc=98.48%, remaining_time=0:00:55.566286, arrival_time=2021-04-14 22:30:41.122857, cost_time=0:00:19.029574 2021-04-14 22:29:49,312 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.4933, top1-acc=84.71%, top5-acc=98.49%, remaining_time=0:00:51.646680, arrival_time=2021-04-14 22:30:40.959108, cost_time=0:00:22.785309 2021-04-14 22:29:53,072 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.4965, top1-acc=84.75%, top5-acc=98.45%, remaining_time=0:00:47.781594, arrival_time=2021-04-14 22:30:40.853942, cost_time=0:00:26.545356 2021-04-14 22:29:56,831 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.4995, top1-acc=84.62%, top5-acc=98.44%, remaining_time=0:00:43.941148, arrival_time=2021-04-14 22:30:40.772369, cost_time=0:00:30.304241 2021-04-14 22:30:00,583 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.5027, top1-acc=84.52%, top5-acc=98.42%, remaining_time=0:00:40.110294, arrival_time=2021-04-14 22:30:40.693312, cost_time=0:00:34.055930 2021-04-14 22:30:04,348 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=2.24ms, fps=680 images/s, loss=0.5076, top1-acc=84.39%, top5-acc=98.36%, remaining_time=0:00:36.308736, arrival_time=2021-04-14 22:30:40.657418, cost_time=0:00:37.821590 2021-04-14 22:30:08,100 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=2.26ms, fps=682 images/s, loss=0.5090, top1-acc=84.28%, top5-acc=98.32%, remaining_time=0:00:32.503098, arrival_time=2021-04-14 22:30:40.603837, cost_time=0:00:41.573695 2021-04-14 22:30:11,855 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=2.91ms, fps=682 images/s, loss=0.5176, top1-acc=84.08%, top5-acc=98.29%, remaining_time=0:00:28.708240, arrival_time=2021-04-14 22:30:40.564024, cost_time=0:00:45.328801 2021-04-14 22:30:15,609 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.5224, top1-acc=83.91%, top5-acc=98.22%, remaining_time=0:00:24.919026, arrival_time=2021-04-14 22:30:40.528883, cost_time=0:00:49.082881 2021-04-14 22:30:19,366 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.5249, top1-acc=83.83%, top5-acc=98.22%, remaining_time=0:00:21.135968, arrival_time=2021-04-14 22:30:40.502834, cost_time=0:00:52.839894 2021-04-14 22:30:23,129 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.5274, top1-acc=83.72%, top5-acc=98.21%, remaining_time=0:00:17.357962, arrival_time=2021-04-14 22:30:40.487120, cost_time=0:00:56.602062 2021-04-14 22:30:26,885 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.5301, top1-acc=83.68%, top5-acc=98.18%, remaining_time=0:00:13.580640, arrival_time=2021-04-14 22:30:40.466307, cost_time=0:01:00.358462 2021-04-14 22:30:30,646 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.5330, top1-acc=83.57%, top5-acc=98.16%, remaining_time=0:00:09.806472, arrival_time=2021-04-14 22:30:40.452658, cost_time=0:01:04.119213 2021-04-14 22:30:34,406 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.97ms, fps=681 images/s, loss=0.5345, top1-acc=83.55%, top5-acc=98.15%, remaining_time=0:00:06.033728, arrival_time=2021-04-14 22:30:40.440311, cost_time=0:01:07.879467 2021-04-14 22:30:38,169 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.5362, top1-acc=83.46%, top5-acc=98.13%, remaining_time=0:00:02.262378, arrival_time=2021-04-14 22:30:40.431348, cost_time=0:01:11.641984 2021-04-14 22:30:40,170 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.5387, top1-acc=83.41%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:40.170376, cost_time=0:01:13.643406 2021-04-14 22:30:41,482 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.61ms, fps=1954 images/s, loss=1.6215, top1-acc=58.52%, top5-acc=84.61%, remaining_time=0:00:03.929550, arrival_time=2021-04-14 22:30:45.412016, cost_time=0:00:01.309851 2021-04-14 22:30:42,677 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.86ms, fps=2144 images/s, loss=1.5823, top1-acc=59.41%, top5-acc=85.27%, remaining_time=0:00:02.504280, arrival_time=2021-04-14 22:30:45.181208, cost_time=0:00:02.504275 2021-04-14 22:30:43,868 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.54ms, fps=2150 images/s, loss=1.5720, top1-acc=59.97%, top5-acc=85.52%, remaining_time=0:00:01.231860, arrival_time=2021-04-14 22:30:45.099966, cost_time=0:00:03.695581 2021-04-14 22:30:44,953 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=1.80ms, fps=2139 images/s, loss=1.5780, top1-acc=59.93%, top5-acc=85.56%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:44.953165, cost_time=0:00:04.780606 2021-04-14 22:30:45,646 INFO : Epoch=0060 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:05:34.738160, arrival_time=2021-04-15 01:36:20.384572, cost_time=1:19:32.030656 2021-04-14 22:30:45,648 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 22:30:49,555 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.15ms, fps=655 images/s, loss=0.5526, top1-acc=83.48%, top5-acc=97.70%, remaining_time=0:01:12.667224, arrival_time=2021-04-14 22:32:02.222949, cost_time=0:00:03.906845 2021-04-14 22:30:53,328 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.22ms, fps=679 images/s, loss=0.5406, top1-acc=83.42%, top5-acc=98.03%, remaining_time=0:01:07.577488, arrival_time=2021-04-14 22:32:00.905560, cost_time=0:00:07.679269 2021-04-14 22:30:57,092 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=3.77ms, fps=680 images/s, loss=0.5280, top1-acc=83.95%, top5-acc=97.94%, remaining_time=0:01:03.318874, arrival_time=2021-04-14 22:32:00.410879, cost_time=0:00:11.443167 2021-04-14 22:31:00,856 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=4.39ms, fps=680 images/s, loss=0.5260, top1-acc=83.82%, top5-acc=98.02%, remaining_time=0:00:59.310732, arrival_time=2021-04-14 22:32:00.167517, cost_time=0:00:15.207878 2021-04-14 22:31:04,618 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.5179, top1-acc=84.08%, top5-acc=98.17%, remaining_time=0:00:55.390210, arrival_time=2021-04-14 22:32:00.008209, cost_time=0:00:18.969244 2021-04-14 22:31:08,378 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.5161, top1-acc=84.06%, top5-acc=98.19%, remaining_time=0:00:51.520064, arrival_time=2021-04-14 22:31:59.898286, cost_time=0:00:22.729412 2021-04-14 22:31:12,141 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.75ms, fps=680 images/s, loss=0.5146, top1-acc=84.12%, top5-acc=98.27%, remaining_time=0:00:47.687094, arrival_time=2021-04-14 22:31:59.828874, cost_time=0:00:26.492825 2021-04-14 22:31:15,901 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.5151, top1-acc=84.09%, top5-acc=98.27%, remaining_time=0:00:43.865516, arrival_time=2021-04-14 22:31:59.766451, cost_time=0:00:30.252059 2021-04-14 22:31:19,660 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.5155, top1-acc=84.09%, top5-acc=98.26%, remaining_time=0:00:40.058460, arrival_time=2021-04-14 22:31:59.719206, cost_time=0:00:34.011895 2021-04-14 22:31:23,424 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=3.14ms, fps=680 images/s, loss=0.5190, top1-acc=83.89%, top5-acc=98.26%, remaining_time=0:00:36.264480, arrival_time=2021-04-14 22:31:59.688790, cost_time=0:00:37.775468 2021-04-14 22:31:27,175 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.5194, top1-acc=83.87%, top5-acc=98.24%, remaining_time=0:00:32.465774, arrival_time=2021-04-14 22:31:59.640686, cost_time=0:00:41.526026 2021-04-14 22:31:30,932 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.5244, top1-acc=83.69%, top5-acc=98.23%, remaining_time=0:00:28.679588, arrival_time=2021-04-14 22:31:59.612076, cost_time=0:00:45.283565 2021-04-14 22:31:34,694 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.5245, top1-acc=83.68%, top5-acc=98.21%, remaining_time=0:00:24.899952, arrival_time=2021-04-14 22:31:59.594094, cost_time=0:00:49.045385 2021-04-14 22:31:38,448 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.5292, top1-acc=83.61%, top5-acc=98.15%, remaining_time=0:00:21.119952, arrival_time=2021-04-14 22:31:59.568584, cost_time=0:00:52.799821 2021-04-14 22:31:42,213 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.5307, top1-acc=83.65%, top5-acc=98.12%, remaining_time=0:00:17.346416, arrival_time=2021-04-14 22:31:59.559665, cost_time=0:00:56.564383 2021-04-14 22:31:45,984 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=3.01ms, fps=679 images/s, loss=0.5329, top1-acc=83.57%, top5-acc=98.11%, remaining_time=0:00:13.575420, arrival_time=2021-04-14 22:31:59.559490, cost_time=0:01:00.335236 2021-04-14 22:31:49,746 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.5361, top1-acc=83.46%, top5-acc=98.09%, remaining_time=0:00:09.803170, arrival_time=2021-04-14 22:31:59.549532, cost_time=0:01:04.097604 2021-04-14 22:31:53,521 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.41ms, fps=678 images/s, loss=0.5392, top1-acc=83.36%, top5-acc=98.04%, remaining_time=0:00:06.033088, arrival_time=2021-04-14 22:31:59.554116, cost_time=0:01:07.872277 2021-04-14 22:31:57,274 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.32ms, fps=682 images/s, loss=0.5435, top1-acc=83.19%, top5-acc=98.01%, remaining_time=0:00:02.261880, arrival_time=2021-04-14 22:31:59.536758, cost_time=0:01:11.626135 2021-04-14 22:31:59,279 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.32ms, fps=679 images/s, loss=0.5459, top1-acc=83.12%, top5-acc=97.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:59.279546, cost_time=0:01:13.630711 2021-04-14 22:32:00,622 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.40ms, fps=1911 images/s, loss=1.6049, top1-acc=59.57%, top5-acc=85.47%, remaining_time=0:00:04.018440, arrival_time=2021-04-14 22:32:04.640757, cost_time=0:00:01.339475 2021-04-14 22:32:01,815 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.53ms, fps=2146 images/s, loss=1.6136, top1-acc=58.85%, top5-acc=84.92%, remaining_time=0:00:02.532880, arrival_time=2021-04-14 22:32:04.348598, cost_time=0:00:02.532871 2021-04-14 22:32:03,008 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=2.26ms, fps=2147 images/s, loss=1.5927, top1-acc=59.32%, top5-acc=85.62%, remaining_time=0:00:01.242020, arrival_time=2021-04-14 22:32:04.250827, cost_time=0:00:03.726049 2021-04-14 22:32:04,099 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.09ms, fps=2129 images/s, loss=1.5968, top1-acc=59.17%, top5-acc=85.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:04.098997, cost_time=0:00:04.816093 2021-04-14 22:32:04,824 INFO : Epoch=0061 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:04:14.393946, arrival_time=2021-04-15 01:36:19.218517, cost_time=1:20:51.208837 2021-04-14 22:32:04,825 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 22:32:08,761 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.54ms, fps=651 images/s, loss=0.4945, top1-acc=85.27%, top5-acc=98.44%, remaining_time=0:01:13.193232, arrival_time=2021-04-14 22:33:21.954560, cost_time=0:00:03.935122 2021-04-14 22:32:12,516 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.4825, top1-acc=85.64%, top5-acc=98.42%, remaining_time=0:01:07.672704, arrival_time=2021-04-14 22:33:20.188921, cost_time=0:00:07.690087 2021-04-14 22:32:16,277 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.4752, top1-acc=85.64%, top5-acc=98.53%, remaining_time=0:01:03.361370, arrival_time=2021-04-14 22:33:19.638371, cost_time=0:00:11.450847 2021-04-14 22:32:20,030 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=2.64ms, fps=682 images/s, loss=0.4677, top1-acc=85.65%, top5-acc=98.56%, remaining_time=0:00:59.297316, arrival_time=2021-04-14 22:33:19.327893, cost_time=0:00:15.204449 2021-04-14 22:32:23,783 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.92ms, fps=682 images/s, loss=0.4688, top1-acc=85.55%, top5-acc=98.64%, remaining_time=0:00:55.354148, arrival_time=2021-04-14 22:33:19.137155, cost_time=0:00:18.956881 2021-04-14 22:32:27,540 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.4725, top1-acc=85.43%, top5-acc=98.55%, remaining_time=0:00:51.486472, arrival_time=2021-04-14 22:33:19.027185, cost_time=0:00:22.714631 2021-04-14 22:32:31,311 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.13ms, fps=679 images/s, loss=0.4742, top1-acc=85.37%, top5-acc=98.54%, remaining_time=0:00:47.672856, arrival_time=2021-04-14 22:33:18.983849, cost_time=0:00:26.484890 2021-04-14 22:32:35,078 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.88ms, fps=680 images/s, loss=0.4755, top1-acc=85.30%, top5-acc=98.52%, remaining_time=0:00:43.866444, arrival_time=2021-04-14 22:33:18.945244, cost_time=0:00:30.252708 2021-04-14 22:32:38,846 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.90ms, fps=680 images/s, loss=0.4788, top1-acc=85.20%, top5-acc=98.52%, remaining_time=0:00:40.068212, arrival_time=2021-04-14 22:33:18.914566, cost_time=0:00:34.020218 2021-04-14 22:32:42,609 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=4.15ms, fps=680 images/s, loss=0.4801, top1-acc=85.18%, top5-acc=98.52%, remaining_time=0:00:36.272160, arrival_time=2021-04-14 22:33:18.881913, cost_time=0:00:37.783517 2021-04-14 22:32:46,376 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=3.40ms, fps=680 images/s, loss=0.4840, top1-acc=85.07%, top5-acc=98.49%, remaining_time=0:00:32.484436, arrival_time=2021-04-14 22:33:18.860546, cost_time=0:00:41.549893 2021-04-14 22:32:50,134 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.4885, top1-acc=85.01%, top5-acc=98.45%, remaining_time=0:00:28.695092, arrival_time=2021-04-14 22:33:18.829390, cost_time=0:00:45.308022 2021-04-14 22:32:53,892 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=2.41ms, fps=681 images/s, loss=0.4935, top1-acc=84.83%, top5-acc=98.41%, remaining_time=0:00:24.910512, arrival_time=2021-04-14 22:33:18.802838, cost_time=0:00:49.066125 2021-04-14 22:32:57,646 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.4983, top1-acc=84.66%, top5-acc=98.37%, remaining_time=0:00:21.127960, arrival_time=2021-04-14 22:33:18.773973, cost_time=0:00:52.819926 2021-04-14 22:33:01,400 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.5008, top1-acc=84.52%, top5-acc=98.36%, remaining_time=0:00:17.349452, arrival_time=2021-04-14 22:33:18.749812, cost_time=0:00:56.574242 2021-04-14 22:33:05,167 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.84ms, fps=680 images/s, loss=0.5068, top1-acc=84.39%, top5-acc=98.32%, remaining_time=0:00:13.576788, arrival_time=2021-04-14 22:33:18.744171, cost_time=0:01:00.341293 2021-04-14 22:33:08,933 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.5110, top1-acc=84.26%, top5-acc=98.29%, remaining_time=0:00:09.804600, arrival_time=2021-04-14 22:33:18.737727, cost_time=0:01:04.106924 2021-04-14 22:33:12,689 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.5165, top1-acc=84.12%, top5-acc=98.27%, remaining_time=0:00:06.032288, arrival_time=2021-04-14 22:33:18.721635, cost_time=0:01:07.863258 2021-04-14 22:33:16,443 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.5200, top1-acc=84.03%, top5-acc=98.25%, remaining_time=0:00:02.261592, arrival_time=2021-04-14 22:33:18.704792, cost_time=0:01:11.617060 2021-04-14 22:33:18,447 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.38ms, fps=679 images/s, loss=0.5227, top1-acc=83.97%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:18.447111, cost_time=0:01:13.621019 2021-04-14 22:33:19,776 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.74ms, fps=1929 images/s, loss=2.3401, top1-acc=49.06%, top5-acc=78.12%, remaining_time=0:00:03.980520, arrival_time=2021-04-14 22:33:23.756759, cost_time=0:00:01.326841 2021-04-14 22:33:20,973 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.44ms, fps=2139 images/s, loss=2.3309, top1-acc=50.00%, top5-acc=78.59%, remaining_time=0:00:02.524500, arrival_time=2021-04-14 22:33:23.498182, cost_time=0:00:02.524502 2021-04-14 22:33:22,169 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.85ms, fps=2142 images/s, loss=2.3283, top1-acc=50.27%, top5-acc=78.49%, remaining_time=0:00:01.240110, arrival_time=2021-04-14 22:33:23.409732, cost_time=0:00:03.720342 2021-04-14 22:33:23,255 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=1.33ms, fps=2137 images/s, loss=2.3477, top1-acc=50.05%, top5-acc=78.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:23.255574, cost_time=0:00:04.806413 2021-04-14 22:33:24,055 INFO : Epoch=0062 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:02:54.203532, arrival_time=2021-04-15 01:36:18.258537, cost_time=1:22:10.439267 2021-04-14 22:33:24,056 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 22:33:28,009 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=2.16ms, fps=648 images/s, loss=0.5378, top1-acc=83.87%, top5-acc=98.28%, remaining_time=0:01:13.517616, arrival_time=2021-04-14 22:34:41.526736, cost_time=0:00:03.952555 2021-04-14 22:33:31,757 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.35ms, fps=683 images/s, loss=0.5182, top1-acc=84.34%, top5-acc=98.46%, remaining_time=0:01:07.767744, arrival_time=2021-04-14 22:34:39.525276, cost_time=0:00:07.700889 2021-04-14 22:33:35,527 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.89ms, fps=679 images/s, loss=0.5038, top1-acc=84.64%, top5-acc=98.44%, remaining_time=0:01:03.471096, arrival_time=2021-04-14 22:34:38.998363, cost_time=0:00:11.470670 2021-04-14 22:33:39,296 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.61ms, fps=679 images/s, loss=0.4921, top1-acc=84.76%, top5-acc=98.50%, remaining_time=0:00:59.434752, arrival_time=2021-04-14 22:34:38.731353, cost_time=0:00:15.239670 2021-04-14 22:33:43,054 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.4889, top1-acc=84.87%, top5-acc=98.54%, remaining_time=0:00:55.472992, arrival_time=2021-04-14 22:34:38.527213, cost_time=0:00:18.997581 2021-04-14 22:33:46,810 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.4854, top1-acc=85.05%, top5-acc=98.52%, remaining_time=0:00:51.574872, arrival_time=2021-04-14 22:34:38.385065, cost_time=0:00:22.753611 2021-04-14 22:33:50,572 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.4869, top1-acc=85.06%, top5-acc=98.51%, remaining_time=0:00:47.728296, arrival_time=2021-04-14 22:34:38.300539, cost_time=0:00:26.515712 2021-04-14 22:33:54,339 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.64ms, fps=680 images/s, loss=0.4899, top1-acc=84.94%, top5-acc=98.48%, remaining_time=0:00:43.910176, arrival_time=2021-04-14 22:34:38.249591, cost_time=0:00:30.282886 2021-04-14 22:33:58,098 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.16ms, fps=681 images/s, loss=0.4945, top1-acc=84.84%, top5-acc=98.42%, remaining_time=0:00:40.093334, arrival_time=2021-04-14 22:34:38.191388, cost_time=0:00:34.041481 2021-04-14 22:34:01,864 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=2.11ms, fps=680 images/s, loss=0.4981, top1-acc=84.73%, top5-acc=98.41%, remaining_time=0:00:36.295392, arrival_time=2021-04-14 22:34:38.159693, cost_time=0:00:37.807705 2021-04-14 22:34:05,628 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.72ms, fps=680 images/s, loss=0.5036, top1-acc=84.56%, top5-acc=98.40%, remaining_time=0:00:32.501636, arrival_time=2021-04-14 22:34:38.130293, cost_time=0:00:41.571883 2021-04-14 22:34:09,396 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=2.25ms, fps=680 images/s, loss=0.5079, top1-acc=84.42%, top5-acc=98.35%, remaining_time=0:00:28.715232, arrival_time=2021-04-14 22:34:38.111635, cost_time=0:00:45.339877 2021-04-14 22:34:13,150 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=0.5111, top1-acc=84.31%, top5-acc=98.33%, remaining_time=0:00:24.924570, arrival_time=2021-04-14 22:34:38.074959, cost_time=0:00:49.093813 2021-04-14 22:34:16,898 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.42ms, fps=683 images/s, loss=0.5134, top1-acc=84.25%, top5-acc=98.31%, remaining_time=0:00:21.136696, arrival_time=2021-04-14 22:34:38.034956, cost_time=0:00:52.841736 2021-04-14 22:34:20,657 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.54ms, fps=681 images/s, loss=0.5171, top1-acc=84.12%, top5-acc=98.28%, remaining_time=0:00:17.357594, arrival_time=2021-04-14 22:34:38.015015, cost_time=0:00:56.600864 2021-04-14 22:34:24,414 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=2.73ms, fps=682 images/s, loss=0.5197, top1-acc=84.04%, top5-acc=98.24%, remaining_time=0:00:13.580496, arrival_time=2021-04-14 22:34:37.994829, cost_time=0:01:00.357762 2021-04-14 22:34:28,169 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=3.34ms, fps=682 images/s, loss=0.5230, top1-acc=83.96%, top5-acc=98.22%, remaining_time=0:00:09.805510, arrival_time=2021-04-14 22:34:37.974947, cost_time=0:01:04.112909 2021-04-14 22:34:31,928 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.5237, top1-acc=83.96%, top5-acc=98.22%, remaining_time=0:00:06.033024, arrival_time=2021-04-14 22:34:37.961059, cost_time=0:01:07.871512 2021-04-14 22:34:35,689 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.31ms, fps=681 images/s, loss=0.5267, top1-acc=83.84%, top5-acc=98.21%, remaining_time=0:00:02.262102, arrival_time=2021-04-14 22:34:37.951893, cost_time=0:01:11.633273 2021-04-14 22:34:37,704 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.74ms, fps=675 images/s, loss=0.5300, top1-acc=83.76%, top5-acc=98.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:37.704297, cost_time=0:01:13.647680 2021-04-14 22:34:39,035 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.65ms, fps=1928 images/s, loss=1.8671, top1-acc=55.31%, top5-acc=82.42%, remaining_time=0:00:03.982710, arrival_time=2021-04-14 22:34:43.017636, cost_time=0:00:01.327573 2021-04-14 22:34:40,224 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.33ms, fps=2153 images/s, loss=1.8721, top1-acc=55.70%, top5-acc=83.30%, remaining_time=0:00:02.517140, arrival_time=2021-04-14 22:34:42.741503, cost_time=0:00:02.517137 2021-04-14 22:34:41,414 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.39ms, fps=2151 images/s, loss=1.8541, top1-acc=56.50%, top5-acc=83.55%, remaining_time=0:00:01.235850, arrival_time=2021-04-14 22:34:42.650709, cost_time=0:00:03.707540 2021-04-14 22:34:42,497 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=1.41ms, fps=2144 images/s, loss=1.8389, top1-acc=56.59%, top5-acc=83.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:42.497548, cost_time=0:00:04.790362 2021-04-14 22:34:43,224 INFO : Epoch=0063 complete, best val top1-acc=60.54%, top5-acc=86.62% (epoch=56), remaining_time=3:01:33.911337, arrival_time=2021-04-15 01:36:17.135965, cost_time=1:23:29.608865 2021-04-14 22:34:43,226 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 22:34:47,178 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=2.56ms, fps=648 images/s, loss=0.4751, top1-acc=85.51%, top5-acc=98.55%, remaining_time=0:01:13.493994, arrival_time=2021-04-14 22:36:00.672425, cost_time=0:00:03.951290 2021-04-14 22:34:50,943 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.38ms, fps=680 images/s, loss=0.4974, top1-acc=84.75%, top5-acc=98.46%, remaining_time=0:01:07.899392, arrival_time=2021-04-14 22:35:58.842463, cost_time=0:00:07.715849 2021-04-14 22:34:54,698 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.41ms, fps=682 images/s, loss=0.4882, top1-acc=85.14%, top5-acc=98.50%, remaining_time=0:01:03.474748, arrival_time=2021-04-14 22:35:58.173247, cost_time=0:00:11.471340 2021-04-14 22:34:58,464 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=0.4796, top1-acc=85.42%, top5-acc=98.49%, remaining_time=0:00:59.424612, arrival_time=2021-04-14 22:35:57.888768, cost_time=0:00:15.237071 2021-04-14 22:35:02,230 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.4750, top1-acc=85.66%, top5-acc=98.51%, remaining_time=0:00:55.490220, arrival_time=2021-04-14 22:35:57.720783, cost_time=0:00:19.003476 2021-04-14 22:35:05,979 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=2.77ms, fps=683 images/s, loss=0.4783, top1-acc=85.35%, top5-acc=98.49%, remaining_time=0:00:51.572288, arrival_time=2021-04-14 22:35:57.551932, cost_time=0:00:22.752485 2021-04-14 22:35:09,744 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=3.49ms, fps=680 images/s, loss=0.4767, top1-acc=85.37%, top5-acc=98.59%, remaining_time=0:00:47.731446, arrival_time=2021-04-14 22:35:57.476058, cost_time=0:00:26.517455 2021-04-14 22:35:13,506 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.4788, top1-acc=85.36%, top5-acc=98.51%, remaining_time=0:00:43.904840, arrival_time=2021-04-14 22:35:57.411141, cost_time=0:00:30.279196 2021-04-14 22:35:17,267 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=2.70ms, fps=681 images/s, loss=0.4842, top1-acc=85.16%, top5-acc=98.48%, remaining_time=0:00:40.092062, arrival_time=2021-04-14 22:35:57.359652, cost_time=0:00:34.040454 2021-04-14 22:35:21,024 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.4882, top1-acc=85.04%, top5-acc=98.45%, remaining_time=0:00:36.284928, arrival_time=2021-04-14 22:35:57.308840, cost_time=0:00:37.796752 2021-04-14 22:35:24,787 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.35ms, fps=680 images/s, loss=0.4909, top1-acc=85.00%, top5-acc=98.46%, remaining_time=0:00:32.492434, arrival_time=2021-04-14 22:35:57.279622, cost_time=0:00:41.560098 2021-04-14 22:35:28,541 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.4918, top1-acc=84.94%, top5-acc=98.47%, remaining_time=0:00:28.699348, arrival_time=2021-04-14 22:35:57.241104, cost_time=0:00:45.314758 2021-04-14 22:35:32,300 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=0.4951, top1-acc=84.82%, top5-acc=98.46%, remaining_time=0:00:24.913878, arrival_time=2021-04-14 22:35:57.213792, cost_time=0:00:49.072760 2021-04-14 22:35:36,058 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.5003, top1-acc=84.62%, top5-acc=98.42%, remaining_time=0:00:21.132608, arrival_time=2021-04-14 22:35:57.191233, cost_time=0:00:52.831550 2021-04-14 22:35:39,824 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=2.62ms, fps=680 images/s, loss=0.5032, top1-acc=84.54%, top5-acc=98.38%, remaining_time=0:00:17.356536, arrival_time=2021-04-14 22:35:57.181021, cost_time=0:00:56.597377 2021-04-14 22:35:43,578 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=2.97ms, fps=682 images/s, loss=0.5084, top1-acc=84.40%, top5-acc=98.33%, remaining_time=0:00:13.578984, arrival_time=2021-04-14 22:35:57.157246, cost_time=0:01:00.351044 2021-04-14 22:35:47,340 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.5111, top1-acc=84.28%, top5-acc=98.31%, remaining_time=0:00:09.805562, arrival_time=2021-04-14 22:35:57.145921, cost_time=0:01:04.113260 2021-04-14 22:35:51,106 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.50ms, fps=680 images/s, loss=0.5152, top1-acc=84.13%, top5-acc=98.29%, remaining_time=0:00:06.033712, arrival_time=2021-04-14 22:35:57.140231, cost_time=0:01:07.879349 2021-04-14 22:35:54,874 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.87ms, fps=679 images/s, loss=0.5170, top1-acc=84.07%, top5-acc=98.29%, remaining_time=0:00:02.262564, arrival_time=2021-04-14 22:35:57.137436, cost_time=0:01:11.647769 2021-04-14 22:35:56,877 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.36ms, fps=679 images/s, loss=0.5190, top1-acc=84.00%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:56.877900, cost_time=0:01:13.650826 2021-04-14 22:35:58,223 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.23ms, fps=1906 images/s, loss=1.5333, top1-acc=62.38%, top5-acc=87.81%, remaining_time=0:00:04.029990, arrival_time=2021-04-14 22:36:02.253599, cost_time=0:00:01.343334 2021-04-14 22:35:59,421 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.61ms, fps=2139 images/s, loss=1.5558, top1-acc=61.17%, top5-acc=87.68%, remaining_time=0:00:02.541000, arrival_time=2021-04-14 22:36:01.962293, cost_time=0:00:02.541007 2021-04-14 22:36:00,615 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.49ms, fps=2145 images/s, loss=1.5340, top1-acc=61.64%, top5-acc=87.83%, remaining_time=0:00:01.244980, arrival_time=2021-04-14 22:36:01.860081, cost_time=0:00:03.734926 2021-04-14 22:36:01,708 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.17ms, fps=2123 images/s, loss=1.5292, top1-acc=61.24%, top5-acc=87.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:01.708300, cost_time=0:00:04.828041 2021-04-14 22:36:03,097 INFO : Epoch=0064 complete, best val top1-acc=61.24%, top5-acc=87.47% (epoch=64), remaining_time=3:00:15.148672, arrival_time=2021-04-15 01:36:18.246130, cost_time=1:24:49.481709 2021-04-14 22:36:03,098 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 22:36:07,019 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.45ms, fps=653 images/s, loss=0.4971, top1-acc=84.45%, top5-acc=98.36%, remaining_time=0:01:12.925020, arrival_time=2021-04-14 22:37:19.944816, cost_time=0:00:03.920702 2021-04-14 22:36:10,775 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.4953, top1-acc=84.51%, top5-acc=98.26%, remaining_time=0:01:07.554432, arrival_time=2021-04-14 22:37:18.330176, cost_time=0:00:07.676637 2021-04-14 22:36:14,535 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.4836, top1-acc=84.97%, top5-acc=98.35%, remaining_time=0:01:03.280528, arrival_time=2021-04-14 22:37:17.815768, cost_time=0:00:11.436254 2021-04-14 22:36:18,294 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.4824, top1-acc=85.02%, top5-acc=98.34%, remaining_time=0:00:59.263776, arrival_time=2021-04-14 22:37:17.558581, cost_time=0:00:15.195825 2021-04-14 22:36:22,053 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.4878, top1-acc=84.87%, top5-acc=98.35%, remaining_time=0:00:55.345680, arrival_time=2021-04-14 22:37:17.398809, cost_time=0:00:18.954019 2021-04-14 22:36:25,818 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.42ms, fps=680 images/s, loss=0.4855, top1-acc=85.08%, top5-acc=98.37%, remaining_time=0:00:51.496672, arrival_time=2021-04-14 22:37:17.314970, cost_time=0:00:22.719142 2021-04-14 22:36:29,578 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.4835, top1-acc=85.10%, top5-acc=98.36%, remaining_time=0:00:47.663154, arrival_time=2021-04-14 22:37:17.241680, cost_time=0:00:26.479538 2021-04-14 22:36:33,336 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.4827, top1-acc=85.18%, top5-acc=98.39%, remaining_time=0:00:43.843940, arrival_time=2021-04-14 22:37:17.180325, cost_time=0:00:30.237213 2021-04-14 22:36:37,092 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.4842, top1-acc=85.13%, top5-acc=98.42%, remaining_time=0:00:40.037154, arrival_time=2021-04-14 22:37:17.129999, cost_time=0:00:33.993846 2021-04-14 22:36:40,845 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.4822, top1-acc=85.20%, top5-acc=98.46%, remaining_time=0:00:36.236736, arrival_time=2021-04-14 22:37:17.082403, cost_time=0:00:37.746592 2021-04-14 22:36:44,612 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.40ms, fps=680 images/s, loss=0.4863, top1-acc=85.05%, top5-acc=98.45%, remaining_time=0:00:32.455884, arrival_time=2021-04-14 22:37:17.068202, cost_time=0:00:41.513329 2021-04-14 22:36:48,376 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.61ms, fps=680 images/s, loss=0.4890, top1-acc=84.93%, top5-acc=98.47%, remaining_time=0:00:28.675484, arrival_time=2021-04-14 22:37:17.051602, cost_time=0:00:45.277130 2021-04-14 22:36:52,130 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.4930, top1-acc=84.82%, top5-acc=98.43%, remaining_time=0:00:24.892692, arrival_time=2021-04-14 22:37:17.022802, cost_time=0:00:49.031072 2021-04-14 22:36:55,885 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.4944, top1-acc=84.76%, top5-acc=98.40%, remaining_time=0:00:21.114520, arrival_time=2021-04-14 22:37:16.999989, cost_time=0:00:52.786345 2021-04-14 22:36:59,652 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=0.4986, top1-acc=84.60%, top5-acc=98.40%, remaining_time=0:00:17.342920, arrival_time=2021-04-14 22:37:16.994861, cost_time=0:00:56.552935 2021-04-14 22:37:03,414 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=3.09ms, fps=681 images/s, loss=0.5031, top1-acc=84.45%, top5-acc=98.38%, remaining_time=0:00:13.570956, arrival_time=2021-04-14 22:37:16.985318, cost_time=0:01:00.315312 2021-04-14 22:37:07,183 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.11ms, fps=679 images/s, loss=0.5042, top1-acc=84.41%, top5-acc=98.36%, remaining_time=0:00:09.801116, arrival_time=2021-04-14 22:37:16.984443, cost_time=0:01:04.084263 2021-04-14 22:37:10,943 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.5075, top1-acc=84.26%, top5-acc=98.35%, remaining_time=0:00:06.030608, arrival_time=2021-04-14 22:37:16.974007, cost_time=0:01:07.844399 2021-04-14 22:37:14,703 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.5092, top1-acc=84.25%, top5-acc=98.32%, remaining_time=0:00:02.261196, arrival_time=2021-04-14 22:37:16.964696, cost_time=0:01:11.604503 2021-04-14 22:37:16,710 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.64ms, fps=678 images/s, loss=0.5112, top1-acc=84.21%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:16.710331, cost_time=0:01:13.611311 2021-04-14 22:37:18,027 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.41ms, fps=1948 images/s, loss=1.7189, top1-acc=58.48%, top5-acc=84.73%, remaining_time=0:00:03.941610, arrival_time=2021-04-14 22:37:21.968658, cost_time=0:00:01.313870 2021-04-14 22:37:19,223 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.55ms, fps=2140 images/s, loss=1.7456, top1-acc=57.60%, top5-acc=84.57%, remaining_time=0:00:02.510520, arrival_time=2021-04-14 22:37:21.734220, cost_time=0:00:02.510525 2021-04-14 22:37:20,416 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.68ms, fps=2147 images/s, loss=1.7426, top1-acc=57.57%, top5-acc=84.90%, remaining_time=0:00:01.234420, arrival_time=2021-04-14 22:37:21.650750, cost_time=0:00:03.703248 2021-04-14 22:37:21,503 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=1.45ms, fps=2136 images/s, loss=1.7325, top1-acc=57.68%, top5-acc=84.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:21.502983, cost_time=0:00:04.789845 2021-04-14 22:37:22,216 INFO : Epoch=0065 complete, best val top1-acc=61.24%, top5-acc=87.47% (epoch=64), remaining_time=2:58:54.786765, arrival_time=2021-04-15 01:36:17.003521, cost_time=1:26:08.601019 2021-04-14 22:37:22,218 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 22:37:26,118 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.46ms, fps=656 images/s, loss=0.4757, top1-acc=85.78%, top5-acc=98.52%, remaining_time=0:01:12.536838, arrival_time=2021-04-14 22:38:38.654994, cost_time=0:00:03.899831 2021-04-14 22:37:29,875 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.4720, top1-acc=85.82%, top5-acc=98.69%, remaining_time=0:01:07.383360, arrival_time=2021-04-14 22:38:37.258998, cost_time=0:00:07.657200 2021-04-14 22:37:33,639 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.86ms, fps=680 images/s, loss=0.4605, top1-acc=86.04%, top5-acc=98.63%, remaining_time=0:01:03.193876, arrival_time=2021-04-14 22:38:36.832975, cost_time=0:00:11.420567 2021-04-14 22:37:37,393 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.4592, top1-acc=86.06%, top5-acc=98.57%, remaining_time=0:00:59.181876, arrival_time=2021-04-14 22:38:36.575139, cost_time=0:00:15.174830 2021-04-14 22:37:41,147 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.4606, top1-acc=85.95%, top5-acc=98.63%, remaining_time=0:00:55.273118, arrival_time=2021-04-14 22:38:36.420720, cost_time=0:00:18.929156 2021-04-14 22:37:44,901 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.4602, top1-acc=85.98%, top5-acc=98.61%, remaining_time=0:00:51.414256, arrival_time=2021-04-14 22:38:36.315336, cost_time=0:00:22.682753 2021-04-14 22:37:48,654 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.4633, top1-acc=85.88%, top5-acc=98.60%, remaining_time=0:00:47.585538, arrival_time=2021-04-14 22:38:36.240287, cost_time=0:00:26.436425 2021-04-14 22:37:52,409 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.4630, top1-acc=85.76%, top5-acc=98.62%, remaining_time=0:00:43.776196, arrival_time=2021-04-14 22:38:36.185119, cost_time=0:00:30.190475 2021-04-14 22:37:56,167 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.4626, top1-acc=85.82%, top5-acc=98.61%, remaining_time=0:00:39.985002, arrival_time=2021-04-14 22:38:36.152830, cost_time=0:00:33.949493 2021-04-14 22:37:59,923 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.4671, top1-acc=85.64%, top5-acc=98.58%, remaining_time=0:00:36.196416, arrival_time=2021-04-14 22:38:36.119346, cost_time=0:00:37.704607 2021-04-14 22:38:03,677 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=2.45ms, fps=682 images/s, loss=0.4696, top1-acc=85.48%, top5-acc=98.55%, remaining_time=0:00:32.413314, arrival_time=2021-04-14 22:38:36.090676, cost_time=0:00:41.458880 2021-04-14 22:38:07,434 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.4738, top1-acc=85.31%, top5-acc=98.52%, remaining_time=0:00:28.636648, arrival_time=2021-04-14 22:38:36.070801, cost_time=0:00:45.215720 2021-04-14 22:38:11,191 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.4764, top1-acc=85.21%, top5-acc=98.51%, remaining_time=0:00:24.862992, arrival_time=2021-04-14 22:38:36.053908, cost_time=0:00:48.972532 2021-04-14 22:38:14,954 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.48ms, fps=680 images/s, loss=0.4819, top1-acc=85.03%, top5-acc=98.47%, remaining_time=0:00:21.094360, arrival_time=2021-04-14 22:38:36.048653, cost_time=0:00:52.735963 2021-04-14 22:38:18,719 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.14ms, fps=680 images/s, loss=0.4854, top1-acc=84.88%, top5-acc=98.46%, remaining_time=0:00:17.326912, arrival_time=2021-04-14 22:38:36.046052, cost_time=0:00:56.500799 2021-04-14 22:38:22,480 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.39ms, fps=681 images/s, loss=0.4888, top1-acc=84.79%, top5-acc=98.41%, remaining_time=0:00:13.558896, arrival_time=2021-04-14 22:38:36.039150, cost_time=0:01:00.261809 2021-04-14 22:38:26,247 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=3.34ms, fps=680 images/s, loss=0.4920, top1-acc=84.67%, top5-acc=98.39%, remaining_time=0:00:09.792640, arrival_time=2021-04-14 22:38:36.039689, cost_time=0:01:04.028725 2021-04-14 22:38:30,004 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.01ms, fps=681 images/s, loss=0.4941, top1-acc=84.62%, top5-acc=98.37%, remaining_time=0:00:06.025440, arrival_time=2021-04-14 22:38:36.030036, cost_time=0:01:07.786262 2021-04-14 22:38:33,762 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.4969, top1-acc=84.58%, top5-acc=98.36%, remaining_time=0:00:02.259288, arrival_time=2021-04-14 22:38:36.021659, cost_time=0:01:11.544043 2021-04-14 22:38:35,768 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.60ms, fps=678 images/s, loss=0.4985, top1-acc=84.57%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:35.768641, cost_time=0:01:13.550322 2021-04-14 22:38:37,133 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.49ms, fps=1878 images/s, loss=1.5878, top1-acc=61.87%, top5-acc=86.05%, remaining_time=0:00:04.088430, arrival_time=2021-04-14 22:38:41.222048, cost_time=0:00:01.362809 2021-04-14 22:38:38,327 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.35ms, fps=2146 images/s, loss=1.5623, top1-acc=61.91%, top5-acc=86.17%, remaining_time=0:00:02.556500, arrival_time=2021-04-14 22:38:40.883800, cost_time=0:00:02.556493 2021-04-14 22:38:39,522 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.52ms, fps=2143 images/s, loss=1.5663, top1-acc=61.25%, top5-acc=86.47%, remaining_time=0:00:01.250640, arrival_time=2021-04-14 22:38:40.773271, cost_time=0:00:03.751930 2021-04-14 22:38:40,611 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.74ms, fps=2132 images/s, loss=1.5773, top1-acc=61.19%, top5-acc=86.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:40.611402, cost_time=0:00:04.840661 2021-04-14 22:38:41,305 INFO : Epoch=0066 complete, best val top1-acc=61.24%, top5-acc=87.47% (epoch=64), remaining_time=2:57:34.401104, arrival_time=2021-04-15 01:36:15.706963, cost_time=1:27:27.690123 2021-04-14 22:38:41,307 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 22:38:45,251 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.50ms, fps=649 images/s, loss=0.4717, top1-acc=85.43%, top5-acc=99.02%, remaining_time=0:01:13.350960, arrival_time=2021-04-14 22:39:58.602018, cost_time=0:00:03.943604 2021-04-14 22:38:49,018 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.4673, top1-acc=85.98%, top5-acc=98.83%, remaining_time=0:01:07.850992, arrival_time=2021-04-14 22:39:56.868908, cost_time=0:00:07.710336 2021-04-14 22:38:52,772 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.4704, top1-acc=85.78%, top5-acc=98.75%, remaining_time=0:01:03.436568, arrival_time=2021-04-14 22:39:56.208573, cost_time=0:00:11.464451 2021-04-14 22:38:56,526 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.4737, top1-acc=85.61%, top5-acc=98.69%, remaining_time=0:00:59.352228, arrival_time=2021-04-14 22:39:55.878166, cost_time=0:00:15.218502 2021-04-14 22:39:00,279 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.48ms, fps=682 images/s, loss=0.4676, top1-acc=85.60%, top5-acc=98.71%, remaining_time=0:00:55.398532, arrival_time=2021-04-14 22:39:55.678120, cost_time=0:00:18.972098 2021-04-14 22:39:04,035 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=2.74ms, fps=682 images/s, loss=0.4681, top1-acc=85.57%, top5-acc=98.73%, remaining_time=0:00:51.516664, arrival_time=2021-04-14 22:39:55.552081, cost_time=0:00:22.727928 2021-04-14 22:39:07,784 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.4662, top1-acc=85.65%, top5-acc=98.67%, remaining_time=0:00:47.659122, arrival_time=2021-04-14 22:39:55.443969, cost_time=0:00:26.477288 2021-04-14 22:39:11,533 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.4670, top1-acc=85.60%, top5-acc=98.66%, remaining_time=0:00:43.828280, arrival_time=2021-04-14 22:39:55.362129, cost_time=0:00:30.226411 2021-04-14 22:39:15,283 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.4641, top1-acc=85.76%, top5-acc=98.70%, remaining_time=0:00:40.016272, arrival_time=2021-04-14 22:39:55.299772, cost_time=0:00:33.976060 2021-04-14 22:39:19,039 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.4649, top1-acc=85.67%, top5-acc=98.71%, remaining_time=0:00:36.222720, arrival_time=2021-04-14 22:39:55.262149, cost_time=0:00:37.731979 2021-04-14 22:39:22,803 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.09ms, fps=680 images/s, loss=0.4690, top1-acc=85.57%, top5-acc=98.65%, remaining_time=0:00:32.441952, arrival_time=2021-04-14 22:39:55.244908, cost_time=0:00:41.495514 2021-04-14 22:39:26,562 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.4715, top1-acc=85.45%, top5-acc=98.63%, remaining_time=0:00:28.661576, arrival_time=2021-04-14 22:39:55.224160, cost_time=0:00:45.255135 2021-04-14 22:39:30,324 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.4777, top1-acc=85.26%, top5-acc=98.58%, remaining_time=0:00:24.885630, arrival_time=2021-04-14 22:39:55.210316, cost_time=0:00:49.017088 2021-04-14 22:39:34,076 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.4786, top1-acc=85.23%, top5-acc=98.56%, remaining_time=0:00:21.107408, arrival_time=2021-04-14 22:39:55.183331, cost_time=0:00:52.768462 2021-04-14 22:39:37,829 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.4829, top1-acc=85.12%, top5-acc=98.51%, remaining_time=0:00:17.333490, arrival_time=2021-04-14 22:39:55.163125, cost_time=0:00:56.522182 2021-04-14 22:39:41,590 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=2.47ms, fps=681 images/s, loss=0.4855, top1-acc=85.02%, top5-acc=98.51%, remaining_time=0:00:13.563648, arrival_time=2021-04-14 22:39:55.154075, cost_time=0:01:00.282821 2021-04-14 22:39:45,353 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.4897, top1-acc=84.90%, top5-acc=98.45%, remaining_time=0:00:09.795266, arrival_time=2021-04-14 22:39:55.148720, cost_time=0:01:04.046003 2021-04-14 22:39:49,122 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=2.44ms, fps=679 images/s, loss=0.4941, top1-acc=84.75%, top5-acc=98.42%, remaining_time=0:00:06.028032, arrival_time=2021-04-14 22:39:55.150928, cost_time=0:01:07.815433 2021-04-14 22:39:52,883 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.4969, top1-acc=84.66%, top5-acc=98.40%, remaining_time=0:00:02.260290, arrival_time=2021-04-14 22:39:55.143619, cost_time=0:01:11.575872 2021-04-14 22:39:54,885 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.34ms, fps=680 images/s, loss=0.4982, top1-acc=84.61%, top5-acc=98.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:54.885176, cost_time=0:01:13.577731 2021-04-14 22:39:56,245 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.32ms, fps=1885 images/s, loss=1.8284, top1-acc=57.73%, top5-acc=82.23%, remaining_time=0:00:04.075230, arrival_time=2021-04-14 22:40:00.321024, cost_time=0:00:01.358412 2021-04-14 22:39:57,438 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.71ms, fps=2148 images/s, loss=1.8080, top1-acc=57.77%, top5-acc=82.50%, remaining_time=0:00:02.551060, arrival_time=2021-04-14 22:39:59.989633, cost_time=0:00:02.551060 2021-04-14 22:39:58,633 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.54ms, fps=2143 images/s, loss=1.8059, top1-acc=57.57%, top5-acc=82.50%, remaining_time=0:00:01.248800, arrival_time=2021-04-14 22:39:59.882528, cost_time=0:00:03.746389 2021-04-14 22:39:59,718 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=1.46ms, fps=2139 images/s, loss=1.7771, top1-acc=57.49%, top5-acc=82.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:59.718784, cost_time=0:00:04.831551 2021-04-14 22:40:00,491 INFO : Epoch=0067 complete, best val top1-acc=61.24%, top5-acc=87.47% (epoch=64), remaining_time=2:56:14.244933, arrival_time=2021-04-15 01:36:14.735944, cost_time=1:28:46.875249 2021-04-14 22:40:00,493 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 22:40:04,423 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=2.77ms, fps=651 images/s, loss=0.4824, top1-acc=84.73%, top5-acc=98.75%, remaining_time=0:01:13.093722, arrival_time=2021-04-14 22:41:17.517093, cost_time=0:00:03.929768 2021-04-14 22:40:08,172 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=2.58ms, fps=683 images/s, loss=0.4748, top1-acc=85.31%, top5-acc=98.69%, remaining_time=0:01:07.575024, arrival_time=2021-04-14 22:41:15.747605, cost_time=0:00:07.678982 2021-04-14 22:40:11,927 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.4637, top1-acc=85.73%, top5-acc=98.68%, remaining_time=0:01:03.266916, arrival_time=2021-04-14 22:41:15.194264, cost_time=0:00:11.433793 2021-04-14 22:40:15,674 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.4612, top1-acc=85.85%, top5-acc=98.69%, remaining_time=0:00:59.206524, arrival_time=2021-04-14 22:41:14.881264, cost_time=0:00:15.181164 2021-04-14 22:40:19,425 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.4589, top1-acc=86.12%, top5-acc=98.70%, remaining_time=0:00:55.281440, arrival_time=2021-04-14 22:41:14.707118, cost_time=0:00:18.932011 2021-04-14 22:40:23,174 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.4614, top1-acc=85.96%, top5-acc=98.70%, remaining_time=0:00:51.408816, arrival_time=2021-04-14 22:41:14.582773, cost_time=0:00:22.680390 2021-04-14 22:40:26,938 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.80ms, fps=680 images/s, loss=0.4626, top1-acc=85.88%, top5-acc=98.68%, remaining_time=0:00:47.600154, arrival_time=2021-04-14 22:41:14.538240, cost_time=0:00:26.444532 2021-04-14 22:40:30,683 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.4625, top1-acc=85.90%, top5-acc=98.68%, remaining_time=0:00:43.775152, arrival_time=2021-04-14 22:41:14.458485, cost_time=0:00:30.189776 2021-04-14 22:40:34,433 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.4624, top1-acc=85.88%, top5-acc=98.68%, remaining_time=0:00:39.972812, arrival_time=2021-04-14 22:41:14.405698, cost_time=0:00:33.939177 2021-04-14 22:40:38,187 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.4659, top1-acc=85.75%, top5-acc=98.66%, remaining_time=0:00:36.185568, arrival_time=2021-04-14 22:41:14.372579, cost_time=0:00:37.693284 2021-04-14 22:40:41,935 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.4695, top1-acc=85.63%, top5-acc=98.64%, remaining_time=0:00:32.399554, arrival_time=2021-04-14 22:41:14.334498, cost_time=0:00:41.441259 2021-04-14 22:40:45,692 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.4715, top1-acc=85.60%, top5-acc=98.62%, remaining_time=0:00:28.625932, arrival_time=2021-04-14 22:41:14.318490, cost_time=0:00:45.198883 2021-04-14 22:40:49,439 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.4749, top1-acc=85.51%, top5-acc=98.61%, remaining_time=0:00:24.849330, arrival_time=2021-04-14 22:41:14.288530, cost_time=0:00:48.945648 2021-04-14 22:40:53,191 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.4807, top1-acc=85.27%, top5-acc=98.55%, remaining_time=0:00:21.079128, arrival_time=2021-04-14 22:41:14.270555, cost_time=0:00:52.697882 2021-04-14 22:40:56,945 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.4830, top1-acc=85.21%, top5-acc=98.54%, remaining_time=0:00:17.311870, arrival_time=2021-04-14 22:41:14.257444, cost_time=0:00:56.451779 2021-04-14 22:41:00,708 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=2.67ms, fps=680 images/s, loss=0.4864, top1-acc=85.09%, top5-acc=98.49%, remaining_time=0:00:13.548420, arrival_time=2021-04-14 22:41:14.257218, cost_time=0:01:00.215223 2021-04-14 22:41:04,464 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.4905, top1-acc=84.98%, top5-acc=98.46%, remaining_time=0:00:09.783748, arrival_time=2021-04-14 22:41:14.247982, cost_time=0:01:03.970661 2021-04-14 22:41:08,226 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=0.4938, top1-acc=84.88%, top5-acc=98.45%, remaining_time=0:00:06.020688, arrival_time=2021-04-14 22:41:14.246955, cost_time=0:01:07.732695 2021-04-14 22:41:11,983 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.4959, top1-acc=84.84%, top5-acc=98.42%, remaining_time=0:00:02.257578, arrival_time=2021-04-14 22:41:14.241205, cost_time=0:01:11.490053 2021-04-14 22:41:13,985 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.4980, top1-acc=84.78%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:13.985575, cost_time=0:01:13.492039 2021-04-14 22:41:15,300 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.34ms, fps=1949 images/s, loss=1.7613, top1-acc=58.44%, top5-acc=84.49%, remaining_time=0:00:03.939870, arrival_time=2021-04-14 22:41:19.240678, cost_time=0:00:01.313290 2021-04-14 22:41:16,500 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.39ms, fps=2136 images/s, loss=1.7632, top1-acc=59.06%, top5-acc=84.51%, remaining_time=0:00:02.512680, arrival_time=2021-04-14 22:41:19.012893, cost_time=0:00:02.512690 2021-04-14 22:41:17,699 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.52ms, fps=2137 images/s, loss=1.7774, top1-acc=59.13%, top5-acc=84.64%, remaining_time=0:00:01.237130, arrival_time=2021-04-14 22:41:18.936040, cost_time=0:00:03.711404 2021-04-14 22:41:18,783 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.09ms, fps=2141 images/s, loss=1.7821, top1-acc=59.54%, top5-acc=84.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:18.783185, cost_time=0:00:04.795780 2021-04-14 22:41:19,495 INFO : Epoch=0068 complete, best val top1-acc=61.24%, top5-acc=87.47% (epoch=64), remaining_time=2:54:53.765304, arrival_time=2021-04-15 01:36:13.260201, cost_time=1:30:05.879104 2021-04-14 22:41:19,497 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 22:41:23,425 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.99ms, fps=652 images/s, loss=0.4724, top1-acc=85.78%, top5-acc=98.48%, remaining_time=0:01:13.040340, arrival_time=2021-04-14 22:42:36.465618, cost_time=0:00:03.926895 2021-04-14 22:41:27,176 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.4538, top1-acc=86.29%, top5-acc=98.71%, remaining_time=0:01:07.568160, arrival_time=2021-04-14 22:42:34.744642, cost_time=0:00:07.678197 2021-04-14 22:41:30,921 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.4498, top1-acc=86.51%, top5-acc=98.70%, remaining_time=0:01:03.209978, arrival_time=2021-04-14 22:42:34.131629, cost_time=0:00:11.423492 2021-04-14 22:41:34,673 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.4421, top1-acc=86.72%, top5-acc=98.75%, remaining_time=0:00:59.184216, arrival_time=2021-04-14 22:42:33.858019, cost_time=0:00:15.175432 2021-04-14 22:41:38,432 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.4410, top1-acc=86.70%, top5-acc=98.79%, remaining_time=0:00:55.286842, arrival_time=2021-04-14 22:42:33.718955, cost_time=0:00:18.933848 2021-04-14 22:41:42,184 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.4437, top1-acc=86.46%, top5-acc=98.80%, remaining_time=0:00:51.421192, arrival_time=2021-04-14 22:42:33.605184, cost_time=0:00:22.685840 2021-04-14 22:41:45,932 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.4410, top1-acc=86.50%, top5-acc=98.80%, remaining_time=0:00:47.581380, arrival_time=2021-04-14 22:42:33.513858, cost_time=0:00:26.434117 2021-04-14 22:41:49,689 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.71ms, fps=682 images/s, loss=0.4420, top1-acc=86.34%, top5-acc=98.82%, remaining_time=0:00:43.777124, arrival_time=2021-04-14 22:42:33.466524, cost_time=0:00:30.191107 2021-04-14 22:41:53,442 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.4427, top1-acc=86.23%, top5-acc=98.78%, remaining_time=0:00:39.978642, arrival_time=2021-04-14 22:42:33.420896, cost_time=0:00:33.944100 2021-04-14 22:41:57,199 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=3.20ms, fps=681 images/s, loss=0.4491, top1-acc=85.96%, top5-acc=98.77%, remaining_time=0:00:36.193344, arrival_time=2021-04-14 22:42:33.393169, cost_time=0:00:37.701415 2021-04-14 22:42:00,952 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.4516, top1-acc=85.87%, top5-acc=98.76%, remaining_time=0:00:32.409186, arrival_time=2021-04-14 22:42:33.361107, cost_time=0:00:41.453653 2021-04-14 22:42:04,708 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.4557, top1-acc=85.75%, top5-acc=98.71%, remaining_time=0:00:28.633228, arrival_time=2021-04-14 22:42:33.341799, cost_time=0:00:45.210363 2021-04-14 22:42:08,469 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.4611, top1-acc=85.60%, top5-acc=98.67%, remaining_time=0:00:24.862068, arrival_time=2021-04-14 22:42:33.331022, cost_time=0:00:48.970763 2021-04-14 22:42:12,221 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.47ms, fps=682 images/s, loss=0.4651, top1-acc=85.44%, top5-acc=98.65%, remaining_time=0:00:21.089320, arrival_time=2021-04-14 22:42:33.310717, cost_time=0:00:52.723243 2021-04-14 22:42:15,976 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.4689, top1-acc=85.32%, top5-acc=98.62%, remaining_time=0:00:17.319966, arrival_time=2021-04-14 22:42:33.296295, cost_time=0:00:56.478175 2021-04-14 22:42:19,745 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.72ms, fps=679 images/s, loss=0.4732, top1-acc=85.18%, top5-acc=98.59%, remaining_time=0:00:13.555620, arrival_time=2021-04-14 22:42:33.301047, cost_time=0:01:00.247252 2021-04-14 22:42:23,501 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.4759, top1-acc=85.14%, top5-acc=98.58%, remaining_time=0:00:09.788740, arrival_time=2021-04-14 22:42:33.290365, cost_time=0:01:04.003347 2021-04-14 22:42:27,251 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.4801, top1-acc=85.07%, top5-acc=98.53%, remaining_time=0:00:06.022528, arrival_time=2021-04-14 22:42:33.274286, cost_time=0:01:07.753498 2021-04-14 22:42:31,013 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.4825, top1-acc=84.95%, top5-acc=98.53%, remaining_time=0:00:02.258358, arrival_time=2021-04-14 22:42:33.271365, cost_time=0:01:11.514729 2021-04-14 22:42:33,022 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.46ms, fps=677 images/s, loss=0.4849, top1-acc=84.89%, top5-acc=98.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:33.022156, cost_time=0:01:13.523995 2021-04-14 22:42:34,341 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.87ms, fps=1944 images/s, loss=1.4710, top1-acc=63.05%, top5-acc=87.97%, remaining_time=0:00:03.950610, arrival_time=2021-04-14 22:42:38.291832, cost_time=0:00:01.316866 2021-04-14 22:42:35,534 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=2.32ms, fps=2146 images/s, loss=1.4621, top1-acc=62.95%, top5-acc=87.66%, remaining_time=0:00:02.510260, arrival_time=2021-04-14 22:42:38.044930, cost_time=0:00:02.510268 2021-04-14 22:42:36,730 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.48ms, fps=2142 images/s, loss=1.4870, top1-acc=62.60%, top5-acc=87.37%, remaining_time=0:00:01.235450, arrival_time=2021-04-14 22:42:37.966041, cost_time=0:00:03.706351 2021-04-14 22:42:37,823 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=1.95ms, fps=2123 images/s, loss=1.5127, top1-acc=62.09%, top5-acc=87.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:37.823769, cost_time=0:00:04.799511 2021-04-14 22:42:39,440 INFO : Epoch=0069 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:53:35.115700, arrival_time=2021-04-15 01:36:14.555795, cost_time=1:31:25.824290 2021-04-14 22:42:39,455 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 22:42:43,365 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.47ms, fps=655 images/s, loss=0.4896, top1-acc=84.84%, top5-acc=98.59%, remaining_time=0:01:12.718188, arrival_time=2021-04-14 22:43:56.083249, cost_time=0:00:03.909585 2021-04-14 22:42:47,129 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=2.48ms, fps=680 images/s, loss=0.4710, top1-acc=85.41%, top5-acc=98.65%, remaining_time=0:01:07.528736, arrival_time=2021-04-14 22:43:54.657742, cost_time=0:00:07.673710 2021-04-14 22:42:50,883 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.78ms, fps=682 images/s, loss=0.4656, top1-acc=85.62%, top5-acc=98.70%, remaining_time=0:01:03.236040, arrival_time=2021-04-14 22:43:54.119583, cost_time=0:00:11.428213 2021-04-14 22:42:54,652 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.78ms, fps=679 images/s, loss=0.4530, top1-acc=85.91%, top5-acc=98.76%, remaining_time=0:00:59.268612, arrival_time=2021-04-14 22:43:53.921002, cost_time=0:00:15.197091 2021-04-14 22:42:58,403 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.4438, top1-acc=86.09%, top5-acc=98.81%, remaining_time=0:00:55.328452, arrival_time=2021-04-14 22:43:53.731832, cost_time=0:00:18.948103 2021-04-14 22:43:02,161 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.4412, top1-acc=86.27%, top5-acc=98.82%, remaining_time=0:00:51.467976, arrival_time=2021-04-14 22:43:53.629741, cost_time=0:00:22.706475 2021-04-14 22:43:05,921 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.4436, top1-acc=86.27%, top5-acc=98.82%, remaining_time=0:00:47.638584, arrival_time=2021-04-14 22:43:53.559767, cost_time=0:00:26.465845 2021-04-14 22:43:09,685 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.4413, top1-acc=86.36%, top5-acc=98.86%, remaining_time=0:00:43.834196, arrival_time=2021-04-14 22:43:53.519946, cost_time=0:00:30.230453 2021-04-14 22:43:13,444 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=2.59ms, fps=681 images/s, loss=0.4398, top1-acc=86.46%, top5-acc=98.83%, remaining_time=0:00:40.030900, arrival_time=2021-04-14 22:43:53.474821, cost_time=0:00:33.988505 2021-04-14 22:43:17,199 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.4436, top1-acc=86.31%, top5-acc=98.80%, remaining_time=0:00:36.234336, arrival_time=2021-04-14 22:43:53.433725, cost_time=0:00:37.744071 2021-04-14 22:43:20,959 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=0.4451, top1-acc=86.25%, top5-acc=98.77%, remaining_time=0:00:32.448402, arrival_time=2021-04-14 22:43:53.407461, cost_time=0:00:41.503749 2021-04-14 22:43:24,716 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.71ms, fps=681 images/s, loss=0.4510, top1-acc=86.08%, top5-acc=98.74%, remaining_time=0:00:28.665300, arrival_time=2021-04-14 22:43:53.381711, cost_time=0:00:45.260973 2021-04-14 22:43:28,477 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.4532, top1-acc=86.09%, top5-acc=98.71%, remaining_time=0:00:24.888072, arrival_time=2021-04-14 22:43:53.365384, cost_time=0:00:49.021895 2021-04-14 22:43:32,231 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.4572, top1-acc=85.96%, top5-acc=98.66%, remaining_time=0:00:21.110544, arrival_time=2021-04-14 22:43:53.342245, cost_time=0:00:52.776415 2021-04-14 22:43:35,985 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=4.15ms, fps=682 images/s, loss=0.4617, top1-acc=85.82%, top5-acc=98.64%, remaining_time=0:00:17.335882, arrival_time=2021-04-14 22:43:53.321295, cost_time=0:00:56.530083 2021-04-14 22:43:39,738 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.4653, top1-acc=85.75%, top5-acc=98.59%, remaining_time=0:00:13.563684, arrival_time=2021-04-14 22:43:53.301989, cost_time=0:01:00.283023 2021-04-14 22:43:43,500 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.4700, top1-acc=85.53%, top5-acc=98.55%, remaining_time=0:00:09.795084, arrival_time=2021-04-14 22:43:53.295100, cost_time=0:01:04.044724 2021-04-14 22:43:47,259 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.98ms, fps=681 images/s, loss=0.4745, top1-acc=85.35%, top5-acc=98.54%, remaining_time=0:00:06.027024, arrival_time=2021-04-14 22:43:53.286315, cost_time=0:01:07.803946 2021-04-14 22:43:51,022 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=2.57ms, fps=680 images/s, loss=0.4778, top1-acc=85.26%, top5-acc=98.52%, remaining_time=0:00:02.259996, arrival_time=2021-04-14 22:43:53.281941, cost_time=0:01:11.566623 2021-04-14 22:43:53,022 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.40ms, fps=680 images/s, loss=0.4794, top1-acc=85.25%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:53.022065, cost_time=0:01:13.566762 2021-04-14 22:43:54,374 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.24ms, fps=1896 images/s, loss=1.5468, top1-acc=61.21%, top5-acc=86.25%, remaining_time=0:00:04.051410, arrival_time=2021-04-14 22:43:58.426089, cost_time=0:00:01.350466 2021-04-14 22:43:55,569 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=2.13ms, fps=2144 images/s, loss=1.5979, top1-acc=60.33%, top5-acc=86.27%, remaining_time=0:00:02.545120, arrival_time=2021-04-14 22:43:58.114449, cost_time=0:00:02.545111 2021-04-14 22:43:56,762 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.87ms, fps=2147 images/s, loss=1.5712, top1-acc=60.98%, top5-acc=86.80%, remaining_time=0:00:01.245980, arrival_time=2021-04-14 22:43:58.008062, cost_time=0:00:03.737947 2021-04-14 22:43:57,851 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=1.70ms, fps=2130 images/s, loss=1.5561, top1-acc=61.45%, top5-acc=87.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:57.851749, cost_time=0:00:04.827672 2021-04-14 22:43:58,622 INFO : Epoch=0070 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:52:15.013000, arrival_time=2021-04-15 01:36:13.635747, cost_time=1:32:45.007011 2021-04-14 22:43:58,624 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 22:44:02,554 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.56ms, fps=651 images/s, loss=0.4631, top1-acc=85.04%, top5-acc=98.67%, remaining_time=0:01:13.105068, arrival_time=2021-04-14 22:45:15.659793, cost_time=0:00:03.930375 2021-04-14 22:44:06,312 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.4531, top1-acc=85.76%, top5-acc=98.75%, remaining_time=0:01:07.651760, arrival_time=2021-04-14 22:45:13.963932, cost_time=0:00:07.687707 2021-04-14 22:44:10,078 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.4491, top1-acc=86.00%, top5-acc=98.78%, remaining_time=0:01:03.376642, arrival_time=2021-04-14 22:45:13.454670, cost_time=0:00:11.453614 2021-04-14 22:44:13,846 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.12ms, fps=679 images/s, loss=0.4345, top1-acc=86.53%, top5-acc=98.82%, remaining_time=0:00:59.367984, arrival_time=2021-04-14 22:45:13.214822, cost_time=0:00:15.222556 2021-04-14 22:44:17,604 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=2.34ms, fps=681 images/s, loss=0.4333, top1-acc=86.52%, top5-acc=98.84%, remaining_time=0:00:55.420578, arrival_time=2021-04-14 22:45:13.024613, cost_time=0:00:18.979668 2021-04-14 22:44:21,362 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.4318, top1-acc=86.65%, top5-acc=98.83%, remaining_time=0:00:51.539512, arrival_time=2021-04-14 22:45:12.901879, cost_time=0:00:22.738037 2021-04-14 22:44:25,121 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.4313, top1-acc=86.81%, top5-acc=98.82%, remaining_time=0:00:47.694024, arrival_time=2021-04-14 22:45:12.815196, cost_time=0:00:26.496663 2021-04-14 22:44:28,868 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.4357, top1-acc=86.67%, top5-acc=98.81%, remaining_time=0:00:43.853800, arrival_time=2021-04-14 22:45:12.722261, cost_time=0:00:30.244033 2021-04-14 22:44:32,620 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.72ms, fps=683 images/s, loss=0.4367, top1-acc=86.68%, top5-acc=98.75%, remaining_time=0:00:40.039592, arrival_time=2021-04-14 22:45:12.659733, cost_time=0:00:33.995865 2021-04-14 22:44:36,373 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.4384, top1-acc=86.62%, top5-acc=98.77%, remaining_time=0:00:36.239328, arrival_time=2021-04-14 22:45:12.612927, cost_time=0:00:37.749326 2021-04-14 22:44:40,140 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=2.45ms, fps=680 images/s, loss=0.4406, top1-acc=86.55%, top5-acc=98.77%, remaining_time=0:00:32.457862, arrival_time=2021-04-14 22:45:12.598076, cost_time=0:00:41.515897 2021-04-14 22:44:43,894 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.85ms, fps=682 images/s, loss=0.4438, top1-acc=86.49%, top5-acc=98.75%, remaining_time=0:00:28.671000, arrival_time=2021-04-14 22:45:12.565248, cost_time=0:00:45.269957 2021-04-14 22:44:47,661 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.4495, top1-acc=86.32%, top5-acc=98.71%, remaining_time=0:00:24.895596, arrival_time=2021-04-14 22:45:12.556688, cost_time=0:00:49.036737 2021-04-14 22:44:51,424 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=0.4537, top1-acc=86.16%, top5-acc=98.67%, remaining_time=0:00:21.119896, arrival_time=2021-04-14 22:45:12.543860, cost_time=0:00:52.799703 2021-04-14 22:44:55,181 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=2.56ms, fps=681 images/s, loss=0.4571, top1-acc=86.04%, top5-acc=98.67%, remaining_time=0:00:17.344070, arrival_time=2021-04-14 22:45:12.525162, cost_time=0:00:56.556748 2021-04-14 22:44:58,942 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.4602, top1-acc=85.91%, top5-acc=98.66%, remaining_time=0:00:13.571532, arrival_time=2021-04-14 22:45:12.513781, cost_time=0:01:00.317981 2021-04-14 22:45:02,689 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.4631, top1-acc=85.79%, top5-acc=98.63%, remaining_time=0:00:09.798152, arrival_time=2021-04-14 22:45:12.487443, cost_time=0:01:04.064788 2021-04-14 22:45:06,448 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.4666, top1-acc=85.69%, top5-acc=98.62%, remaining_time=0:00:06.028768, arrival_time=2021-04-14 22:45:12.476827, cost_time=0:01:07.823698 2021-04-14 22:45:10,213 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=2.29ms, fps=680 images/s, loss=0.4695, top1-acc=85.62%, top5-acc=98.61%, remaining_time=0:00:02.260722, arrival_time=2021-04-14 22:45:12.474477, cost_time=0:01:11.589460 2021-04-14 22:45:12,227 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.36ms, fps=676 images/s, loss=0.4735, top1-acc=85.54%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:12.226984, cost_time=0:01:13.602688 2021-04-14 22:45:13,585 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.76ms, fps=1888 images/s, loss=1.6602, top1-acc=58.52%, top5-acc=85.43%, remaining_time=0:00:04.067460, arrival_time=2021-04-14 22:45:17.652497, cost_time=0:00:01.355816 2021-04-14 22:45:14,782 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.71ms, fps=2139 images/s, loss=1.6977, top1-acc=58.18%, top5-acc=84.90%, remaining_time=0:00:02.553360, arrival_time=2021-04-14 22:45:17.335922, cost_time=0:00:02.553357 2021-04-14 22:45:15,979 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.35ms, fps=2140 images/s, loss=1.7016, top1-acc=58.45%, top5-acc=85.05%, remaining_time=0:00:01.250130, arrival_time=2021-04-14 22:45:17.229584, cost_time=0:00:03.750402 2021-04-14 22:45:17,067 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.10ms, fps=2134 images/s, loss=1.7050, top1-acc=58.73%, top5-acc=85.14%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:17.067054, cost_time=0:00:04.838005 2021-04-14 22:45:17,779 INFO : Epoch=0071 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:50:54.888927, arrival_time=2021-04-15 01:36:12.668405, cost_time=1:34:04.163670 2021-04-14 22:45:17,781 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 22:45:21,719 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=2.03ms, fps=650 images/s, loss=0.4769, top1-acc=86.05%, top5-acc=98.83%, remaining_time=0:01:13.249404, arrival_time=2021-04-14 22:46:34.969259, cost_time=0:00:03.938143 2021-04-14 22:45:25,481 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.4778, top1-acc=85.49%, top5-acc=98.77%, remaining_time=0:01:07.761056, arrival_time=2021-04-14 22:46:33.242793, cost_time=0:00:07.700128 2021-04-14 22:45:29,236 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.4770, top1-acc=85.55%, top5-acc=98.67%, remaining_time=0:01:03.383282, arrival_time=2021-04-14 22:46:32.619690, cost_time=0:00:11.454803 2021-04-14 22:45:32,987 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.4698, top1-acc=85.70%, top5-acc=98.65%, remaining_time=0:00:59.301996, arrival_time=2021-04-14 22:46:32.289273, cost_time=0:00:15.205628 2021-04-14 22:45:36,741 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.4652, top1-acc=85.94%, top5-acc=98.66%, remaining_time=0:00:55.362908, arrival_time=2021-04-14 22:46:32.104646, cost_time=0:00:18.959881 2021-04-14 22:45:40,502 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.4588, top1-acc=86.15%, top5-acc=98.68%, remaining_time=0:00:51.499528, arrival_time=2021-04-14 22:46:32.001689, cost_time=0:00:22.720401 2021-04-14 22:45:44,267 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.4560, top1-acc=86.14%, top5-acc=98.74%, remaining_time=0:00:47.674242, arrival_time=2021-04-14 22:46:31.941683, cost_time=0:00:26.485714 2021-04-14 22:45:48,046 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=3.14ms, fps=678 images/s, loss=0.4543, top1-acc=86.16%, top5-acc=98.76%, remaining_time=0:00:43.883264, arrival_time=2021-04-14 22:46:31.929229, cost_time=0:00:30.264281 2021-04-14 22:45:51,799 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.4562, top1-acc=86.11%, top5-acc=98.74%, remaining_time=0:00:40.064926, arrival_time=2021-04-14 22:46:31.864040, cost_time=0:00:34.017366 2021-04-14 22:45:55,563 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.97ms, fps=680 images/s, loss=0.4585, top1-acc=86.05%, top5-acc=98.73%, remaining_time=0:00:36.270432, arrival_time=2021-04-14 22:46:31.833777, cost_time=0:00:37.781744 2021-04-14 22:45:59,318 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.4598, top1-acc=85.99%, top5-acc=98.72%, remaining_time=0:00:32.474202, arrival_time=2021-04-14 22:46:31.792577, cost_time=0:00:41.536722 2021-04-14 22:46:03,076 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.42ms, fps=681 images/s, loss=0.4591, top1-acc=86.00%, top5-acc=98.72%, remaining_time=0:00:28.686352, arrival_time=2021-04-14 22:46:31.762369, cost_time=0:00:45.294205 2021-04-14 22:46:06,833 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=0.4584, top1-acc=86.05%, top5-acc=98.69%, remaining_time=0:00:24.903252, arrival_time=2021-04-14 22:46:31.736826, cost_time=0:00:49.051915 2021-04-14 22:46:10,595 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.38ms, fps=681 images/s, loss=0.4598, top1-acc=85.92%, top5-acc=98.69%, remaining_time=0:00:21.125608, arrival_time=2021-04-14 22:46:31.721165, cost_time=0:00:52.813958 2021-04-14 22:46:14,347 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.4608, top1-acc=85.86%, top5-acc=98.68%, remaining_time=0:00:17.346784, arrival_time=2021-04-14 22:46:31.693954, cost_time=0:00:56.565565 2021-04-14 22:46:18,107 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.4636, top1-acc=85.84%, top5-acc=98.65%, remaining_time=0:00:13.573296, arrival_time=2021-04-14 22:46:31.680717, cost_time=0:01:00.325809 2021-04-14 22:46:21,857 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=3.02ms, fps=683 images/s, loss=0.4647, top1-acc=85.79%, top5-acc=98.62%, remaining_time=0:00:09.799842, arrival_time=2021-04-14 22:46:31.657299, cost_time=0:01:04.075816 2021-04-14 22:46:25,614 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.4661, top1-acc=85.73%, top5-acc=98.62%, remaining_time=0:00:06.029536, arrival_time=2021-04-14 22:46:31.643718, cost_time=0:01:07.832328 2021-04-14 22:46:29,384 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=2.57ms, fps=679 images/s, loss=0.4707, top1-acc=85.58%, top5-acc=98.59%, remaining_time=0:00:02.261148, arrival_time=2021-04-14 22:46:31.645712, cost_time=0:01:11.602932 2021-04-14 22:46:31,388 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.40ms, fps=679 images/s, loss=0.4714, top1-acc=85.55%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:31.388118, cost_time=0:01:13.606502 2021-04-14 22:46:32,761 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.52ms, fps=1867 images/s, loss=1.5987, top1-acc=60.55%, top5-acc=86.64%, remaining_time=0:00:04.112610, arrival_time=2021-04-14 22:46:36.873843, cost_time=0:00:01.370873 2021-04-14 22:46:33,960 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.53ms, fps=2137 images/s, loss=1.5804, top1-acc=60.55%, top5-acc=86.89%, remaining_time=0:00:02.569900, arrival_time=2021-04-14 22:46:36.530074, cost_time=0:00:02.569901 2021-04-14 22:46:35,157 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.84ms, fps=2138 images/s, loss=1.5754, top1-acc=60.47%, top5-acc=87.04%, remaining_time=0:00:01.255910, arrival_time=2021-04-14 22:46:36.413822, cost_time=0:00:03.767722 2021-04-14 22:46:36,247 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=1.27ms, fps=2131 images/s, loss=1.5633, top1-acc=60.42%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:36.247087, cost_time=0:00:04.856860 2021-04-14 22:46:36,959 INFO : Epoch=0072 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:49:34.833408, arrival_time=2021-04-15 01:36:11.792890, cost_time=1:35:23.343756 2021-04-14 22:46:36,960 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 22:46:40,911 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.97ms, fps=648 images/s, loss=0.4378, top1-acc=86.45%, top5-acc=99.06%, remaining_time=0:01:13.467210, arrival_time=2021-04-14 22:47:54.378194, cost_time=0:00:03.949849 2021-04-14 22:46:44,667 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.4288, top1-acc=86.56%, top5-acc=99.08%, remaining_time=0:01:07.812624, arrival_time=2021-04-14 22:47:52.479643, cost_time=0:00:07.705977 2021-04-14 22:46:48,423 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.4202, top1-acc=86.74%, top5-acc=99.06%, remaining_time=0:01:03.424616, arrival_time=2021-04-14 22:47:51.847948, cost_time=0:00:11.462293 2021-04-14 22:46:52,173 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.4132, top1-acc=87.18%, top5-acc=99.10%, remaining_time=0:00:59.328828, arrival_time=2021-04-14 22:47:51.502440, cost_time=0:00:15.212530 2021-04-14 22:46:55,940 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.91ms, fps=680 images/s, loss=0.4148, top1-acc=87.22%, top5-acc=99.02%, remaining_time=0:00:55.420578, arrival_time=2021-04-14 22:47:51.361289, cost_time=0:00:18.979645 2021-04-14 22:46:59,693 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.4170, top1-acc=87.08%, top5-acc=99.02%, remaining_time=0:00:51.526864, arrival_time=2021-04-14 22:47:51.220476, cost_time=0:00:22.732470 2021-04-14 22:47:03,444 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=2.14ms, fps=683 images/s, loss=0.4214, top1-acc=86.99%, top5-acc=99.01%, remaining_time=0:00:47.669076, arrival_time=2021-04-14 22:47:51.113012, cost_time=0:00:26.482825 2021-04-14 22:47:07,210 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.91ms, fps=680 images/s, loss=0.4228, top1-acc=86.93%, top5-acc=98.96%, remaining_time=0:00:43.861224, arrival_time=2021-04-14 22:47:51.071406, cost_time=0:00:30.249153 2021-04-14 22:47:10,962 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.4259, top1-acc=86.84%, top5-acc=98.92%, remaining_time=0:00:40.046164, arrival_time=2021-04-14 22:47:51.008860, cost_time=0:00:34.001463 2021-04-14 22:47:14,719 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.4304, top1-acc=86.73%, top5-acc=98.89%, remaining_time=0:00:36.247968, arrival_time=2021-04-14 22:47:50.967287, cost_time=0:00:37.758289 2021-04-14 22:47:18,464 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.4319, top1-acc=86.72%, top5-acc=98.87%, remaining_time=0:00:32.447972, arrival_time=2021-04-14 22:47:50.912252, cost_time=0:00:41.503252 2021-04-14 22:47:22,229 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=3.04ms, fps=680 images/s, loss=0.4355, top1-acc=86.66%, top5-acc=98.84%, remaining_time=0:00:28.669708, arrival_time=2021-04-14 22:47:50.898800, cost_time=0:00:45.268018 2021-04-14 22:47:25,980 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.4392, top1-acc=86.54%, top5-acc=98.84%, remaining_time=0:00:24.886752, arrival_time=2021-04-14 22:47:50.867242, cost_time=0:00:49.019401 2021-04-14 22:47:29,739 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=3.60ms, fps=681 images/s, loss=0.4407, top1-acc=86.52%, top5-acc=98.82%, remaining_time=0:00:21.111160, arrival_time=2021-04-14 22:47:50.850148, cost_time=0:00:52.777877 2021-04-14 22:47:33,489 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=2.62ms, fps=683 images/s, loss=0.4426, top1-acc=86.43%, top5-acc=98.79%, remaining_time=0:00:17.335238, arrival_time=2021-04-14 22:47:50.824214, cost_time=0:00:56.527949 2021-04-14 22:47:37,228 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.4451, top1-acc=86.34%, top5-acc=98.79%, remaining_time=0:00:13.560120, arrival_time=2021-04-14 22:47:50.788443, cost_time=0:01:00.267164 2021-04-14 22:47:40,986 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.4488, top1-acc=86.16%, top5-acc=98.76%, remaining_time=0:00:09.792042, arrival_time=2021-04-14 22:47:50.778180, cost_time=0:01:04.024952 2021-04-14 22:47:44,739 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.4519, top1-acc=86.03%, top5-acc=98.72%, remaining_time=0:00:06.024720, arrival_time=2021-04-14 22:47:50.763897, cost_time=0:01:07.778035 2021-04-14 22:47:48,499 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.4543, top1-acc=85.97%, top5-acc=98.70%, remaining_time=0:00:02.259108, arrival_time=2021-04-14 22:47:50.758672, cost_time=0:01:11.538420 2021-04-14 22:47:50,508 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.90ms, fps=677 images/s, loss=0.4575, top1-acc=85.93%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:50.508042, cost_time=0:01:13.546971 2021-04-14 22:47:51,860 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.02ms, fps=1896 images/s, loss=1.7418, top1-acc=58.52%, top5-acc=85.59%, remaining_time=0:00:04.049640, arrival_time=2021-04-14 22:47:55.910464, cost_time=0:00:01.349884 2021-04-14 22:47:53,060 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.90ms, fps=2136 images/s, loss=1.7295, top1-acc=58.81%, top5-acc=85.39%, remaining_time=0:00:02.549120, arrival_time=2021-04-14 22:47:55.609256, cost_time=0:00:02.549112 2021-04-14 22:47:54,251 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.45ms, fps=2149 images/s, loss=1.7354, top1-acc=58.88%, top5-acc=84.95%, remaining_time=0:00:01.246980, arrival_time=2021-04-14 22:47:55.498786, cost_time=0:00:03.740940 2021-04-14 22:47:55,340 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=1.34ms, fps=2132 images/s, loss=1.7220, top1-acc=59.31%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:55.340579, cost_time=0:00:04.829713 2021-04-14 22:47:56,225 INFO : Epoch=0073 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:48:14.950854, arrival_time=2021-04-15 01:36:11.176131, cost_time=1:36:42.609535 2021-04-14 22:47:56,227 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 22:48:00,241 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.51ms, fps=638 images/s, loss=0.4709, top1-acc=86.21%, top5-acc=98.55%, remaining_time=0:01:14.655006, arrival_time=2021-04-14 22:49:14.896560, cost_time=0:00:04.013709 2021-04-14 22:48:03,998 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.4621, top1-acc=86.19%, top5-acc=98.69%, remaining_time=0:01:08.383744, arrival_time=2021-04-14 22:49:12.382477, cost_time=0:00:07.770875 2021-04-14 22:48:07,751 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.4500, top1-acc=86.35%, top5-acc=98.76%, remaining_time=0:01:03.765580, arrival_time=2021-04-14 22:49:11.517226, cost_time=0:00:11.523906 2021-04-14 22:48:11,508 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.4425, top1-acc=86.62%, top5-acc=98.75%, remaining_time=0:00:59.592780, arrival_time=2021-04-14 22:49:11.100835, cost_time=0:00:15.280189 2021-04-14 22:48:15,262 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.4399, top1-acc=86.80%, top5-acc=98.77%, remaining_time=0:00:55.580594, arrival_time=2021-04-14 22:49:10.842812, cost_time=0:00:19.034446 2021-04-14 22:48:19,013 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.4349, top1-acc=86.84%, top5-acc=98.85%, remaining_time=0:00:51.648312, arrival_time=2021-04-14 22:49:10.662031, cost_time=0:00:22.785994 2021-04-14 22:48:22,760 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.4332, top1-acc=86.90%, top5-acc=98.86%, remaining_time=0:00:47.758788, arrival_time=2021-04-14 22:49:10.519178, cost_time=0:00:26.532658 2021-04-14 22:48:26,517 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.4334, top1-acc=86.86%, top5-acc=98.86%, remaining_time=0:00:43.919804, arrival_time=2021-04-14 22:49:10.437255, cost_time=0:00:30.289549 2021-04-14 22:48:30,274 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.4364, top1-acc=86.80%, top5-acc=98.82%, remaining_time=0:00:40.099694, arrival_time=2021-04-14 22:49:10.374328, cost_time=0:00:34.046906 2021-04-14 22:48:34,034 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.4355, top1-acc=86.78%, top5-acc=98.84%, remaining_time=0:00:36.293952, arrival_time=2021-04-14 22:49:10.327932, cost_time=0:00:37.806249 2021-04-14 22:48:37,784 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.4363, top1-acc=86.77%, top5-acc=98.82%, remaining_time=0:00:32.489854, arrival_time=2021-04-14 22:49:10.274360, cost_time=0:00:41.556762 2021-04-14 22:48:41,543 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.4402, top1-acc=86.63%, top5-acc=98.79%, remaining_time=0:00:28.700260, arrival_time=2021-04-14 22:49:10.244147, cost_time=0:00:45.316163 2021-04-14 22:48:45,286 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.40ms, fps=684 images/s, loss=0.4425, top1-acc=86.57%, top5-acc=98.77%, remaining_time=0:00:24.906816, arrival_time=2021-04-14 22:49:10.193472, cost_time=0:00:49.058848 2021-04-14 22:48:49,045 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.4454, top1-acc=86.49%, top5-acc=98.75%, remaining_time=0:00:21.126952, arrival_time=2021-04-14 22:49:10.172218, cost_time=0:00:52.817433 2021-04-14 22:48:52,806 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=2.02ms, fps=681 images/s, loss=0.4490, top1-acc=86.38%, top5-acc=98.72%, remaining_time=0:00:17.350832, arrival_time=2021-04-14 22:49:10.157406, cost_time=0:00:56.578726 2021-04-14 22:48:56,578 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=2.85ms, fps=679 images/s, loss=0.4523, top1-acc=86.28%, top5-acc=98.70%, remaining_time=0:00:13.578876, arrival_time=2021-04-14 22:49:10.157214, cost_time=0:01:00.350551 2021-04-14 22:49:00,342 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.45ms, fps=680 images/s, loss=0.4553, top1-acc=86.18%, top5-acc=98.67%, remaining_time=0:00:09.805796, arrival_time=2021-04-14 22:49:10.148396, cost_time=0:01:04.114869 2021-04-14 22:49:04,096 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.4586, top1-acc=86.10%, top5-acc=98.66%, remaining_time=0:00:06.032784, arrival_time=2021-04-14 22:49:10.129277, cost_time=0:01:07.868735 2021-04-14 22:49:07,856 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.35ms, fps=681 images/s, loss=0.4627, top1-acc=85.97%, top5-acc=98.63%, remaining_time=0:00:02.261958, arrival_time=2021-04-14 22:49:10.118541, cost_time=0:01:11.628691 2021-04-14 22:49:09,863 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.41ms, fps=678 images/s, loss=0.4648, top1-acc=85.93%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:09.863201, cost_time=0:01:13.635380 2021-04-14 22:49:11,182 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.22ms, fps=1946 images/s, loss=1.6564, top1-acc=59.65%, top5-acc=86.45%, remaining_time=0:00:03.946770, arrival_time=2021-04-14 22:49:15.128954, cost_time=0:00:01.315587 2021-04-14 22:49:12,374 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.52ms, fps=2148 images/s, loss=1.6642, top1-acc=59.34%, top5-acc=85.98%, remaining_time=0:00:02.508000, arrival_time=2021-04-14 22:49:14.882497, cost_time=0:00:02.508007 2021-04-14 22:49:13,580 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=2.26ms, fps=2125 images/s, loss=1.6612, top1-acc=59.35%, top5-acc=85.94%, remaining_time=0:00:01.237780, arrival_time=2021-04-14 22:49:14.817695, cost_time=0:00:03.713340 2021-04-14 22:49:14,672 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.10ms, fps=2124 images/s, loss=1.6821, top1-acc=59.39%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:14.672890, cost_time=0:00:04.806427 2021-04-14 22:49:15,366 INFO : Epoch=0074 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:46:54.872238, arrival_time=2021-04-15 01:36:10.238375, cost_time=1:38:01.750391 2021-04-14 22:49:15,367 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 22:49:19,292 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=2.01ms, fps=652 images/s, loss=0.4621, top1-acc=85.55%, top5-acc=99.02%, remaining_time=0:01:13.000536, arrival_time=2021-04-14 22:50:32.293127, cost_time=0:00:03.924763 2021-04-14 22:49:23,055 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.4483, top1-acc=85.98%, top5-acc=98.77%, remaining_time=0:01:07.646832, arrival_time=2021-04-14 22:50:30.701782, cost_time=0:00:07.687143 2021-04-14 22:49:26,809 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=4.00ms, fps=682 images/s, loss=0.4362, top1-acc=86.20%, top5-acc=98.89%, remaining_time=0:01:03.312234, arrival_time=2021-04-14 22:50:30.122024, cost_time=0:00:11.441967 2021-04-14 22:49:30,572 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.4273, top1-acc=86.58%, top5-acc=98.85%, remaining_time=0:00:59.297472, arrival_time=2021-04-14 22:50:29.869729, cost_time=0:00:15.204488 2021-04-14 22:49:34,342 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.61ms, fps=680 images/s, loss=0.4317, top1-acc=86.48%, top5-acc=98.83%, remaining_time=0:00:55.405686, arrival_time=2021-04-14 22:50:29.748009, cost_time=0:00:18.974542 2021-04-14 22:49:38,105 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.4275, top1-acc=86.53%, top5-acc=98.83%, remaining_time=0:00:51.537336, arrival_time=2021-04-14 22:50:29.642271, cost_time=0:00:22.737087 2021-04-14 22:49:41,860 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.4246, top1-acc=86.50%, top5-acc=98.87%, remaining_time=0:00:47.685834, arrival_time=2021-04-14 22:50:29.545759, cost_time=0:00:26.492124 2021-04-14 22:49:45,612 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=2.94ms, fps=682 images/s, loss=0.4250, top1-acc=86.57%, top5-acc=98.87%, remaining_time=0:00:43.853916, arrival_time=2021-04-14 22:50:29.465866, cost_time=0:00:30.244104 2021-04-14 22:49:49,373 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.4249, top1-acc=86.56%, top5-acc=98.91%, remaining_time=0:00:40.050510, arrival_time=2021-04-14 22:50:29.423543, cost_time=0:00:34.005187 2021-04-14 22:49:53,135 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=2.49ms, fps=681 images/s, loss=0.4248, top1-acc=86.63%, top5-acc=98.86%, remaining_time=0:00:36.256992, arrival_time=2021-04-14 22:50:29.392530, cost_time=0:00:37.767673 2021-04-14 22:49:56,899 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=3.36ms, fps=680 images/s, loss=0.4256, top1-acc=86.63%, top5-acc=98.85%, remaining_time=0:00:32.470332, arrival_time=2021-04-14 22:50:29.369982, cost_time=0:00:41.531802 2021-04-14 22:50:00,663 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.97ms, fps=680 images/s, loss=0.4291, top1-acc=86.48%, top5-acc=98.82%, remaining_time=0:00:28.687036, arrival_time=2021-04-14 22:50:29.350332, cost_time=0:00:45.295356 2021-04-14 22:50:04,425 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.4317, top1-acc=86.36%, top5-acc=98.83%, remaining_time=0:00:24.905826, arrival_time=2021-04-14 22:50:29.330765, cost_time=0:00:49.056940 2021-04-14 22:50:08,199 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=12.65ms, fps=678 images/s, loss=0.4335, top1-acc=86.30%, top5-acc=98.79%, remaining_time=0:00:21.132552, arrival_time=2021-04-14 22:50:29.331631, cost_time=0:00:52.831317 2021-04-14 22:50:11,951 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.4363, top1-acc=86.24%, top5-acc=98.77%, remaining_time=0:00:17.352350, arrival_time=2021-04-14 22:50:29.303988, cost_time=0:00:56.583764 2021-04-14 22:50:15,709 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.4396, top1-acc=86.18%, top5-acc=98.75%, remaining_time=0:00:13.576824, arrival_time=2021-04-14 22:50:29.286099, cost_time=0:01:00.341519 2021-04-14 22:50:19,478 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.76ms, fps=679 images/s, loss=0.4432, top1-acc=86.12%, top5-acc=98.70%, remaining_time=0:00:09.805120, arrival_time=2021-04-14 22:50:29.283226, cost_time=0:01:04.110347 2021-04-14 22:50:23,237 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.4463, top1-acc=85.99%, top5-acc=98.68%, remaining_time=0:00:06.032816, arrival_time=2021-04-14 22:50:29.269877, cost_time=0:01:07.869191 2021-04-14 22:50:26,992 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.4489, top1-acc=85.88%, top5-acc=98.69%, remaining_time=0:00:02.261814, arrival_time=2021-04-14 22:50:29.253864, cost_time=0:01:11.624196 2021-04-14 22:50:28,997 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.53ms, fps=678 images/s, loss=0.4495, top1-acc=85.87%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:28.997351, cost_time=0:01:13.629573 2021-04-14 22:50:30,314 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.60ms, fps=1946 images/s, loss=1.6186, top1-acc=61.33%, top5-acc=86.05%, remaining_time=0:00:03.945900, arrival_time=2021-04-14 22:50:34.260674, cost_time=0:00:01.315304 2021-04-14 22:50:31,513 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=2.15ms, fps=2137 images/s, loss=1.6376, top1-acc=61.07%, top5-acc=85.72%, remaining_time=0:00:02.514020, arrival_time=2021-04-14 22:50:34.027487, cost_time=0:00:02.514013 2021-04-14 22:50:32,707 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.56ms, fps=2144 images/s, loss=1.6412, top1-acc=60.20%, top5-acc=86.03%, remaining_time=0:00:01.236160, arrival_time=2021-04-14 22:50:33.944075, cost_time=0:00:03.708489 2021-04-14 22:50:33,798 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=1.40ms, fps=2127 images/s, loss=1.6435, top1-acc=60.18%, top5-acc=85.98%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:33.798924, cost_time=0:00:04.799586 2021-04-14 22:50:34,517 INFO : Epoch=0075 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:45:34.835625, arrival_time=2021-04-15 01:36:09.352726, cost_time=1:39:20.901367 2021-04-14 22:50:34,518 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 22:50:38,460 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.46ms, fps=650 images/s, loss=0.4193, top1-acc=87.23%, top5-acc=98.87%, remaining_time=0:01:13.306320, arrival_time=2021-04-14 22:51:51.766320, cost_time=0:00:03.941196 2021-04-14 22:50:42,211 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.4159, top1-acc=87.36%, top5-acc=98.81%, remaining_time=0:01:07.694000, arrival_time=2021-04-14 22:51:49.905287, cost_time=0:00:07.692502 2021-04-14 22:50:45,969 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=0.4022, top1-acc=87.62%, top5-acc=98.91%, remaining_time=0:01:03.357718, arrival_time=2021-04-14 22:51:49.326642, cost_time=0:00:11.450176 2021-04-14 22:50:49,736 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.58ms, fps=680 images/s, loss=0.4028, top1-acc=87.56%, top5-acc=98.95%, remaining_time=0:00:59.348796, arrival_time=2021-04-14 22:51:49.085200, cost_time=0:00:15.217659 2021-04-14 22:50:53,502 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.63ms, fps=680 images/s, loss=0.3986, top1-acc=87.80%, top5-acc=98.95%, remaining_time=0:00:55.430652, arrival_time=2021-04-14 22:51:48.932703, cost_time=0:00:18.983122 2021-04-14 22:50:57,271 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=2.52ms, fps=679 images/s, loss=0.3961, top1-acc=87.88%, top5-acc=99.00%, remaining_time=0:00:51.571608, arrival_time=2021-04-14 22:51:48.842818, cost_time=0:00:22.752207 2021-04-14 22:51:01,010 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.3975, top1-acc=87.76%, top5-acc=99.02%, remaining_time=0:00:47.684826, arrival_time=2021-04-14 22:51:48.695100, cost_time=0:00:26.491595 2021-04-14 22:51:04,760 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.3994, top1-acc=87.69%, top5-acc=99.03%, remaining_time=0:00:43.850320, arrival_time=2021-04-14 22:51:48.610884, cost_time=0:00:30.241627 2021-04-14 22:51:08,519 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.4022, top1-acc=87.65%, top5-acc=99.00%, remaining_time=0:00:40.044892, arrival_time=2021-04-14 22:51:48.563921, cost_time=0:00:34.000346 2021-04-14 22:51:12,270 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.4022, top1-acc=87.62%, top5-acc=99.00%, remaining_time=0:00:36.241536, arrival_time=2021-04-14 22:51:48.511853, cost_time=0:00:37.751643 2021-04-14 22:51:16,012 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.79ms, fps=684 images/s, loss=0.4052, top1-acc=87.47%, top5-acc=99.00%, remaining_time=0:00:32.440404, arrival_time=2021-04-14 22:51:48.452635, cost_time=0:00:41.493553 2021-04-14 22:51:19,766 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.4090, top1-acc=87.36%, top5-acc=98.97%, remaining_time=0:00:28.656940, arrival_time=2021-04-14 22:51:48.423421, cost_time=0:00:45.247810 2021-04-14 22:51:23,504 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.79ms, fps=685 images/s, loss=0.4105, top1-acc=87.35%, top5-acc=98.98%, remaining_time=0:00:24.869658, arrival_time=2021-04-14 22:51:48.374210, cost_time=0:00:48.985652 2021-04-14 22:51:27,251 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.4143, top1-acc=87.24%, top5-acc=98.94%, remaining_time=0:00:21.093296, arrival_time=2021-04-14 22:51:48.345196, cost_time=0:00:52.733250 2021-04-14 22:51:31,006 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.4167, top1-acc=87.15%, top5-acc=98.92%, remaining_time=0:00:17.323002, arrival_time=2021-04-14 22:51:48.329709, cost_time=0:00:56.488008 2021-04-14 22:51:34,758 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=0.4216, top1-acc=86.95%, top5-acc=98.88%, remaining_time=0:00:13.554036, arrival_time=2021-04-14 22:51:48.312884, cost_time=0:01:00.240169 2021-04-14 22:51:38,521 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.4259, top1-acc=86.83%, top5-acc=98.85%, remaining_time=0:00:09.788714, arrival_time=2021-04-14 22:51:48.310602, cost_time=0:01:04.003162 2021-04-14 22:51:42,269 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.4310, top1-acc=86.66%, top5-acc=98.83%, remaining_time=0:00:06.022288, arrival_time=2021-04-14 22:51:48.291630, cost_time=0:01:07.750661 2021-04-14 22:51:46,006 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.24ms, fps=685 images/s, loss=0.4356, top1-acc=86.53%, top5-acc=98.82%, remaining_time=0:00:02.257518, arrival_time=2021-04-14 22:51:48.264267, cost_time=0:01:11.488038 2021-04-14 22:51:48,003 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.4386, top1-acc=86.47%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:48.002981, cost_time=0:01:13.484386 2021-04-14 22:51:49,359 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.92ms, fps=1890 images/s, loss=1.9401, top1-acc=56.41%, top5-acc=84.26%, remaining_time=0:00:04.063710, arrival_time=2021-04-14 22:51:53.423419, cost_time=0:00:01.354573 2021-04-14 22:51:50,567 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.87ms, fps=2122 images/s, loss=1.9404, top1-acc=56.25%, top5-acc=83.52%, remaining_time=0:00:02.561540, arrival_time=2021-04-14 22:51:53.128582, cost_time=0:00:02.561532 2021-04-14 22:51:51,778 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.50ms, fps=2116 images/s, loss=1.9367, top1-acc=56.28%, top5-acc=83.62%, remaining_time=0:00:01.257650, arrival_time=2021-04-14 22:51:53.035682, cost_time=0:00:03.772937 2021-04-14 22:51:52,878 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=1.43ms, fps=2111 images/s, loss=1.9812, top1-acc=55.36%, top5-acc=83.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:52.877952, cost_time=0:00:04.872890 2021-04-14 22:51:53,592 INFO : Epoch=0076 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:44:14.698996, arrival_time=2021-04-15 01:36:08.291590, cost_time=1:40:39.976777 2021-04-14 22:51:53,594 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 22:51:57,552 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=2.07ms, fps=647 images/s, loss=0.4248, top1-acc=87.27%, top5-acc=98.52%, remaining_time=0:01:13.608012, arrival_time=2021-04-14 22:53:11.160515, cost_time=0:00:03.957420 2021-04-14 22:52:01,303 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.4137, top1-acc=87.56%, top5-acc=98.89%, remaining_time=0:01:07.835504, arrival_time=2021-04-14 22:53:09.138977, cost_time=0:00:07.708589 2021-04-14 22:52:05,056 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.3985, top1-acc=87.86%, top5-acc=98.93%, remaining_time=0:01:03.420964, arrival_time=2021-04-14 22:53:08.477721, cost_time=0:00:11.461622 2021-04-14 22:52:08,818 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.3957, top1-acc=87.92%, top5-acc=98.89%, remaining_time=0:00:59.370168, arrival_time=2021-04-14 22:53:08.188259, cost_time=0:00:15.223140 2021-04-14 22:52:12,572 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.3981, top1-acc=87.73%, top5-acc=98.93%, remaining_time=0:00:55.414300, arrival_time=2021-04-14 22:53:07.986801, cost_time=0:00:18.977493 2021-04-14 22:52:16,338 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.3985, top1-acc=87.77%, top5-acc=98.96%, remaining_time=0:00:51.550392, arrival_time=2021-04-14 22:53:07.888331, cost_time=0:00:22.742811 2021-04-14 22:52:20,100 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.76ms, fps=680 images/s, loss=0.4009, top1-acc=87.74%, top5-acc=98.99%, remaining_time=0:00:47.710404, arrival_time=2021-04-14 22:53:07.811262, cost_time=0:00:26.505796 2021-04-14 22:52:23,864 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=0.4027, top1-acc=87.71%, top5-acc=98.94%, remaining_time=0:00:43.890920, arrival_time=2021-04-14 22:53:07.755476, cost_time=0:00:30.269587 2021-04-14 22:52:27,624 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=3.26ms, fps=681 images/s, loss=0.4069, top1-acc=87.48%, top5-acc=98.91%, remaining_time=0:00:40.079024, arrival_time=2021-04-14 22:53:07.703298, cost_time=0:00:34.029329 2021-04-14 22:52:31,372 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.4073, top1-acc=87.40%, top5-acc=98.93%, remaining_time=0:00:36.266400, arrival_time=2021-04-14 22:53:07.638848, cost_time=0:00:37.777452 2021-04-14 22:52:35,136 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=2.31ms, fps=680 images/s, loss=0.4083, top1-acc=87.35%, top5-acc=98.91%, remaining_time=0:00:32.478072, arrival_time=2021-04-14 22:53:07.614735, cost_time=0:00:41.541700 2021-04-14 22:52:38,894 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=3.20ms, fps=681 images/s, loss=0.4113, top1-acc=87.25%, top5-acc=98.91%, remaining_time=0:00:28.689772, arrival_time=2021-04-14 22:53:07.584343, cost_time=0:00:45.299624 2021-04-14 22:52:42,654 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.4163, top1-acc=87.14%, top5-acc=98.89%, remaining_time=0:00:24.907278, arrival_time=2021-04-14 22:53:07.561996, cost_time=0:00:49.059767 2021-04-14 22:52:46,416 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.4195, top1-acc=87.05%, top5-acc=98.87%, remaining_time=0:00:21.128464, arrival_time=2021-04-14 22:53:07.544666, cost_time=0:00:52.821137 2021-04-14 22:52:50,173 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.4215, top1-acc=86.97%, top5-acc=98.84%, remaining_time=0:00:17.350740, arrival_time=2021-04-14 22:53:07.524147, cost_time=0:00:56.578476 2021-04-14 22:52:53,930 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.4252, top1-acc=86.86%, top5-acc=98.81%, remaining_time=0:00:13.575492, arrival_time=2021-04-14 22:53:07.506076, cost_time=0:01:00.335595 2021-04-14 22:52:57,706 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.94ms, fps=678 images/s, loss=0.4276, top1-acc=86.75%, top5-acc=98.79%, remaining_time=0:00:09.805328, arrival_time=2021-04-14 22:53:07.512143, cost_time=0:01:04.111751 2021-04-14 22:53:01,464 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.4299, top1-acc=86.66%, top5-acc=98.78%, remaining_time=0:00:06.032848, arrival_time=2021-04-14 22:53:07.497471, cost_time=0:01:07.869519 2021-04-14 22:53:05,230 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=0.4321, top1-acc=86.58%, top5-acc=98.79%, remaining_time=0:00:02.262186, arrival_time=2021-04-14 22:53:07.493061, cost_time=0:01:11.635907 2021-04-14 22:53:07,244 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.47ms, fps=676 images/s, loss=0.4354, top1-acc=86.48%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:07.244585, cost_time=0:01:13.649588 2021-04-14 22:53:08,609 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.22ms, fps=1879 images/s, loss=1.6269, top1-acc=60.82%, top5-acc=84.92%, remaining_time=0:00:04.088220, arrival_time=2021-04-14 22:53:12.697770, cost_time=0:00:01.362738 2021-04-14 22:53:09,802 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.44ms, fps=2147 images/s, loss=1.6315, top1-acc=60.61%, top5-acc=85.39%, remaining_time=0:00:02.555760, arrival_time=2021-04-14 22:53:12.358271, cost_time=0:00:02.555752 2021-04-14 22:53:11,002 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.56ms, fps=2135 images/s, loss=1.6607, top1-acc=60.03%, top5-acc=85.13%, remaining_time=0:00:01.251790, arrival_time=2021-04-14 22:53:12.253986, cost_time=0:00:03.755384 2021-04-14 22:53:12,089 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.09ms, fps=2136 images/s, loss=1.6379, top1-acc=60.22%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:12.089077, cost_time=0:00:04.842391 2021-04-14 22:53:12,800 INFO : Epoch=0077 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:42:54.801144, arrival_time=2021-04-15 01:36:07.601359, cost_time=1:41:59.184446 2021-04-14 22:53:12,802 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 22:53:16,690 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.52ms, fps=658 images/s, loss=0.4152, top1-acc=87.42%, top5-acc=99.14%, remaining_time=0:01:12.310476, arrival_time=2021-04-14 22:54:29.000402, cost_time=0:00:03.887659 2021-04-14 22:53:20,440 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.84ms, fps=683 images/s, loss=0.4210, top1-acc=86.99%, top5-acc=99.02%, remaining_time=0:01:07.212992, arrival_time=2021-04-14 22:54:27.653115, cost_time=0:00:07.637848 2021-04-14 22:53:24,200 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.4082, top1-acc=87.46%, top5-acc=99.01%, remaining_time=0:01:03.069210, arrival_time=2021-04-14 22:54:27.269588, cost_time=0:00:11.398051 2021-04-14 22:53:27,961 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.4050, top1-acc=87.66%, top5-acc=98.98%, remaining_time=0:00:59.120724, arrival_time=2021-04-14 22:54:27.082142, cost_time=0:00:15.159165 2021-04-14 22:53:31,724 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.4049, top1-acc=87.56%, top5-acc=99.02%, remaining_time=0:00:55.251072, arrival_time=2021-04-14 22:54:26.974983, cost_time=0:00:18.921595 2021-04-14 22:53:35,479 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.4072, top1-acc=87.32%, top5-acc=99.03%, remaining_time=0:00:51.401472, arrival_time=2021-04-14 22:54:26.880822, cost_time=0:00:22.677114 2021-04-14 22:53:39,231 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.4053, top1-acc=87.32%, top5-acc=99.03%, remaining_time=0:00:47.572938, arrival_time=2021-04-14 22:54:26.804618, cost_time=0:00:26.429440 2021-04-14 22:53:42,989 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.4047, top1-acc=87.36%, top5-acc=99.04%, remaining_time=0:00:43.771788, arrival_time=2021-04-14 22:54:26.761450, cost_time=0:00:30.187408 2021-04-14 22:53:46,747 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.4058, top1-acc=87.34%, top5-acc=99.03%, remaining_time=0:00:39.980338, arrival_time=2021-04-14 22:54:26.728158, cost_time=0:00:33.945560 2021-04-14 22:53:50,499 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=3.31ms, fps=683 images/s, loss=0.4082, top1-acc=87.25%, top5-acc=99.02%, remaining_time=0:00:36.188928, arrival_time=2021-04-14 22:54:26.688090, cost_time=0:00:37.696757 2021-04-14 22:53:54,272 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=2.42ms, fps=679 images/s, loss=0.4101, top1-acc=87.19%, top5-acc=99.00%, remaining_time=0:00:32.421914, arrival_time=2021-04-14 22:54:26.694093, cost_time=0:00:41.469857 2021-04-14 22:53:58,026 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=2.26ms, fps=682 images/s, loss=0.4137, top1-acc=87.10%, top5-acc=98.96%, remaining_time=0:00:28.642120, arrival_time=2021-04-14 22:54:26.668893, cost_time=0:00:45.224428 2021-04-14 22:54:01,780 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.4150, top1-acc=87.06%, top5-acc=98.92%, remaining_time=0:00:24.865632, arrival_time=2021-04-14 22:54:26.645736, cost_time=0:00:48.977810 2021-04-14 22:54:05,539 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=2.82ms, fps=681 images/s, loss=0.4167, top1-acc=87.00%, top5-acc=98.93%, remaining_time=0:00:21.094752, arrival_time=2021-04-14 22:54:26.633872, cost_time=0:00:52.736829 2021-04-14 22:54:09,297 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=7.26ms, fps=681 images/s, loss=0.4198, top1-acc=86.90%, top5-acc=98.93%, remaining_time=0:00:17.325118, arrival_time=2021-04-14 22:54:26.622292, cost_time=0:00:56.494930 2021-04-14 22:54:13,051 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.4228, top1-acc=86.78%, top5-acc=98.92%, remaining_time=0:00:13.556088, arrival_time=2021-04-14 22:54:26.607783, cost_time=0:01:00.249220 2021-04-14 22:54:16,807 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.4235, top1-acc=86.74%, top5-acc=98.91%, remaining_time=0:00:09.788974, arrival_time=2021-04-14 22:54:26.596004, cost_time=0:01:04.004777 2021-04-14 22:54:20,564 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.55ms, fps=681 images/s, loss=0.4272, top1-acc=86.67%, top5-acc=98.85%, remaining_time=0:00:06.023312, arrival_time=2021-04-14 22:54:26.587861, cost_time=0:01:07.762289 2021-04-14 22:54:24,328 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.4295, top1-acc=86.61%, top5-acc=98.84%, remaining_time=0:00:02.258718, arrival_time=2021-04-14 22:54:26.587254, cost_time=0:01:11.526145 2021-04-14 22:54:26,340 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.60ms, fps=676 images/s, loss=0.4324, top1-acc=86.56%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:26.340383, cost_time=0:01:13.538125 2021-04-14 22:54:27,696 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.23ms, fps=1891 images/s, loss=1.7093, top1-acc=58.87%, top5-acc=85.23%, remaining_time=0:00:04.061730, arrival_time=2021-04-14 22:54:31.758543, cost_time=0:00:01.353910 2021-04-14 22:54:28,898 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.46ms, fps=2131 images/s, loss=1.6851, top1-acc=59.06%, top5-acc=85.78%, remaining_time=0:00:02.555920, arrival_time=2021-04-14 22:54:31.454736, cost_time=0:00:02.555922 2021-04-14 22:54:30,094 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.64ms, fps=2143 images/s, loss=1.6603, top1-acc=59.19%, top5-acc=85.92%, remaining_time=0:00:01.250460, arrival_time=2021-04-14 22:54:31.344574, cost_time=0:00:03.751365 2021-04-14 22:54:31,184 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=1.41ms, fps=2128 images/s, loss=1.6311, top1-acc=59.56%, top5-acc=85.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:31.184956, cost_time=0:00:04.842237 2021-04-14 22:54:31,887 INFO : Epoch=0078 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:41:34.733172, arrival_time=2021-04-15 01:36:06.620965, cost_time=1:43:18.272054 2021-04-14 22:54:31,889 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 22:54:35,825 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=2.10ms, fps=650 images/s, loss=0.4284, top1-acc=87.03%, top5-acc=99.18%, remaining_time=0:01:13.208484, arrival_time=2021-04-14 22:55:49.033943, cost_time=0:00:03.935944 2021-04-14 22:54:39,576 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=2.38ms, fps=683 images/s, loss=0.4028, top1-acc=87.79%, top5-acc=99.08%, remaining_time=0:01:07.645952, arrival_time=2021-04-14 22:55:47.222450, cost_time=0:00:07.687041 2021-04-14 22:54:43,332 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.78ms, fps=682 images/s, loss=0.3917, top1-acc=88.07%, top5-acc=99.09%, remaining_time=0:01:03.320036, arrival_time=2021-04-14 22:55:46.652862, cost_time=0:00:11.443395 2021-04-14 22:54:47,093 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=2.40ms, fps=681 images/s, loss=0.3931, top1-acc=88.01%, top5-acc=99.08%, remaining_time=0:00:59.295912, arrival_time=2021-04-14 22:55:46.389417, cost_time=0:00:15.204097 2021-04-14 22:54:50,845 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=3.93ms, fps=682 images/s, loss=0.3881, top1-acc=88.09%, top5-acc=99.12%, remaining_time=0:00:55.351812, arrival_time=2021-04-14 22:55:46.197295, cost_time=0:00:18.956085 2021-04-14 22:54:54,597 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.3919, top1-acc=88.08%, top5-acc=99.12%, remaining_time=0:00:51.471784, arrival_time=2021-04-14 22:55:46.069301, cost_time=0:00:22.708113 2021-04-14 22:54:58,365 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=2.00ms, fps=679 images/s, loss=0.3948, top1-acc=87.91%, top5-acc=99.11%, remaining_time=0:00:47.657358, arrival_time=2021-04-14 22:55:46.023144, cost_time=0:00:26.476293 2021-04-14 22:55:02,111 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.3983, top1-acc=87.70%, top5-acc=99.16%, remaining_time=0:00:43.822480, arrival_time=2021-04-14 22:55:45.934286, cost_time=0:00:30.222431 2021-04-14 22:55:05,879 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.55ms, fps=680 images/s, loss=0.3986, top1-acc=87.67%, top5-acc=99.14%, remaining_time=0:00:40.032490, arrival_time=2021-04-14 22:55:45.911818, cost_time=0:00:33.989894 2021-04-14 22:55:09,631 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.65ms, fps=682 images/s, loss=0.4001, top1-acc=87.62%, top5-acc=99.14%, remaining_time=0:00:36.232032, arrival_time=2021-04-14 22:55:45.863218, cost_time=0:00:37.741737 2021-04-14 22:55:13,393 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.62ms, fps=681 images/s, loss=0.4022, top1-acc=87.49%, top5-acc=99.15%, remaining_time=0:00:32.448660, arrival_time=2021-04-14 22:55:45.842349, cost_time=0:00:41.504139 2021-04-14 22:55:17,155 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=3.24ms, fps=681 images/s, loss=0.4069, top1-acc=87.41%, top5-acc=99.12%, remaining_time=0:00:28.668720, arrival_time=2021-04-14 22:55:45.824493, cost_time=0:00:45.266378 2021-04-14 22:55:20,916 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.4108, top1-acc=87.27%, top5-acc=99.09%, remaining_time=0:00:24.890712, arrival_time=2021-04-14 22:55:45.807324, cost_time=0:00:49.027096 2021-04-14 22:55:24,680 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.4123, top1-acc=87.25%, top5-acc=99.08%, remaining_time=0:00:21.116312, arrival_time=2021-04-14 22:55:45.796564, cost_time=0:00:52.790792 2021-04-14 22:55:28,439 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=3.36ms, fps=681 images/s, loss=0.4136, top1-acc=87.17%, top5-acc=99.06%, remaining_time=0:00:17.341954, arrival_time=2021-04-14 22:55:45.781284, cost_time=0:00:56.549883 2021-04-14 22:55:32,210 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.49ms, fps=679 images/s, loss=0.4179, top1-acc=87.03%, top5-acc=99.01%, remaining_time=0:00:13.572216, arrival_time=2021-04-14 22:55:45.782574, cost_time=0:01:00.320883 2021-04-14 22:55:35,973 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.4211, top1-acc=86.95%, top5-acc=98.97%, remaining_time=0:00:09.801142, arrival_time=2021-04-14 22:55:45.774911, cost_time=0:01:04.084361 2021-04-14 22:55:39,729 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.4240, top1-acc=86.86%, top5-acc=98.95%, remaining_time=0:00:06.030160, arrival_time=2021-04-14 22:55:45.759120, cost_time=0:01:07.839387 2021-04-14 22:55:43,483 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.32ms, fps=682 images/s, loss=0.4272, top1-acc=86.76%, top5-acc=98.92%, remaining_time=0:00:02.260860, arrival_time=2021-04-14 22:55:45.744261, cost_time=0:01:11.593895 2021-04-14 22:55:45,490 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.56ms, fps=678 images/s, loss=0.4300, top1-acc=86.68%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:45.490599, cost_time=0:01:13.601183 2021-04-14 22:55:46,830 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.21ms, fps=1915 images/s, loss=1.8835, top1-acc=56.05%, top5-acc=83.05%, remaining_time=0:00:04.011270, arrival_time=2021-04-14 22:55:50.841432, cost_time=0:00:01.337088 2021-04-14 22:55:48,034 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=2.56ms, fps=2128 images/s, loss=1.8602, top1-acc=56.68%, top5-acc=83.20%, remaining_time=0:00:02.541000, arrival_time=2021-04-14 22:55:50.575032, cost_time=0:00:02.540999 2021-04-14 22:55:49,226 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.43ms, fps=2148 images/s, loss=1.8738, top1-acc=56.63%, top5-acc=82.94%, remaining_time=0:00:01.244460, arrival_time=2021-04-14 22:55:50.470780, cost_time=0:00:03.733381 2021-04-14 22:55:50,320 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=1.25ms, fps=2122 images/s, loss=1.8886, top1-acc=56.59%, top5-acc=82.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:50.320123, cost_time=0:00:04.827071 2021-04-14 22:55:51,070 INFO : Epoch=0079 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:40:14.836176, arrival_time=2021-04-15 01:36:05.906936, cost_time=1:44:37.455028 2021-04-14 22:55:51,072 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 22:55:55,018 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.56ms, fps=649 images/s, loss=0.4315, top1-acc=86.76%, top5-acc=98.87%, remaining_time=0:01:13.392810, arrival_time=2021-04-14 22:57:08.411002, cost_time=0:00:03.945852 2021-04-14 22:55:58,770 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.4070, top1-acc=87.50%, top5-acc=99.04%, remaining_time=0:01:07.745920, arrival_time=2021-04-14 22:57:06.516767, cost_time=0:00:07.698401 2021-04-14 22:56:02,525 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.4010, top1-acc=87.62%, top5-acc=99.05%, remaining_time=0:01:03.375480, arrival_time=2021-04-14 22:57:05.901235, cost_time=0:00:11.453415 2021-04-14 22:56:06,278 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.3948, top1-acc=87.74%, top5-acc=99.11%, remaining_time=0:00:59.303556, arrival_time=2021-04-14 22:57:05.581965, cost_time=0:00:15.206031 2021-04-14 22:56:10,031 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.3879, top1-acc=87.89%, top5-acc=99.16%, remaining_time=0:00:55.360134, arrival_time=2021-04-14 22:57:05.391476, cost_time=0:00:18.958940 2021-04-14 22:56:13,787 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.3827, top1-acc=88.09%, top5-acc=99.17%, remaining_time=0:00:51.486744, arrival_time=2021-04-14 22:57:05.273801, cost_time=0:00:22.714717 2021-04-14 22:56:17,539 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=2.79ms, fps=682 images/s, loss=0.3854, top1-acc=88.06%, top5-acc=99.14%, remaining_time=0:00:47.640600, arrival_time=2021-04-14 22:57:05.180049, cost_time=0:00:26.466972 2021-04-14 22:56:21,290 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.3858, top1-acc=88.05%, top5-acc=99.14%, remaining_time=0:00:43.816912, arrival_time=2021-04-14 22:57:05.107776, cost_time=0:00:30.218528 2021-04-14 22:56:25,043 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3912, top1-acc=87.86%, top5-acc=99.13%, remaining_time=0:00:40.010018, arrival_time=2021-04-14 22:57:05.053346, cost_time=0:00:33.970794 2021-04-14 22:56:28,795 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.3927, top1-acc=87.87%, top5-acc=99.13%, remaining_time=0:00:36.214272, arrival_time=2021-04-14 22:57:05.009817, cost_time=0:00:37.723204 2021-04-14 22:56:32,554 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.37ms, fps=681 images/s, loss=0.3906, top1-acc=87.86%, top5-acc=99.13%, remaining_time=0:00:32.431202, arrival_time=2021-04-14 22:57:04.985333, cost_time=0:00:41.481798 2021-04-14 22:56:36,323 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=2.20ms, fps=679 images/s, loss=0.3932, top1-acc=87.78%, top5-acc=99.10%, remaining_time=0:00:28.659068, arrival_time=2021-04-14 22:57:04.982713, cost_time=0:00:45.251201 2021-04-14 22:56:40,080 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.3972, top1-acc=87.59%, top5-acc=99.09%, remaining_time=0:00:24.880878, arrival_time=2021-04-14 22:57:04.961168, cost_time=0:00:49.007842 2021-04-14 22:56:43,836 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.3999, top1-acc=87.48%, top5-acc=99.06%, remaining_time=0:00:21.105504, arrival_time=2021-04-14 22:57:04.941716, cost_time=0:00:52.763763 2021-04-14 22:56:47,586 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.4029, top1-acc=87.40%, top5-acc=99.06%, remaining_time=0:00:17.331098, arrival_time=2021-04-14 22:57:04.917969, cost_time=0:00:56.514483 2021-04-14 22:56:51,338 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.4048, top1-acc=87.33%, top5-acc=99.05%, remaining_time=0:00:13.559868, arrival_time=2021-04-14 22:57:04.898261, cost_time=0:01:00.266063 2021-04-14 22:56:55,085 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.4055, top1-acc=87.33%, top5-acc=99.04%, remaining_time=0:00:09.790170, arrival_time=2021-04-14 22:57:04.875190, cost_time=0:01:04.012578 2021-04-14 22:56:58,844 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.4090, top1-acc=87.23%, top5-acc=99.01%, remaining_time=0:00:06.024160, arrival_time=2021-04-14 22:57:04.868222, cost_time=0:01:07.771735 2021-04-14 22:57:02,595 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.4113, top1-acc=87.17%, top5-acc=99.01%, remaining_time=0:00:02.258634, arrival_time=2021-04-14 22:57:04.854313, cost_time=0:01:11.523345 2021-04-14 22:57:04,607 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.60ms, fps=676 images/s, loss=0.4135, top1-acc=87.11%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:04.607566, cost_time=0:01:13.535139 2021-04-14 22:57:05,932 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.89ms, fps=1936 images/s, loss=1.5735, top1-acc=61.52%, top5-acc=86.37%, remaining_time=0:00:03.967650, arrival_time=2021-04-14 22:57:09.900168, cost_time=0:00:01.322554 2021-04-14 22:57:07,129 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.55ms, fps=2139 images/s, loss=1.5629, top1-acc=61.50%, top5-acc=86.52%, remaining_time=0:00:02.519820, arrival_time=2021-04-14 22:57:09.649683, cost_time=0:00:02.519824 2021-04-14 22:57:08,322 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.52ms, fps=2147 images/s, loss=1.5583, top1-acc=61.20%, top5-acc=86.82%, remaining_time=0:00:01.237560, arrival_time=2021-04-14 22:57:09.560212, cost_time=0:00:03.712691 2021-04-14 22:57:09,408 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=1.32ms, fps=2137 images/s, loss=1.5727, top1-acc=61.10%, top5-acc=86.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:09.408748, cost_time=0:00:04.798744 2021-04-14 22:57:10,335 INFO : Epoch=0080 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:38:55.078800, arrival_time=2021-04-15 01:36:05.413767, cost_time=1:45:56.719194 2021-04-14 22:57:10,337 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 22:57:14,327 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.59ms, fps=642 images/s, loss=0.4189, top1-acc=87.70%, top5-acc=98.98%, remaining_time=0:01:14.219208, arrival_time=2021-04-14 22:58:28.546787, cost_time=0:00:03.990283 2021-04-14 22:57:18,090 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.86ms, fps=680 images/s, loss=0.4181, top1-acc=87.15%, top5-acc=98.87%, remaining_time=0:01:08.227808, arrival_time=2021-04-14 22:58:26.318377, cost_time=0:00:07.753170 2021-04-14 22:57:21,841 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.4157, top1-acc=87.46%, top5-acc=98.87%, remaining_time=0:01:03.656352, arrival_time=2021-04-14 22:58:25.497815, cost_time=0:00:11.504165 2021-04-14 22:57:25,600 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.4070, top1-acc=87.77%, top5-acc=98.94%, remaining_time=0:00:59.527104, arrival_time=2021-04-14 22:58:25.127810, cost_time=0:00:15.263351 2021-04-14 22:57:29,351 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.3957, top1-acc=87.98%, top5-acc=99.01%, remaining_time=0:00:55.520296, arrival_time=2021-04-14 22:58:24.871380, cost_time=0:00:19.013797 2021-04-14 22:57:33,102 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.3901, top1-acc=88.05%, top5-acc=99.07%, remaining_time=0:00:51.601528, arrival_time=2021-04-14 22:58:24.704279, cost_time=0:00:22.765352 2021-04-14 22:57:36,859 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.3900, top1-acc=88.00%, top5-acc=99.09%, remaining_time=0:00:47.740140, arrival_time=2021-04-14 22:58:24.599768, cost_time=0:00:26.522297 2021-04-14 22:57:40,624 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.77ms, fps=680 images/s, loss=0.3935, top1-acc=87.83%, top5-acc=99.07%, remaining_time=0:00:43.916324, arrival_time=2021-04-14 22:58:24.540703, cost_time=0:00:30.287100 2021-04-14 22:57:44,383 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.3935, top1-acc=87.84%, top5-acc=99.07%, remaining_time=0:00:40.099164, arrival_time=2021-04-14 22:58:24.482868, cost_time=0:00:34.046425 2021-04-14 22:57:48,142 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.69ms, fps=681 images/s, loss=0.3940, top1-acc=87.82%, top5-acc=99.09%, remaining_time=0:00:36.292320, arrival_time=2021-04-14 22:58:24.434193, cost_time=0:00:37.804468 2021-04-14 22:57:51,893 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.3976, top1-acc=87.71%, top5-acc=99.06%, remaining_time=0:00:32.489682, arrival_time=2021-04-14 22:58:24.383536, cost_time=0:00:41.556547 2021-04-14 22:57:55,647 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.3985, top1-acc=87.66%, top5-acc=99.07%, remaining_time=0:00:28.696460, arrival_time=2021-04-14 22:58:24.343955, cost_time=0:00:45.310207 2021-04-14 22:57:59,400 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.4003, top1-acc=87.59%, top5-acc=99.04%, remaining_time=0:00:24.908664, arrival_time=2021-04-14 22:58:24.308584, cost_time=0:00:49.062578 2021-04-14 22:58:03,159 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.94ms, fps=681 images/s, loss=0.4004, top1-acc=87.58%, top5-acc=99.04%, remaining_time=0:00:21.128688, arrival_time=2021-04-14 22:58:24.287679, cost_time=0:00:52.821653 2021-04-14 22:58:06,914 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.4002, top1-acc=87.57%, top5-acc=99.05%, remaining_time=0:00:17.350234, arrival_time=2021-04-14 22:58:24.264375, cost_time=0:00:56.576862 2021-04-14 22:58:10,665 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.3998, top1-acc=87.60%, top5-acc=99.05%, remaining_time=0:00:13.573908, arrival_time=2021-04-14 22:58:24.239605, cost_time=0:01:00.328416 2021-04-14 22:58:14,417 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.4006, top1-acc=87.58%, top5-acc=99.06%, remaining_time=0:00:09.800544, arrival_time=2021-04-14 22:58:24.218317, cost_time=0:01:04.080484 2021-04-14 22:58:18,178 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.4030, top1-acc=87.51%, top5-acc=99.04%, remaining_time=0:00:06.030352, arrival_time=2021-04-14 22:58:24.209210, cost_time=0:01:07.841468 2021-04-14 22:58:21,933 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.4063, top1-acc=87.47%, top5-acc=99.01%, remaining_time=0:00:02.260944, arrival_time=2021-04-14 22:58:24.194772, cost_time=0:01:11.596509 2021-04-14 22:58:23,935 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.4097, top1-acc=87.42%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:23.935675, cost_time=0:01:13.598402 2021-04-14 22:58:25,291 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.46ms, fps=1892 images/s, loss=1.6317, top1-acc=61.05%, top5-acc=86.13%, remaining_time=0:00:04.059270, arrival_time=2021-04-14 22:58:29.350176, cost_time=0:00:01.353092 2021-04-14 22:58:26,485 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.56ms, fps=2145 images/s, loss=1.6589, top1-acc=60.29%, top5-acc=86.33%, remaining_time=0:00:02.547120, arrival_time=2021-04-14 22:58:29.032171, cost_time=0:00:02.547127 2021-04-14 22:58:27,675 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.55ms, fps=2152 images/s, loss=1.6435, top1-acc=60.27%, top5-acc=86.51%, remaining_time=0:00:01.245840, arrival_time=2021-04-14 22:58:28.921040, cost_time=0:00:03.737507 2021-04-14 22:58:28,759 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=1.30ms, fps=2140 images/s, loss=1.6311, top1-acc=60.25%, top5-acc=86.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:28.759817, cost_time=0:00:04.822143 2021-04-14 22:58:29,517 INFO : Epoch=0081 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:37:35.214139, arrival_time=2021-04-15 01:36:04.731958, cost_time=1:47:15.902086 2021-04-14 22:58:29,519 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 22:58:33,440 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=2.01ms, fps=653 images/s, loss=0.4200, top1-acc=86.87%, top5-acc=98.95%, remaining_time=0:01:12.927996, arrival_time=2021-04-14 22:59:46.368437, cost_time=0:00:03.920860 2021-04-14 22:58:37,199 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.4137, top1-acc=87.30%, top5-acc=98.91%, remaining_time=0:01:07.584880, arrival_time=2021-04-14 22:59:44.784447, cost_time=0:00:07.680094 2021-04-14 22:58:40,950 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.4036, top1-acc=87.73%, top5-acc=99.05%, remaining_time=0:01:03.248988, arrival_time=2021-04-14 22:59:44.198906, cost_time=0:00:11.430554 2021-04-14 22:58:44,705 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=2.52ms, fps=682 images/s, loss=0.4011, top1-acc=87.74%, top5-acc=99.08%, remaining_time=0:00:59.225400, arrival_time=2021-04-14 22:59:43.930785, cost_time=0:00:15.185989 2021-04-14 22:58:48,467 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=4.09ms, fps=681 images/s, loss=0.3924, top1-acc=87.84%, top5-acc=99.10%, remaining_time=0:00:55.328598, arrival_time=2021-04-14 22:59:43.796320, cost_time=0:00:18.948173 2021-04-14 22:58:52,225 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=2.47ms, fps=681 images/s, loss=0.3860, top1-acc=88.08%, top5-acc=99.15%, remaining_time=0:00:51.467704, arrival_time=2021-04-14 22:59:43.693439, cost_time=0:00:22.706366 2021-04-14 22:58:55,992 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.57ms, fps=680 images/s, loss=0.3885, top1-acc=88.01%, top5-acc=99.14%, remaining_time=0:00:47.651184, arrival_time=2021-04-14 22:59:43.643524, cost_time=0:00:26.472857 2021-04-14 22:58:59,742 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.3861, top1-acc=88.03%, top5-acc=99.17%, remaining_time=0:00:43.822944, arrival_time=2021-04-14 22:59:43.565119, cost_time=0:00:30.222719 2021-04-14 22:59:03,496 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.3841, top1-acc=88.12%, top5-acc=99.17%, remaining_time=0:00:40.017650, arrival_time=2021-04-14 22:59:43.514310, cost_time=0:00:33.977262 2021-04-14 22:59:07,262 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.74ms, fps=680 images/s, loss=0.3867, top1-acc=87.98%, top5-acc=99.17%, remaining_time=0:00:36.232800, arrival_time=2021-04-14 22:59:43.494754, cost_time=0:00:37.742473 2021-04-14 22:59:11,025 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.23ms, fps=680 images/s, loss=0.3877, top1-acc=87.95%, top5-acc=99.15%, remaining_time=0:00:32.450208, arrival_time=2021-04-14 22:59:43.475679, cost_time=0:00:41.506116 2021-04-14 22:59:14,778 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.3881, top1-acc=87.92%, top5-acc=99.14%, remaining_time=0:00:28.664008, arrival_time=2021-04-14 22:59:43.442454, cost_time=0:00:45.258962 2021-04-14 22:59:18,536 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.3898, top1-acc=87.82%, top5-acc=99.15%, remaining_time=0:00:24.885762, arrival_time=2021-04-14 22:59:43.422634, cost_time=0:00:49.017398 2021-04-14 22:59:22,289 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.3917, top1-acc=87.75%, top5-acc=99.14%, remaining_time=0:00:21.107856, arrival_time=2021-04-14 22:59:43.396978, cost_time=0:00:52.769583 2021-04-14 22:59:26,049 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=2.54ms, fps=681 images/s, loss=0.3962, top1-acc=87.64%, top5-acc=99.10%, remaining_time=0:00:17.335790, arrival_time=2021-04-14 22:59:43.385039, cost_time=0:00:56.529770 2021-04-14 22:59:29,813 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=2.92ms, fps=680 images/s, loss=0.3972, top1-acc=87.60%, top5-acc=99.10%, remaining_time=0:00:13.566024, arrival_time=2021-04-14 22:59:43.378917, cost_time=0:01:00.293468 2021-04-14 22:59:33,568 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=3.13ms, fps=682 images/s, loss=0.3990, top1-acc=87.55%, top5-acc=99.08%, remaining_time=0:00:09.795760, arrival_time=2021-04-14 22:59:43.364235, cost_time=0:01:04.049121 2021-04-14 22:59:37,340 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.92ms, fps=679 images/s, loss=0.3990, top1-acc=87.58%, top5-acc=99.07%, remaining_time=0:00:06.028576, arrival_time=2021-04-14 22:59:43.369428, cost_time=0:01:07.821497 2021-04-14 22:59:41,090 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=2.50ms, fps=683 images/s, loss=0.4015, top1-acc=87.46%, top5-acc=99.06%, remaining_time=0:00:02.260146, arrival_time=2021-04-14 22:59:43.350812, cost_time=0:01:11.571253 2021-04-14 22:59:43,095 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=2.58ms, fps=679 images/s, loss=0.4030, top1-acc=87.43%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:43.095747, cost_time=0:01:13.576358 2021-04-14 22:59:44,406 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.51ms, fps=1956 images/s, loss=1.6403, top1-acc=60.98%, top5-acc=86.87%, remaining_time=0:00:03.925560, arrival_time=2021-04-14 22:59:48.332085, cost_time=0:00:01.308521 2021-04-14 22:59:45,605 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.48ms, fps=2137 images/s, loss=1.6242, top1-acc=60.86%, top5-acc=86.50%, remaining_time=0:00:02.507020, arrival_time=2021-04-14 22:59:48.112147, cost_time=0:00:02.507016 2021-04-14 22:59:46,798 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.44ms, fps=2147 images/s, loss=1.6491, top1-acc=60.53%, top5-acc=86.13%, remaining_time=0:00:01.233410, arrival_time=2021-04-14 22:59:48.031576, cost_time=0:00:03.700236 2021-04-14 22:59:47,883 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.10ms, fps=2139 images/s, loss=1.6712, top1-acc=60.40%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:47.883003, cost_time=0:00:04.785128 2021-04-14 22:59:48,570 INFO : Epoch=0082 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:36:15.178470, arrival_time=2021-04-15 01:36:03.748770, cost_time=1:48:34.954562 2021-04-14 22:59:48,597 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 22:59:52,547 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.44ms, fps=648 images/s, loss=0.3919, top1-acc=87.70%, top5-acc=98.91%, remaining_time=0:01:13.464420, arrival_time=2021-04-14 23:01:06.011853, cost_time=0:00:03.949700 2021-04-14 22:59:56,305 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.3936, top1-acc=87.50%, top5-acc=99.16%, remaining_time=0:01:07.826704, arrival_time=2021-04-14 23:01:04.132003, cost_time=0:00:07.707572 2021-04-14 23:00:00,073 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.3874, top1-acc=87.90%, top5-acc=99.24%, remaining_time=0:01:03.497822, arrival_time=2021-04-14 23:01:03.570996, cost_time=0:00:11.475497 2021-04-14 23:00:03,839 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=2.15ms, fps=680 images/s, loss=0.3781, top1-acc=88.19%, top5-acc=99.21%, remaining_time=0:00:59.442864, arrival_time=2021-04-14 23:01:03.282298, cost_time=0:00:15.241769 2021-04-14 23:00:07,595 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.3678, top1-acc=88.55%, top5-acc=99.21%, remaining_time=0:00:55.471532, arrival_time=2021-04-14 23:01:03.066457, cost_time=0:00:18.997118 2021-04-14 23:00:11,354 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.3686, top1-acc=88.53%, top5-acc=99.23%, remaining_time=0:00:51.581400, arrival_time=2021-04-14 23:01:02.935584, cost_time=0:00:22.756521 2021-04-14 23:00:15,114 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.3631, top1-acc=88.72%, top5-acc=99.24%, remaining_time=0:00:47.730690, arrival_time=2021-04-14 23:01:02.845428, cost_time=0:00:26.517036 2021-04-14 23:00:18,875 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.3609, top1-acc=88.83%, top5-acc=99.24%, remaining_time=0:00:43.902404, arrival_time=2021-04-14 23:01:02.777828, cost_time=0:00:30.277536 2021-04-14 23:00:22,646 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=2.61ms, fps=679 images/s, loss=0.3625, top1-acc=88.74%, top5-acc=99.24%, remaining_time=0:00:40.102238, arrival_time=2021-04-14 23:01:02.748935, cost_time=0:00:34.049030 2021-04-14 23:00:26,408 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.3644, top1-acc=88.69%, top5-acc=99.22%, remaining_time=0:00:36.298176, arrival_time=2021-04-14 23:01:02.706474, cost_time=0:00:37.810593 2021-04-14 23:00:30,169 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.3665, top1-acc=88.58%, top5-acc=99.22%, remaining_time=0:00:32.501550, arrival_time=2021-04-14 23:01:02.671044, cost_time=0:00:41.571799 2021-04-14 23:00:33,923 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.3668, top1-acc=88.51%, top5-acc=99.23%, remaining_time=0:00:28.706188, arrival_time=2021-04-14 23:01:02.629470, cost_time=0:00:45.325503 2021-04-14 23:00:37,679 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=2.40ms, fps=682 images/s, loss=0.3703, top1-acc=88.38%, top5-acc=99.21%, remaining_time=0:00:24.918630, arrival_time=2021-04-14 23:01:02.598469, cost_time=0:00:49.082151 2021-04-14 23:00:41,433 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.3736, top1-acc=88.25%, top5-acc=99.20%, remaining_time=0:00:21.134176, arrival_time=2021-04-14 23:01:02.567299, cost_time=0:00:52.835443 2021-04-14 23:00:45,190 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=3.33ms, fps=681 images/s, loss=0.3757, top1-acc=88.15%, top5-acc=99.19%, remaining_time=0:00:17.355202, arrival_time=2021-04-14 23:01:02.546000, cost_time=0:00:56.593101 2021-04-14 23:00:48,956 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.3789, top1-acc=88.05%, top5-acc=99.16%, remaining_time=0:00:13.580784, arrival_time=2021-04-14 23:01:02.537553, cost_time=0:01:00.359092 2021-04-14 23:00:52,712 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.3815, top1-acc=88.01%, top5-acc=99.16%, remaining_time=0:00:09.805770, arrival_time=2021-04-14 23:01:02.518227, cost_time=0:01:04.114680 2021-04-14 23:00:56,461 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.44ms, fps=683 images/s, loss=0.3844, top1-acc=87.96%, top5-acc=99.13%, remaining_time=0:00:06.032352, arrival_time=2021-04-14 23:01:02.493995, cost_time=0:01:07.863918 2021-04-14 23:01:00,225 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.3876, top1-acc=87.86%, top5-acc=99.11%, remaining_time=0:00:02.261922, arrival_time=2021-04-14 23:01:02.487096, cost_time=0:01:11.627508 2021-04-14 23:01:02,230 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.60ms, fps=678 images/s, loss=0.3891, top1-acc=87.85%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:02.230719, cost_time=0:01:13.633046 2021-04-14 23:01:03,587 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.83ms, fps=1890 images/s, loss=1.7274, top1-acc=60.74%, top5-acc=85.47%, remaining_time=0:00:04.064040, arrival_time=2021-04-14 23:01:07.651711, cost_time=0:00:01.354676 2021-04-14 23:01:04,789 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=2.22ms, fps=2131 images/s, loss=1.7000, top1-acc=60.74%, top5-acc=86.15%, remaining_time=0:00:02.556400, arrival_time=2021-04-14 23:01:07.345805, cost_time=0:00:02.556410 2021-04-14 23:01:05,982 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.53ms, fps=2146 images/s, loss=1.6962, top1-acc=60.49%, top5-acc=86.20%, remaining_time=0:00:01.249950, arrival_time=2021-04-14 23:01:07.232761, cost_time=0:00:03.749849 2021-04-14 23:01:07,070 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=1.31ms, fps=2134 images/s, loss=1.7241, top1-acc=60.42%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:07.070381, cost_time=0:00:04.837532 2021-04-14 23:01:07,761 INFO : Epoch=0083 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:34:55.361595, arrival_time=2021-04-15 01:36:03.122831, cost_time=1:49:54.145440 2021-04-14 23:01:07,764 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 23:01:11,678 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=3.09ms, fps=654 images/s, loss=0.3991, top1-acc=88.01%, top5-acc=98.98%, remaining_time=0:01:12.802074, arrival_time=2021-04-14 23:02:24.480360, cost_time=0:00:03.914088 2021-04-14 23:01:15,433 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=2.69ms, fps=682 images/s, loss=0.3952, top1-acc=87.89%, top5-acc=99.14%, remaining_time=0:01:07.488256, arrival_time=2021-04-14 23:02:22.921639, cost_time=0:00:07.669117 2021-04-14 23:01:19,200 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.34ms, fps=680 images/s, loss=0.3883, top1-acc=88.28%, top5-acc=99.14%, remaining_time=0:01:03.278868, arrival_time=2021-04-14 23:02:22.479024, cost_time=0:00:11.435952 2021-04-14 23:01:22,960 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.3828, top1-acc=88.42%, top5-acc=99.17%, remaining_time=0:00:59.265804, arrival_time=2021-04-14 23:02:22.226378, cost_time=0:00:15.196356 2021-04-14 23:01:26,720 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=2.87ms, fps=681 images/s, loss=0.3826, top1-acc=88.23%, top5-acc=99.16%, remaining_time=0:00:55.350936, arrival_time=2021-04-14 23:02:22.070976, cost_time=0:00:18.955787 2021-04-14 23:01:30,469 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=2.55ms, fps=683 images/s, loss=0.3807, top1-acc=88.34%, top5-acc=99.20%, remaining_time=0:00:51.464440, arrival_time=2021-04-14 23:02:21.933570, cost_time=0:00:22.704929 2021-04-14 23:01:34,223 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.3753, top1-acc=88.43%, top5-acc=99.24%, remaining_time=0:00:47.626740, arrival_time=2021-04-14 23:02:21.850304, cost_time=0:00:26.459312 2021-04-14 23:01:37,979 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.3724, top1-acc=88.51%, top5-acc=99.24%, remaining_time=0:00:43.812272, arrival_time=2021-04-14 23:02:21.791931, cost_time=0:00:30.215375 2021-04-14 23:01:41,738 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.3723, top1-acc=88.63%, top5-acc=99.23%, remaining_time=0:00:40.014682, arrival_time=2021-04-14 23:02:21.753561, cost_time=0:00:33.974689 2021-04-14 23:01:45,488 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.3708, top1-acc=88.63%, top5-acc=99.24%, remaining_time=0:00:36.215328, arrival_time=2021-04-14 23:02:21.703870, cost_time=0:00:37.724331 2021-04-14 23:01:49,242 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.3739, top1-acc=88.55%, top5-acc=99.20%, remaining_time=0:00:32.428192, arrival_time=2021-04-14 23:02:21.670397, cost_time=0:00:41.477924 2021-04-14 23:01:52,996 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.3756, top1-acc=88.53%, top5-acc=99.14%, remaining_time=0:00:28.646832, arrival_time=2021-04-14 23:02:21.642935, cost_time=0:00:45.231874 2021-04-14 23:01:56,753 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.3765, top1-acc=88.53%, top5-acc=99.15%, remaining_time=0:00:24.871044, arrival_time=2021-04-14 23:02:21.624765, cost_time=0:00:48.988387 2021-04-14 23:02:00,517 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=3.65ms, fps=680 images/s, loss=0.3782, top1-acc=88.46%, top5-acc=99.13%, remaining_time=0:00:21.101192, arrival_time=2021-04-14 23:02:21.618446, cost_time=0:00:52.753000 2021-04-14 23:02:04,279 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.3784, top1-acc=88.41%, top5-acc=99.15%, remaining_time=0:00:17.331236, arrival_time=2021-04-14 23:02:21.610355, cost_time=0:00:56.514917 2021-04-14 23:02:08,037 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.3801, top1-acc=88.33%, top5-acc=99.13%, remaining_time=0:00:13.561488, arrival_time=2021-04-14 23:02:21.599038, cost_time=0:01:00.273353 2021-04-14 23:02:11,785 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.3836, top1-acc=88.18%, top5-acc=99.12%, remaining_time=0:00:09.791496, arrival_time=2021-04-14 23:02:21.577168, cost_time=0:01:04.021357 2021-04-14 23:02:15,535 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.69ms, fps=683 images/s, loss=0.3867, top1-acc=88.06%, top5-acc=99.10%, remaining_time=0:00:06.024128, arrival_time=2021-04-14 23:02:21.559891, cost_time=0:01:07.771512 2021-04-14 23:02:19,288 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.3908, top1-acc=87.91%, top5-acc=99.08%, remaining_time=0:00:02.258658, arrival_time=2021-04-14 23:02:21.547100, cost_time=0:01:11.524238 2021-04-14 23:02:21,301 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.80ms, fps=676 images/s, loss=0.3931, top1-acc=87.86%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:21.301603, cost_time=0:01:13.537302 2021-04-14 23:02:22,628 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.44ms, fps=1934 images/s, loss=1.8020, top1-acc=60.00%, top5-acc=84.45%, remaining_time=0:00:03.970350, arrival_time=2021-04-14 23:02:26.598717, cost_time=0:00:01.323449 2021-04-14 23:02:23,822 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.46ms, fps=2146 images/s, loss=1.7714, top1-acc=59.92%, top5-acc=85.20%, remaining_time=0:00:02.517160, arrival_time=2021-04-14 23:02:26.339138, cost_time=0:00:02.517158 2021-04-14 23:02:25,021 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.43ms, fps=2135 images/s, loss=1.7905, top1-acc=59.67%, top5-acc=85.10%, remaining_time=0:00:01.238840, arrival_time=2021-04-14 23:02:26.260224, cost_time=0:00:03.716515 2021-04-14 23:02:26,111 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=1.19ms, fps=2130 images/s, loss=1.7929, top1-acc=59.54%, top5-acc=85.12%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:26.110991, cost_time=0:00:04.806207 2021-04-14 23:02:26,836 INFO : Epoch=0084 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:33:35.400064, arrival_time=2021-04-15 01:36:02.236644, cost_time=1:51:13.220771 2021-04-14 23:02:26,839 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 23:02:30,791 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=2.49ms, fps=648 images/s, loss=0.4085, top1-acc=87.34%, top5-acc=98.71%, remaining_time=0:01:13.497900, arrival_time=2021-04-14 23:03:44.289658, cost_time=0:00:03.951496 2021-04-14 23:02:34,548 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.3909, top1-acc=87.56%, top5-acc=99.12%, remaining_time=0:01:07.834448, arrival_time=2021-04-14 23:03:42.383080, cost_time=0:00:07.708466 2021-04-14 23:02:38,306 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.3844, top1-acc=87.97%, top5-acc=99.01%, remaining_time=0:01:03.448188, arrival_time=2021-04-14 23:03:41.754866, cost_time=0:00:11.466543 2021-04-14 23:02:42,088 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.59ms, fps=677 images/s, loss=0.3809, top1-acc=88.05%, top5-acc=99.03%, remaining_time=0:00:59.468916, arrival_time=2021-04-14 23:03:41.557554, cost_time=0:00:15.248421 2021-04-14 23:02:45,850 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.3749, top1-acc=88.23%, top5-acc=99.06%, remaining_time=0:00:55.509200, arrival_time=2021-04-14 23:03:41.359313, cost_time=0:00:19.009976 2021-04-14 23:02:49,609 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.3743, top1-acc=88.26%, top5-acc=99.08%, remaining_time=0:00:51.609008, arrival_time=2021-04-14 23:03:41.217963, cost_time=0:00:22.768691 2021-04-14 23:02:53,364 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=2.81ms, fps=682 images/s, loss=0.3724, top1-acc=88.28%, top5-acc=99.11%, remaining_time=0:00:47.742786, arrival_time=2021-04-14 23:03:41.106782, cost_time=0:00:26.523804 2021-04-14 23:02:57,125 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.3727, top1-acc=88.24%, top5-acc=99.09%, remaining_time=0:00:43.914120, arrival_time=2021-04-14 23:03:41.039889, cost_time=0:00:30.285625 2021-04-14 23:03:00,884 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=2.98ms, fps=681 images/s, loss=0.3679, top1-acc=88.42%, top5-acc=99.10%, remaining_time=0:00:40.096196, arrival_time=2021-04-14 23:03:40.980291, cost_time=0:00:34.043907 2021-04-14 23:03:04,642 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.3642, top1-acc=88.61%, top5-acc=99.11%, remaining_time=0:00:36.289824, arrival_time=2021-04-14 23:03:40.931891, cost_time=0:00:37.801882 2021-04-14 23:03:08,403 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.3652, top1-acc=88.53%, top5-acc=99.12%, remaining_time=0:00:32.494670, arrival_time=2021-04-14 23:03:40.897838, cost_time=0:00:41.562963 2021-04-14 23:03:12,162 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.42ms, fps=681 images/s, loss=0.3644, top1-acc=88.60%, top5-acc=99.13%, remaining_time=0:00:28.703984, arrival_time=2021-04-14 23:03:40.866229, cost_time=0:00:45.322106 2021-04-14 23:03:15,921 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.3648, top1-acc=88.61%, top5-acc=99.12%, remaining_time=0:00:24.917970, arrival_time=2021-04-14 23:03:40.839049, cost_time=0:00:49.080858 2021-04-14 23:03:19,688 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.07ms, fps=680 images/s, loss=0.3669, top1-acc=88.53%, top5-acc=99.11%, remaining_time=0:00:21.139384, arrival_time=2021-04-14 23:03:40.827947, cost_time=0:00:52.848419 2021-04-14 23:03:23,439 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.3690, top1-acc=88.47%, top5-acc=99.11%, remaining_time=0:00:17.357134, arrival_time=2021-04-14 23:03:40.796760, cost_time=0:00:56.599393 2021-04-14 23:03:27,201 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=5.17ms, fps=681 images/s, loss=0.3712, top1-acc=88.41%, top5-acc=99.09%, remaining_time=0:00:13.581216, arrival_time=2021-04-14 23:03:40.782310, cost_time=0:01:00.360932 2021-04-14 23:03:30,958 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.69ms, fps=682 images/s, loss=0.3721, top1-acc=88.37%, top5-acc=99.12%, remaining_time=0:00:09.806264, arrival_time=2021-04-14 23:03:40.764239, cost_time=0:01:04.117853 2021-04-14 23:03:34,699 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.3758, top1-acc=88.26%, top5-acc=99.11%, remaining_time=0:00:06.031968, arrival_time=2021-04-14 23:03:40.731695, cost_time=0:01:07.859590 2021-04-14 23:03:38,453 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.3767, top1-acc=88.24%, top5-acc=99.12%, remaining_time=0:00:02.261466, arrival_time=2021-04-14 23:03:40.714666, cost_time=0:01:11.613087 2021-04-14 23:03:40,456 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.75ms, fps=679 images/s, loss=0.3810, top1-acc=88.11%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:40.456523, cost_time=0:01:13.616338 2021-04-14 23:03:41,787 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.84ms, fps=1927 images/s, loss=1.5153, top1-acc=61.29%, top5-acc=87.11%, remaining_time=0:00:03.985020, arrival_time=2021-04-14 23:03:45.772160, cost_time=0:00:01.328344 2021-04-14 23:03:42,980 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.44ms, fps=2146 images/s, loss=1.5379, top1-acc=60.84%, top5-acc=86.76%, remaining_time=0:00:02.521860, arrival_time=2021-04-14 23:03:45.502579, cost_time=0:00:02.521868 2021-04-14 23:03:44,178 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.43ms, fps=2139 images/s, loss=1.5687, top1-acc=60.82%, top5-acc=86.21%, remaining_time=0:00:01.239840, arrival_time=2021-04-14 23:03:45.418027, cost_time=0:00:03.719508 2021-04-14 23:03:45,269 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.10ms, fps=2127 images/s, loss=1.5834, top1-acc=60.71%, top5-acc=85.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:45.269522, cost_time=0:00:04.810852 2021-04-14 23:03:45,966 INFO : Epoch=0085 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:32:15.532955, arrival_time=2021-04-15 01:36:01.499205, cost_time=1:52:32.350482 2021-04-14 23:03:45,968 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 23:03:49,908 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.51ms, fps=650 images/s, loss=0.3837, top1-acc=88.59%, top5-acc=99.18%, remaining_time=0:01:13.288464, arrival_time=2021-04-14 23:05:03.197020, cost_time=0:00:03.940242 2021-04-14 23:03:53,671 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.78ms, fps=681 images/s, loss=0.3942, top1-acc=88.11%, top5-acc=99.08%, remaining_time=0:01:07.784288, arrival_time=2021-04-14 23:05:01.455385, cost_time=0:00:07.702750 2021-04-14 23:03:57,431 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.3968, top1-acc=88.14%, top5-acc=99.06%, remaining_time=0:01:03.420964, arrival_time=2021-04-14 23:05:00.852020, cost_time=0:00:11.461608 2021-04-14 23:04:01,179 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.3896, top1-acc=88.42%, top5-acc=99.06%, remaining_time=0:00:59.322900, arrival_time=2021-04-14 23:05:00.502200, cost_time=0:00:15.211006 2021-04-14 23:04:04,939 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.3834, top1-acc=88.59%, top5-acc=99.09%, remaining_time=0:00:55.396050, arrival_time=2021-04-14 23:05:00.335714, cost_time=0:00:18.971247 2021-04-14 23:04:08,687 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.3797, top1-acc=88.63%, top5-acc=99.08%, remaining_time=0:00:51.495312, arrival_time=2021-04-14 23:05:00.182245, cost_time=0:00:22.718492 2021-04-14 23:04:12,452 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.3783, top1-acc=88.62%, top5-acc=99.07%, remaining_time=0:00:47.671722, arrival_time=2021-04-14 23:05:00.124335, cost_time=0:00:26.484275 2021-04-14 23:04:16,217 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.3766, top1-acc=88.70%, top5-acc=99.04%, remaining_time=0:00:43.861920, arrival_time=2021-04-14 23:05:00.079823, cost_time=0:00:30.249595 2021-04-14 23:04:19,972 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.3764, top1-acc=88.61%, top5-acc=99.03%, remaining_time=0:00:40.049026, arrival_time=2021-04-14 23:05:00.021235, cost_time=0:00:34.003904 2021-04-14 23:04:23,731 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.3775, top1-acc=88.54%, top5-acc=99.02%, remaining_time=0:00:36.252384, arrival_time=2021-04-14 23:04:59.983631, cost_time=0:00:37.762941 2021-04-14 23:04:27,488 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.3775, top1-acc=88.54%, top5-acc=99.01%, remaining_time=0:00:32.460958, arrival_time=2021-04-14 23:04:59.949155, cost_time=0:00:41.519785 2021-04-14 23:04:31,245 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=0.3785, top1-acc=88.42%, top5-acc=99.01%, remaining_time=0:00:28.675788, arrival_time=2021-04-14 23:04:59.921629, cost_time=0:00:45.277547 2021-04-14 23:04:34,993 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.3795, top1-acc=88.35%, top5-acc=99.01%, remaining_time=0:00:24.889788, arrival_time=2021-04-14 23:04:59.883522, cost_time=0:00:49.025328 2021-04-14 23:04:38,753 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=2.54ms, fps=681 images/s, loss=0.3795, top1-acc=88.40%, top5-acc=99.03%, remaining_time=0:00:21.113960, arrival_time=2021-04-14 23:04:59.867203, cost_time=0:00:52.784907 2021-04-14 23:04:42,509 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.3811, top1-acc=88.31%, top5-acc=99.03%, remaining_time=0:00:17.339378, arrival_time=2021-04-14 23:04:59.849108, cost_time=0:00:56.541377 2021-04-14 23:04:46,268 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.3808, top1-acc=88.29%, top5-acc=99.05%, remaining_time=0:00:13.567572, arrival_time=2021-04-14 23:04:59.836208, cost_time=0:01:00.300259 2021-04-14 23:04:50,063 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=2.56ms, fps=675 images/s, loss=0.3817, top1-acc=88.24%, top5-acc=99.04%, remaining_time=0:00:09.802728, arrival_time=2021-04-14 23:04:59.865730, cost_time=0:01:04.094701 2021-04-14 23:04:53,812 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.3814, top1-acc=88.24%, top5-acc=99.05%, remaining_time=0:00:06.030608, arrival_time=2021-04-14 23:04:59.843374, cost_time=0:01:07.844415 2021-04-14 23:04:57,571 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.3832, top1-acc=88.16%, top5-acc=99.03%, remaining_time=0:00:02.261136, arrival_time=2021-04-14 23:04:59.832141, cost_time=0:01:11.602691 2021-04-14 23:04:59,580 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.52ms, fps=677 images/s, loss=0.3857, top1-acc=88.10%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:59.579966, cost_time=0:01:13.611462 2021-04-14 23:05:00,954 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.44ms, fps=1869 images/s, loss=1.6459, top1-acc=60.90%, top5-acc=87.23%, remaining_time=0:00:04.108770, arrival_time=2021-04-14 23:05:05.063147, cost_time=0:00:01.369588 2021-04-14 23:05:02,153 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.60ms, fps=2136 images/s, loss=1.7063, top1-acc=59.94%, top5-acc=86.27%, remaining_time=0:00:02.568760, arrival_time=2021-04-14 23:05:04.722336, cost_time=0:00:02.568751 2021-04-14 23:05:03,350 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.39ms, fps=2140 images/s, loss=1.7119, top1-acc=60.16%, top5-acc=85.95%, remaining_time=0:00:01.255250, arrival_time=2021-04-14 23:05:04.605730, cost_time=0:00:03.765741 2021-04-14 23:05:04,439 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=2131 images/s, loss=1.7164, top1-acc=60.31%, top5-acc=85.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:04.439519, cost_time=0:00:04.854730 2021-04-14 23:05:05,175 INFO : Epoch=0086 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:30:55.788702, arrival_time=2021-04-15 01:36:00.964317, cost_time=1:53:51.559880 2021-04-14 23:05:05,176 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 23:05:09,114 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=2.09ms, fps=650 images/s, loss=0.3336, top1-acc=90.62%, top5-acc=99.41%, remaining_time=0:01:13.232850, arrival_time=2021-04-14 23:06:22.347294, cost_time=0:00:03.937248 2021-04-14 23:05:12,866 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.3443, top1-acc=89.67%, top5-acc=99.36%, remaining_time=0:01:07.664608, arrival_time=2021-04-14 23:06:20.531055, cost_time=0:00:07.689151 2021-04-14 23:05:16,615 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.3417, top1-acc=89.71%, top5-acc=99.39%, remaining_time=0:01:03.289658, arrival_time=2021-04-14 23:06:19.904725, cost_time=0:00:11.437881 2021-04-14 23:05:20,376 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.3491, top1-acc=89.37%, top5-acc=99.36%, remaining_time=0:00:59.278128, arrival_time=2021-04-14 23:06:19.654979, cost_time=0:00:15.199517 2021-04-14 23:05:24,133 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.3485, top1-acc=89.52%, top5-acc=99.36%, remaining_time=0:00:55.350206, arrival_time=2021-04-14 23:06:19.483089, cost_time=0:00:18.955567 2021-04-14 23:05:27,893 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.3438, top1-acc=89.67%, top5-acc=99.36%, remaining_time=0:00:51.490008, arrival_time=2021-04-14 23:06:19.383482, cost_time=0:00:22.716175 2021-04-14 23:05:31,648 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.3477, top1-acc=89.58%, top5-acc=99.34%, remaining_time=0:00:47.647404, arrival_time=2021-04-14 23:06:19.295521, cost_time=0:00:26.470815 2021-04-14 23:05:35,401 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.3495, top1-acc=89.38%, top5-acc=99.34%, remaining_time=0:00:43.824684, arrival_time=2021-04-14 23:06:19.225796, cost_time=0:00:30.223937 2021-04-14 23:05:39,154 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.3488, top1-acc=89.39%, top5-acc=99.31%, remaining_time=0:00:40.017756, arrival_time=2021-04-14 23:06:19.172296, cost_time=0:00:33.977355 2021-04-14 23:05:42,908 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.26ms, fps=683 images/s, loss=0.3551, top1-acc=89.12%, top5-acc=99.30%, remaining_time=0:00:36.222048, arrival_time=2021-04-14 23:06:19.130499, cost_time=0:00:37.731276 2021-04-14 23:05:46,661 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.3570, top1-acc=89.04%, top5-acc=99.29%, remaining_time=0:00:32.433094, arrival_time=2021-04-14 23:06:19.094639, cost_time=0:00:41.484177 2021-04-14 23:05:50,419 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.3587, top1-acc=88.93%, top5-acc=99.29%, remaining_time=0:00:28.653596, arrival_time=2021-04-14 23:06:19.073253, cost_time=0:00:45.242482 2021-04-14 23:05:54,172 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.3624, top1-acc=88.83%, top5-acc=99.25%, remaining_time=0:00:24.874476, arrival_time=2021-04-14 23:06:19.046845, cost_time=0:00:48.995190 2021-04-14 23:05:57,920 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.3654, top1-acc=88.73%, top5-acc=99.24%, remaining_time=0:00:21.097440, arrival_time=2021-04-14 23:06:19.018146, cost_time=0:00:52.743540 2021-04-14 23:06:01,673 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.3668, top1-acc=88.67%, top5-acc=99.23%, remaining_time=0:00:17.325348, arrival_time=2021-04-14 23:06:18.998262, cost_time=0:00:56.495727 2021-04-14 23:06:05,426 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=3.08ms, fps=682 images/s, loss=0.3705, top1-acc=88.55%, top5-acc=99.23%, remaining_time=0:00:13.556016, arrival_time=2021-04-14 23:06:18.982168, cost_time=0:01:00.248931 2021-04-14 23:06:09,175 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.61ms, fps=683 images/s, loss=0.3738, top1-acc=88.45%, top5-acc=99.22%, remaining_time=0:00:09.787908, arrival_time=2021-04-14 23:06:18.963046, cost_time=0:01:03.997915 2021-04-14 23:06:12,947 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.46ms, fps=679 images/s, loss=0.3767, top1-acc=88.36%, top5-acc=99.21%, remaining_time=0:00:06.023936, arrival_time=2021-04-14 23:06:18.970834, cost_time=0:01:07.769342 2021-04-14 23:06:16,713 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.89ms, fps=680 images/s, loss=0.3789, top1-acc=88.28%, top5-acc=99.20%, remaining_time=0:00:02.259048, arrival_time=2021-04-14 23:06:18.972782, cost_time=0:01:11.536493 2021-04-14 23:06:18,717 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.43ms, fps=679 images/s, loss=0.3802, top1-acc=88.24%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:18.717034, cost_time=0:01:13.539766 2021-04-14 23:06:20,134 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.36ms, fps=1810 images/s, loss=1.6176, top1-acc=62.97%, top5-acc=87.62%, remaining_time=0:00:04.241970, arrival_time=2021-04-14 23:06:24.376361, cost_time=0:00:01.413988 2021-04-14 23:06:21,333 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.86ms, fps=2137 images/s, loss=1.6632, top1-acc=61.60%, top5-acc=86.56%, remaining_time=0:00:02.612440, arrival_time=2021-04-14 23:06:23.945379, cost_time=0:00:02.612438 2021-04-14 23:06:22,531 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.32ms, fps=2136 images/s, loss=1.6770, top1-acc=61.35%, top5-acc=86.28%, remaining_time=0:00:01.270540, arrival_time=2021-04-14 23:06:23.802435, cost_time=0:00:03.811614 2021-04-14 23:06:23,630 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=1.76ms, fps=2112 images/s, loss=1.6498, top1-acc=61.30%, top5-acc=86.27%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:23.630601, cost_time=0:00:04.910323 2021-04-14 23:06:24,375 INFO : Epoch=0087 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:29:36.043921, arrival_time=2021-04-15 01:36:00.419140, cost_time=1:55:10.759463 2021-04-14 23:06:24,376 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 23:06:28,322 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.09ms, fps=649 images/s, loss=0.3527, top1-acc=89.92%, top5-acc=99.18%, remaining_time=0:01:13.376442, arrival_time=2021-04-14 23:07:41.698804, cost_time=0:00:03.944970 2021-04-14 23:06:32,089 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.95ms, fps=680 images/s, loss=0.3356, top1-acc=89.65%, top5-acc=99.32%, remaining_time=0:01:07.868768, arrival_time=2021-04-14 23:07:39.958382, cost_time=0:00:07.712359 2021-04-14 23:06:35,834 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.3315, top1-acc=89.84%, top5-acc=99.36%, remaining_time=0:01:03.398554, arrival_time=2021-04-14 23:07:39.233287, cost_time=0:00:11.457556 2021-04-14 23:06:39,583 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.3328, top1-acc=89.70%, top5-acc=99.37%, remaining_time=0:00:59.304336, arrival_time=2021-04-14 23:07:38.887732, cost_time=0:00:15.206245 2021-04-14 23:06:43,330 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.94ms, fps=683 images/s, loss=0.3298, top1-acc=89.83%, top5-acc=99.39%, remaining_time=0:00:55.342030, arrival_time=2021-04-14 23:07:38.671946, cost_time=0:00:18.952764 2021-04-14 23:06:47,086 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.3287, top1-acc=89.78%, top5-acc=99.39%, remaining_time=0:00:51.474504, arrival_time=2021-04-14 23:07:38.561174, cost_time=0:00:22.709345 2021-04-14 23:06:50,845 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.3327, top1-acc=89.65%, top5-acc=99.35%, remaining_time=0:00:47.642868, arrival_time=2021-04-14 23:07:38.488322, cost_time=0:00:26.468272 2021-04-14 23:06:54,601 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.3325, top1-acc=89.68%, top5-acc=99.33%, remaining_time=0:00:43.823988, arrival_time=2021-04-14 23:07:38.424853, cost_time=0:00:30.223475 2021-04-14 23:06:58,361 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.3317, top1-acc=89.74%, top5-acc=99.31%, remaining_time=0:00:40.026236, arrival_time=2021-04-14 23:07:38.388057, cost_time=0:00:33.984566 2021-04-14 23:07:02,120 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.3325, top1-acc=89.71%, top5-acc=99.32%, remaining_time=0:00:36.233568, arrival_time=2021-04-14 23:07:38.354003, cost_time=0:00:37.743283 2021-04-14 23:07:05,894 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.09ms, fps=678 images/s, loss=0.3321, top1-acc=89.68%, top5-acc=99.33%, remaining_time=0:00:32.458980, arrival_time=2021-04-14 23:07:38.353474, cost_time=0:00:41.517260 2021-04-14 23:07:09,658 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.74ms, fps=680 images/s, loss=0.3364, top1-acc=89.57%, top5-acc=99.31%, remaining_time=0:00:28.678144, arrival_time=2021-04-14 23:07:38.336653, cost_time=0:00:45.281233 2021-04-14 23:07:13,415 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.3404, top1-acc=89.49%, top5-acc=99.26%, remaining_time=0:00:24.896322, arrival_time=2021-04-14 23:07:38.311716, cost_time=0:00:49.038203 2021-04-14 23:07:17,182 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=2.79ms, fps=680 images/s, loss=0.3442, top1-acc=89.36%, top5-acc=99.24%, remaining_time=0:00:21.122192, arrival_time=2021-04-14 23:07:38.304814, cost_time=0:00:52.805420 2021-04-14 23:07:20,945 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.64ms, fps=680 images/s, loss=0.3478, top1-acc=89.26%, top5-acc=99.24%, remaining_time=0:00:17.347612, arrival_time=2021-04-14 23:07:38.293074, cost_time=0:00:56.568318 2021-04-14 23:07:24,705 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.3525, top1-acc=89.10%, top5-acc=99.21%, remaining_time=0:00:13.573800, arrival_time=2021-04-14 23:07:38.279161, cost_time=0:01:00.327979 2021-04-14 23:07:28,473 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=2.29ms, fps=680 images/s, loss=0.3555, top1-acc=88.98%, top5-acc=99.20%, remaining_time=0:00:09.802988, arrival_time=2021-04-14 23:07:38.276627, cost_time=0:01:04.096382 2021-04-14 23:07:32,233 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.3581, top1-acc=88.90%, top5-acc=99.21%, remaining_time=0:00:06.031616, arrival_time=2021-04-14 23:07:38.264636, cost_time=0:01:07.855708 2021-04-14 23:07:35,990 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.32ms, fps=681 images/s, loss=0.3606, top1-acc=88.87%, top5-acc=99.20%, remaining_time=0:00:02.261478, arrival_time=2021-04-14 23:07:38.252170, cost_time=0:01:11.613412 2021-04-14 23:07:37,998 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=2.61ms, fps=678 images/s, loss=0.3616, top1-acc=88.81%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:37.998747, cost_time=0:01:13.621609 2021-04-14 23:07:39,353 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.54ms, fps=1893 images/s, loss=1.6661, top1-acc=61.09%, top5-acc=86.80%, remaining_time=0:00:04.056210, arrival_time=2021-04-14 23:07:43.409120, cost_time=0:00:01.352073 2021-04-14 23:07:40,544 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.46ms, fps=2149 images/s, loss=1.6513, top1-acc=61.31%, top5-acc=87.85%, remaining_time=0:00:02.544000, arrival_time=2021-04-14 23:07:43.088803, cost_time=0:00:02.543996 2021-04-14 23:07:41,747 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.68ms, fps=2130 images/s, loss=1.6677, top1-acc=60.99%, top5-acc=87.11%, remaining_time=0:00:01.248820, arrival_time=2021-04-14 23:07:42.996112, cost_time=0:00:03.746449 2021-04-14 23:07:42,834 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=1.39ms, fps=2134 images/s, loss=1.6764, top1-acc=60.77%, top5-acc=86.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:42.834953, cost_time=0:00:04.834241 2021-04-14 23:07:43,527 INFO : Epoch=0088 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:28:16.250944, arrival_time=2021-04-15 01:35:59.778107, cost_time=1:56:29.911428 2021-04-14 23:07:43,528 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 23:07:47,453 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.52ms, fps=652 images/s, loss=0.3501, top1-acc=88.95%, top5-acc=99.22%, remaining_time=0:01:12.991236, arrival_time=2021-04-14 23:09:00.444296, cost_time=0:00:03.924263 2021-04-14 23:07:51,204 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.3375, top1-acc=89.49%, top5-acc=99.34%, remaining_time=0:01:07.550736, arrival_time=2021-04-14 23:08:58.755631, cost_time=0:00:07.676218 2021-04-14 23:07:54,959 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.3297, top1-acc=89.97%, top5-acc=99.31%, remaining_time=0:01:03.252308, arrival_time=2021-04-14 23:08:58.212122, cost_time=0:00:11.431127 2021-04-14 23:07:58,716 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.3298, top1-acc=90.07%, top5-acc=99.29%, remaining_time=0:00:59.231328, arrival_time=2021-04-14 23:08:57.947533, cost_time=0:00:15.187524 2021-04-14 23:08:02,467 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.3222, top1-acc=90.32%, top5-acc=99.34%, remaining_time=0:00:55.301150, arrival_time=2021-04-14 23:08:57.768578, cost_time=0:00:18.938739 2021-04-14 23:08:06,223 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=2.34ms, fps=682 images/s, loss=0.3240, top1-acc=90.14%, top5-acc=99.38%, remaining_time=0:00:51.440640, arrival_time=2021-04-14 23:08:57.663766, cost_time=0:00:22.694388 2021-04-14 23:08:09,974 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.3225, top1-acc=90.22%, top5-acc=99.40%, remaining_time=0:00:47.601792, arrival_time=2021-04-14 23:08:57.576075, cost_time=0:00:26.445469 2021-04-14 23:08:13,721 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.3225, top1-acc=90.22%, top5-acc=99.37%, remaining_time=0:00:43.780024, arrival_time=2021-04-14 23:08:57.501858, cost_time=0:00:30.193151 2021-04-14 23:08:17,482 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.3223, top1-acc=90.19%, top5-acc=99.36%, remaining_time=0:00:39.989560, arrival_time=2021-04-14 23:08:57.471615, cost_time=0:00:33.953369 2021-04-14 23:08:21,239 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.3235, top1-acc=90.15%, top5-acc=99.36%, remaining_time=0:00:36.201600, arrival_time=2021-04-14 23:08:57.440497, cost_time=0:00:37.709992 2021-04-14 23:08:24,991 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.3235, top1-acc=90.13%, top5-acc=99.39%, remaining_time=0:00:32.416582, arrival_time=2021-04-14 23:08:57.408279, cost_time=0:00:41.463022 2021-04-14 23:08:28,754 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=4.10ms, fps=680 images/s, loss=0.3272, top1-acc=90.01%, top5-acc=99.35%, remaining_time=0:00:28.643108, arrival_time=2021-04-14 23:08:57.397804, cost_time=0:00:45.225970 2021-04-14 23:08:32,507 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.3288, top1-acc=89.98%, top5-acc=99.32%, remaining_time=0:00:24.866226, arrival_time=2021-04-14 23:08:57.373864, cost_time=0:00:48.978896 2021-04-14 23:08:36,266 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=5.69ms, fps=681 images/s, loss=0.3303, top1-acc=89.95%, top5-acc=99.31%, remaining_time=0:00:21.095088, arrival_time=2021-04-14 23:08:57.361443, cost_time=0:00:52.737672 2021-04-14 23:08:40,022 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=2.62ms, fps=682 images/s, loss=0.3347, top1-acc=89.82%, top5-acc=99.30%, remaining_time=0:00:17.324658, arrival_time=2021-04-14 23:08:57.346741, cost_time=0:00:56.493388 2021-04-14 23:08:43,776 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.3382, top1-acc=89.70%, top5-acc=99.31%, remaining_time=0:00:13.555656, arrival_time=2021-04-14 23:08:57.331716, cost_time=0:01:00.247355 2021-04-14 23:08:47,537 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.3429, top1-acc=89.52%, top5-acc=99.30%, remaining_time=0:00:09.789572, arrival_time=2021-04-14 23:08:57.327308, cost_time=0:01:04.008825 2021-04-14 23:08:51,297 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=2.52ms, fps=681 images/s, loss=0.3453, top1-acc=89.46%, top5-acc=99.27%, remaining_time=0:00:06.023904, arrival_time=2021-04-14 23:08:57.321551, cost_time=0:01:07.768850 2021-04-14 23:08:55,053 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.3493, top1-acc=89.35%, top5-acc=99.26%, remaining_time=0:00:02.258676, arrival_time=2021-04-14 23:08:57.312093, cost_time=0:01:11.524749 2021-04-14 23:08:57,053 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.3522, top1-acc=89.29%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:57.053377, cost_time=0:01:13.524588 2021-04-14 23:08:58,371 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.81ms, fps=1946 images/s, loss=1.6530, top1-acc=60.62%, top5-acc=87.03%, remaining_time=0:00:03.945810, arrival_time=2021-04-14 23:09:02.316939, cost_time=0:00:01.315269 2021-04-14 23:08:59,563 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.81ms, fps=2149 images/s, loss=1.6455, top1-acc=60.68%, top5-acc=87.23%, remaining_time=0:00:02.507100, arrival_time=2021-04-14 23:09:02.070147, cost_time=0:00:02.507103 2021-04-14 23:09:00,758 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.55ms, fps=2143 images/s, loss=1.6543, top1-acc=60.86%, top5-acc=86.74%, remaining_time=0:00:01.234200, arrival_time=2021-04-14 23:09:01.992602, cost_time=0:00:03.702585 2021-04-14 23:09:01,846 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.11ms, fps=2132 images/s, loss=1.6423, top1-acc=61.20%, top5-acc=86.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:01.846735, cost_time=0:00:04.790935 2021-04-14 23:09:02,564 INFO : Epoch=0089 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:26:56.329401, arrival_time=2021-04-15 01:35:58.893981, cost_time=1:57:48.948794 2021-04-14 23:09:02,566 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 23:09:06,453 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=2.36ms, fps=659 images/s, loss=0.3626, top1-acc=88.36%, top5-acc=99.26%, remaining_time=0:01:12.293364, arrival_time=2021-04-14 23:10:18.746789, cost_time=0:00:03.886745 2021-04-14 23:09:10,209 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.3600, top1-acc=88.75%, top5-acc=99.20%, remaining_time=0:01:07.256464, arrival_time=2021-04-14 23:10:17.465949, cost_time=0:00:07.642784 2021-04-14 23:09:13,964 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=2.55ms, fps=682 images/s, loss=0.3547, top1-acc=88.93%, top5-acc=99.27%, remaining_time=0:01:03.066720, arrival_time=2021-04-14 23:10:17.031018, cost_time=0:00:11.397596 2021-04-14 23:09:17,747 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=2.60ms, fps=677 images/s, loss=0.3526, top1-acc=89.13%, top5-acc=99.32%, remaining_time=0:00:59.204808, arrival_time=2021-04-14 23:10:16.952229, cost_time=0:00:15.180730 2021-04-14 23:09:21,506 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.97ms, fps=681 images/s, loss=0.3465, top1-acc=89.20%, top5-acc=99.34%, remaining_time=0:00:55.303340, arrival_time=2021-04-14 23:10:16.809825, cost_time=0:00:18.939498 2021-04-14 23:09:25,269 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.3421, top1-acc=89.34%, top5-acc=99.34%, remaining_time=0:00:51.459408, arrival_time=2021-04-14 23:10:16.728913, cost_time=0:00:22.702689 2021-04-14 23:09:29,028 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.3393, top1-acc=89.45%, top5-acc=99.34%, remaining_time=0:00:47.630394, arrival_time=2021-04-14 23:10:16.658446, cost_time=0:00:26.461354 2021-04-14 23:09:32,778 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.3395, top1-acc=89.49%, top5-acc=99.34%, remaining_time=0:00:43.807052, arrival_time=2021-04-14 23:10:16.585572, cost_time=0:00:30.211799 2021-04-14 23:09:36,556 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.43ms, fps=678 images/s, loss=0.3417, top1-acc=89.45%, top5-acc=99.30%, remaining_time=0:00:40.032384, arrival_time=2021-04-14 23:10:16.588869, cost_time=0:00:33.989722 2021-04-14 23:09:40,310 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.3428, top1-acc=89.42%, top5-acc=99.30%, remaining_time=0:00:36.234240, arrival_time=2021-04-14 23:10:16.544944, cost_time=0:00:37.744010 2021-04-14 23:09:44,067 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.81ms, fps=682 images/s, loss=0.3453, top1-acc=89.35%, top5-acc=99.30%, remaining_time=0:00:32.445908, arrival_time=2021-04-14 23:10:16.513328, cost_time=0:00:41.500561 2021-04-14 23:09:47,822 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.3474, top1-acc=89.30%, top5-acc=99.26%, remaining_time=0:00:28.661804, arrival_time=2021-04-14 23:10:16.484033, cost_time=0:00:45.255527 2021-04-14 23:09:51,576 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.3483, top1-acc=89.27%, top5-acc=99.25%, remaining_time=0:00:24.881670, arrival_time=2021-04-14 23:10:16.457717, cost_time=0:00:49.009347 2021-04-14 23:09:55,328 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=3.26ms, fps=682 images/s, loss=0.3505, top1-acc=89.19%, top5-acc=99.25%, remaining_time=0:00:21.104552, arrival_time=2021-04-14 23:10:16.432827, cost_time=0:00:52.761443 2021-04-14 23:09:59,097 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.74ms, fps=679 images/s, loss=0.3510, top1-acc=89.15%, top5-acc=99.24%, remaining_time=0:00:17.335928, arrival_time=2021-04-14 23:10:16.432838, cost_time=0:00:56.530200 2021-04-14 23:10:02,850 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.3526, top1-acc=89.06%, top5-acc=99.24%, remaining_time=0:00:13.563828, arrival_time=2021-04-14 23:10:16.414171, cost_time=0:01:00.283645 2021-04-14 23:10:06,605 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.3567, top1-acc=88.90%, top5-acc=99.23%, remaining_time=0:00:09.794096, arrival_time=2021-04-14 23:10:16.399084, cost_time=0:01:04.038295 2021-04-14 23:10:10,357 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.3596, top1-acc=88.80%, top5-acc=99.22%, remaining_time=0:00:06.025808, arrival_time=2021-04-14 23:10:16.382872, cost_time=0:01:07.790319 2021-04-14 23:10:14,110 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.3621, top1-acc=88.73%, top5-acc=99.20%, remaining_time=0:00:02.259276, arrival_time=2021-04-14 23:10:16.369687, cost_time=0:01:11.543688 2021-04-14 23:10:16,115 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.78ms, fps=679 images/s, loss=0.3630, top1-acc=88.68%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:16.115023, cost_time=0:01:13.548280 2021-04-14 23:10:17,426 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.69ms, fps=1956 images/s, loss=1.6509, top1-acc=62.50%, top5-acc=87.27%, remaining_time=0:00:03.926490, arrival_time=2021-04-14 23:10:21.352619, cost_time=0:00:01.308832 2021-04-14 23:10:18,626 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.70ms, fps=2134 images/s, loss=1.6313, top1-acc=62.11%, top5-acc=86.82%, remaining_time=0:00:02.509080, arrival_time=2021-04-14 23:10:21.135452, cost_time=0:00:02.509080 2021-04-14 23:10:19,823 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.51ms, fps=2139 images/s, loss=1.6445, top1-acc=61.63%, top5-acc=86.58%, remaining_time=0:00:01.235450, arrival_time=2021-04-14 23:10:21.059056, cost_time=0:00:03.706356 2021-04-14 23:10:20,910 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=1.30ms, fps=2136 images/s, loss=1.6666, top1-acc=61.31%, top5-acc=86.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:20.910410, cost_time=0:00:04.793268 2021-04-14 23:10:21,664 INFO : Epoch=0090 complete, best val top1-acc=62.09%, top5-acc=87.37% (epoch=69), remaining_time=2:25:36.504480, arrival_time=2021-04-15 01:35:58.169334, cost_time=1:59:08.049122 2021-04-14 23:10:21,666 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 23:10:25,642 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.60ms, fps=644 images/s, loss=0.3243, top1-acc=89.61%, top5-acc=99.57%, remaining_time=0:01:13.957506, arrival_time=2021-04-14 23:11:39.600181, cost_time=0:00:03.976211 2021-04-14 23:10:29,400 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=0.3178, top1-acc=89.98%, top5-acc=99.37%, remaining_time=0:01:08.058144, arrival_time=2021-04-14 23:11:37.458489, cost_time=0:00:07.733881 2021-04-14 23:10:33,161 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.73ms, fps=681 images/s, loss=0.3024, top1-acc=90.72%, top5-acc=99.44%, remaining_time=0:01:03.606718, arrival_time=2021-04-14 23:11:36.768360, cost_time=0:00:11.495184 2021-04-14 23:10:36,916 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=2.91ms, fps=682 images/s, loss=0.3010, top1-acc=90.80%, top5-acc=99.43%, remaining_time=0:00:59.475156, arrival_time=2021-04-14 23:11:36.391655, cost_time=0:00:15.250025 2021-04-14 23:10:40,676 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.2982, top1-acc=90.78%, top5-acc=99.46%, remaining_time=0:00:55.508470, arrival_time=2021-04-14 23:11:36.184803, cost_time=0:00:19.009753 2021-04-14 23:10:44,436 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.3023, top1-acc=90.61%, top5-acc=99.44%, remaining_time=0:00:51.611592, arrival_time=2021-04-14 23:11:36.047985, cost_time=0:00:22.769848 2021-04-14 23:10:48,188 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.3042, top1-acc=90.55%, top5-acc=99.45%, remaining_time=0:00:47.739510, arrival_time=2021-04-14 23:11:35.927875, cost_time=0:00:26.521949 2021-04-14 23:10:51,941 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.3057, top1-acc=90.47%, top5-acc=99.42%, remaining_time=0:00:43.898112, arrival_time=2021-04-14 23:11:35.839073, cost_time=0:00:30.274544 2021-04-14 23:10:55,693 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.3066, top1-acc=90.40%, top5-acc=99.41%, remaining_time=0:00:40.075738, arrival_time=2021-04-14 23:11:35.768786, cost_time=0:00:34.026604 2021-04-14 23:10:59,447 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.3087, top1-acc=90.33%, top5-acc=99.38%, remaining_time=0:00:36.270240, arrival_time=2021-04-14 23:11:35.718121, cost_time=0:00:37.781477 2021-04-14 23:11:03,213 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.3114, top1-acc=90.29%, top5-acc=99.37%, remaining_time=0:00:32.482200, arrival_time=2021-04-14 23:11:35.695747, cost_time=0:00:41.547039 2021-04-14 23:11:06,968 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.3168, top1-acc=90.16%, top5-acc=99.35%, remaining_time=0:00:28.691520, arrival_time=2021-04-14 23:11:35.660305, cost_time=0:00:45.302357 2021-04-14 23:11:10,720 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.3170, top1-acc=90.14%, top5-acc=99.36%, remaining_time=0:00:24.904374, arrival_time=2021-04-14 23:11:35.624785, cost_time=0:00:49.054013 2021-04-14 23:11:14,478 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.3203, top1-acc=90.07%, top5-acc=99.34%, remaining_time=0:00:21.124768, arrival_time=2021-04-14 23:11:35.603194, cost_time=0:00:52.811970 2021-04-14 23:11:18,236 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=3.14ms, fps=681 images/s, loss=0.3230, top1-acc=89.96%, top5-acc=99.33%, remaining_time=0:00:17.348118, arrival_time=2021-04-14 23:11:35.584656, cost_time=0:00:56.569993 2021-04-14 23:11:21,996 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.89ms, fps=681 images/s, loss=0.3274, top1-acc=89.81%, top5-acc=99.34%, remaining_time=0:00:13.574124, arrival_time=2021-04-14 23:11:35.570044, cost_time=0:01:00.329506 2021-04-14 23:11:25,749 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.3306, top1-acc=89.71%, top5-acc=99.31%, remaining_time=0:00:09.800856, arrival_time=2021-04-14 23:11:35.550005, cost_time=0:01:04.082581 2021-04-14 23:11:29,501 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.3325, top1-acc=89.64%, top5-acc=99.30%, remaining_time=0:00:06.029760, arrival_time=2021-04-14 23:11:35.530940, cost_time=0:01:07.834772 2021-04-14 23:11:33,262 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.3351, top1-acc=89.56%, top5-acc=99.28%, remaining_time=0:00:02.260920, arrival_time=2021-04-14 23:11:35.523159, cost_time=0:01:11.595824 2021-04-14 23:11:35,266 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.44ms, fps=679 images/s, loss=0.3364, top1-acc=89.55%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:35.266308, cost_time=0:01:13.599896 2021-04-14 23:11:36,632 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.44ms, fps=1876 images/s, loss=1.5605, top1-acc=63.59%, top5-acc=86.56%, remaining_time=0:00:04.092720, arrival_time=2021-04-14 23:11:40.725462, cost_time=0:00:01.364238 2021-04-14 23:11:37,829 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.43ms, fps=2140 images/s, loss=1.5280, top1-acc=63.05%, top5-acc=87.17%, remaining_time=0:00:02.561180, arrival_time=2021-04-14 23:11:40.390863, cost_time=0:00:02.561173 2021-04-14 23:11:39,032 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.59ms, fps=2130 images/s, loss=1.5479, top1-acc=62.97%, top5-acc=87.11%, remaining_time=0:00:01.254480, arrival_time=2021-04-14 23:11:40.286467, cost_time=0:00:03.763435 2021-04-14 23:11:40,118 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.12ms, fps=2137 images/s, loss=1.5376, top1-acc=63.04%, top5-acc=87.07%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:40.118101, cost_time=0:00:04.849751 2021-04-14 23:11:41,696 INFO : Epoch=0091 complete, best val top1-acc=63.04%, top5-acc=87.07% (epoch=91), remaining_time=2:24:17.810486, arrival_time=2021-04-15 01:35:59.506572, cost_time=2:00:28.080336 2021-04-14 23:11:41,697 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 23:11:45,634 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=2.84ms, fps=650 images/s, loss=0.3252, top1-acc=89.65%, top5-acc=99.41%, remaining_time=0:01:13.227084, arrival_time=2021-04-14 23:12:58.861811, cost_time=0:00:03.936939 2021-04-14 23:11:49,396 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.3307, top1-acc=89.80%, top5-acc=99.37%, remaining_time=0:01:07.748560, arrival_time=2021-04-14 23:12:57.144935, cost_time=0:00:07.698701 2021-04-14 23:11:53,148 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.71ms, fps=683 images/s, loss=0.3261, top1-acc=90.13%, top5-acc=99.40%, remaining_time=0:01:03.358050, arrival_time=2021-04-14 23:12:56.506061, cost_time=0:00:11.450246 2021-04-14 23:11:56,902 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.3304, top1-acc=89.95%, top5-acc=99.31%, remaining_time=0:00:59.300124, arrival_time=2021-04-14 23:12:56.202915, cost_time=0:00:15.205156 2021-04-14 23:12:00,653 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.3338, top1-acc=89.70%, top5-acc=99.29%, remaining_time=0:00:55.351082, arrival_time=2021-04-14 23:12:56.004567, cost_time=0:00:18.955857 2021-04-14 23:12:04,417 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.50ms, fps=680 images/s, loss=0.3302, top1-acc=89.91%, top5-acc=99.30%, remaining_time=0:00:51.497352, arrival_time=2021-04-14 23:12:55.914510, cost_time=0:00:22.719396 2021-04-14 23:12:08,169 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.3312, top1-acc=89.87%, top5-acc=99.31%, remaining_time=0:00:47.649420, arrival_time=2021-04-14 23:12:55.819032, cost_time=0:00:26.471935 2021-04-14 23:12:11,927 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.3284, top1-acc=89.86%, top5-acc=99.31%, remaining_time=0:00:43.833500, arrival_time=2021-04-14 23:12:55.761188, cost_time=0:00:30.230013 2021-04-14 23:12:15,688 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.3292, top1-acc=89.80%, top5-acc=99.34%, remaining_time=0:00:40.034080, arrival_time=2021-04-14 23:12:55.722897, cost_time=0:00:33.991168 2021-04-14 23:12:19,445 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.83ms, fps=682 images/s, loss=0.3294, top1-acc=89.83%, top5-acc=99.33%, remaining_time=0:00:36.237696, arrival_time=2021-04-14 23:12:55.683011, cost_time=0:00:37.747642 2021-04-14 23:12:23,212 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=2.19ms, fps=680 images/s, loss=0.3298, top1-acc=89.80%, top5-acc=99.35%, remaining_time=0:00:32.457174, arrival_time=2021-04-14 23:12:55.669787, cost_time=0:00:41.514937 2021-04-14 23:12:26,966 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.90ms, fps=682 images/s, loss=0.3329, top1-acc=89.68%, top5-acc=99.34%, remaining_time=0:00:28.670240, arrival_time=2021-04-14 23:12:55.636728, cost_time=0:00:45.268856 2021-04-14 23:12:30,719 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.3367, top1-acc=89.55%, top5-acc=99.31%, remaining_time=0:00:24.888072, arrival_time=2021-04-14 23:12:55.607640, cost_time=0:00:49.021930 2021-04-14 23:12:34,474 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.3380, top1-acc=89.50%, top5-acc=99.32%, remaining_time=0:00:21.110600, arrival_time=2021-04-14 23:12:55.584781, cost_time=0:00:52.776545 2021-04-14 23:12:38,228 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.3421, top1-acc=89.38%, top5-acc=99.31%, remaining_time=0:00:17.335928, arrival_time=2021-04-14 23:12:55.563828, cost_time=0:00:56.530148 2021-04-14 23:12:41,993 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.71ms, fps=680 images/s, loss=0.3450, top1-acc=89.34%, top5-acc=99.30%, remaining_time=0:00:13.566492, arrival_time=2021-04-14 23:12:55.559589, cost_time=0:01:00.295467 2021-04-14 23:12:45,757 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=2.69ms, fps=680 images/s, loss=0.3452, top1-acc=89.33%, top5-acc=99.30%, remaining_time=0:00:09.797424, arrival_time=2021-04-14 23:12:55.555213, cost_time=0:01:04.060121 2021-04-14 23:12:49,511 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.98ms, fps=682 images/s, loss=0.3475, top1-acc=89.23%, top5-acc=99.30%, remaining_time=0:00:06.027888, arrival_time=2021-04-14 23:12:55.539214, cost_time=0:01:07.813686 2021-04-14 23:12:53,268 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.3507, top1-acc=89.08%, top5-acc=99.28%, remaining_time=0:00:02.260134, arrival_time=2021-04-14 23:12:55.528711, cost_time=0:01:11.570937 2021-04-14 23:12:55,270 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.35ms, fps=680 images/s, loss=0.3520, top1-acc=89.05%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:55.269911, cost_time=0:01:13.572255 2021-04-14 23:12:56,613 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.60ms, fps=1909 images/s, loss=1.5851, top1-acc=62.34%, top5-acc=86.56%, remaining_time=0:00:04.022580, arrival_time=2021-04-14 23:13:00.635595, cost_time=0:00:01.340856 2021-04-14 23:12:57,803 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.62ms, fps=2151 images/s, loss=1.5283, top1-acc=62.81%, top5-acc=87.11%, remaining_time=0:00:02.531420, arrival_time=2021-04-14 23:13:00.335049, cost_time=0:00:02.531415 2021-04-14 23:12:58,999 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.54ms, fps=2142 images/s, loss=1.5266, top1-acc=62.75%, top5-acc=86.95%, remaining_time=0:00:01.242460, arrival_time=2021-04-14 23:13:00.241905, cost_time=0:00:03.727370 2021-04-14 23:13:00,090 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.17ms, fps=2127 images/s, loss=1.5177, top1-acc=62.50%, top5-acc=86.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:00.090573, cost_time=0:00:04.818457 2021-04-14 23:13:00,768 INFO : Epoch=0092 complete, best val top1-acc=63.04%, top5-acc=87.07% (epoch=91), remaining_time=2:22:57.961560, arrival_time=2021-04-15 01:35:58.729761, cost_time=2:01:47.152462 2021-04-14 23:13:00,769 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 23:13:04,683 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.48ms, fps=654 images/s, loss=0.3238, top1-acc=89.53%, top5-acc=99.41%, remaining_time=0:01:12.800028, arrival_time=2021-04-14 23:14:17.483875, cost_time=0:00:03.913976 2021-04-14 23:13:08,448 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.90ms, fps=680 images/s, loss=0.3165, top1-acc=90.10%, top5-acc=99.43%, remaining_time=0:01:07.572736, arrival_time=2021-04-14 23:14:16.021320, cost_time=0:00:07.678724 2021-04-14 23:13:12,202 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.3071, top1-acc=90.56%, top5-acc=99.52%, remaining_time=0:01:03.260442, arrival_time=2021-04-14 23:14:15.463026, cost_time=0:00:11.432611 2021-04-14 23:13:15,954 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.85ms, fps=683 images/s, loss=0.3057, top1-acc=90.62%, top5-acc=99.52%, remaining_time=0:00:59.218692, arrival_time=2021-04-14 23:14:15.172752, cost_time=0:00:15.184266 2021-04-14 23:13:19,711 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.3027, top1-acc=90.74%, top5-acc=99.52%, remaining_time=0:00:55.310056, arrival_time=2021-04-14 23:14:15.021622, cost_time=0:00:18.941810 2021-04-14 23:13:23,469 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.3014, top1-acc=90.71%, top5-acc=99.53%, remaining_time=0:00:51.451928, arrival_time=2021-04-14 23:14:14.921061, cost_time=0:00:22.699379 2021-04-14 23:13:27,226 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.3032, top1-acc=90.57%, top5-acc=99.53%, remaining_time=0:00:47.622834, arrival_time=2021-04-14 23:14:14.849705, cost_time=0:00:26.457103 2021-04-14 23:13:30,987 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.3033, top1-acc=90.54%, top5-acc=99.54%, remaining_time=0:00:43.814708, arrival_time=2021-04-14 23:14:14.801814, cost_time=0:00:30.217033 2021-04-14 23:13:34,742 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.82ms, fps=682 images/s, loss=0.3041, top1-acc=90.52%, top5-acc=99.53%, remaining_time=0:00:40.012668, arrival_time=2021-04-14 23:14:14.755445, cost_time=0:00:33.972995 2021-04-14 23:13:38,504 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=2.59ms, fps=681 images/s, loss=0.3081, top1-acc=90.44%, top5-acc=99.50%, remaining_time=0:00:36.225312, arrival_time=2021-04-14 23:14:14.729868, cost_time=0:00:37.734719 2021-04-14 23:13:42,265 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.3085, top1-acc=90.46%, top5-acc=99.50%, remaining_time=0:00:32.442038, arrival_time=2021-04-14 23:14:14.707573, cost_time=0:00:41.495649 2021-04-14 23:13:46,016 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.3108, top1-acc=90.35%, top5-acc=99.49%, remaining_time=0:00:28.656408, arrival_time=2021-04-14 23:14:14.673208, cost_time=0:00:45.246924 2021-04-14 23:13:49,776 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.76ms, fps=681 images/s, loss=0.3122, top1-acc=90.27%, top5-acc=99.50%, remaining_time=0:00:24.880284, arrival_time=2021-04-14 23:14:14.656689, cost_time=0:00:49.006632 2021-04-14 23:13:53,535 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.75ms, fps=681 images/s, loss=0.3140, top1-acc=90.22%, top5-acc=99.49%, remaining_time=0:00:21.106344, arrival_time=2021-04-14 23:14:14.642064, cost_time=0:00:52.765923 2021-04-14 23:13:57,302 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=2.03ms, fps=680 images/s, loss=0.3164, top1-acc=90.17%, top5-acc=99.47%, remaining_time=0:00:17.336664, arrival_time=2021-04-14 23:14:14.639186, cost_time=0:00:56.532576 2021-04-14 23:14:01,059 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3176, top1-acc=90.10%, top5-acc=99.46%, remaining_time=0:00:13.565088, arrival_time=2021-04-14 23:14:14.624175, cost_time=0:01:00.289286 2021-04-14 23:14:04,815 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=2.93ms, fps=682 images/s, loss=0.3200, top1-acc=90.03%, top5-acc=99.45%, remaining_time=0:00:09.795240, arrival_time=2021-04-14 23:14:14.610924, cost_time=0:01:04.045842 2021-04-14 23:14:08,587 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=0.3238, top1-acc=89.89%, top5-acc=99.44%, remaining_time=0:00:06.028272, arrival_time=2021-04-14 23:14:14.616130, cost_time=0:01:07.818092 2021-04-14 23:14:12,356 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=2.07ms, fps=679 images/s, loss=0.3270, top1-acc=89.79%, top5-acc=99.42%, remaining_time=0:00:02.260626, arrival_time=2021-04-14 23:14:14.616850, cost_time=0:01:11.586410 2021-04-14 23:14:14,361 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=2.48ms, fps=678 images/s, loss=0.3313, top1-acc=89.67%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:14.361367, cost_time=0:01:13.591570 2021-04-14 23:14:15,683 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.56ms, fps=1939 images/s, loss=1.5289, top1-acc=62.27%, top5-acc=87.46%, remaining_time=0:00:03.959910, arrival_time=2021-04-14 23:14:19.643387, cost_time=0:00:01.319970 2021-04-14 23:14:16,876 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.83ms, fps=2147 images/s, loss=1.5357, top1-acc=62.03%, top5-acc=87.01%, remaining_time=0:00:02.512680, arrival_time=2021-04-14 23:14:19.388875, cost_time=0:00:02.512683 2021-04-14 23:14:18,068 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.35ms, fps=2148 images/s, loss=1.5395, top1-acc=62.34%, top5-acc=86.93%, remaining_time=0:00:01.235000, arrival_time=2021-04-14 23:14:19.303413, cost_time=0:00:03.705005 2021-04-14 23:14:19,151 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=1.30ms, fps=2143 images/s, loss=1.5677, top1-acc=61.95%, top5-acc=86.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:19.151520, cost_time=0:00:04.788133 2021-04-14 23:14:19,881 INFO : Epoch=0093 complete, best val top1-acc=63.04%, top5-acc=87.07% (epoch=91), remaining_time=2:21:38.177112, arrival_time=2021-04-15 01:35:58.058999, cost_time=2:03:06.266130 2021-04-14 23:14:19,883 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 23:14:23,774 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.69ms, fps=658 images/s, loss=0.3419, top1-acc=89.30%, top5-acc=99.41%, remaining_time=0:01:12.366276, arrival_time=2021-04-14 23:15:36.141035, cost_time=0:00:03.890659 2021-04-14 23:14:27,528 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.44ms, fps=682 images/s, loss=0.3449, top1-acc=89.22%, top5-acc=99.41%, remaining_time=0:01:07.266320, arrival_time=2021-04-14 23:15:34.794268, cost_time=0:00:07.643908 2021-04-14 23:14:31,287 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.3264, top1-acc=89.75%, top5-acc=99.49%, remaining_time=0:01:03.097430, arrival_time=2021-04-14 23:15:34.384562, cost_time=0:00:11.403159 2021-04-14 23:14:35,035 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=2.21ms, fps=683 images/s, loss=0.3176, top1-acc=90.28%, top5-acc=99.43%, remaining_time=0:00:59.091084, arrival_time=2021-04-14 23:15:34.126638, cost_time=0:00:15.151578 2021-04-14 23:14:38,796 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.3155, top1-acc=90.42%, top5-acc=99.42%, remaining_time=0:00:55.223332, arrival_time=2021-04-14 23:15:34.019398, cost_time=0:00:18.912095 2021-04-14 23:14:42,558 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.3130, top1-acc=90.55%, top5-acc=99.43%, remaining_time=0:00:51.395216, arrival_time=2021-04-14 23:15:33.953671, cost_time=0:00:22.674367 2021-04-14 23:14:46,311 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.3120, top1-acc=90.59%, top5-acc=99.41%, remaining_time=0:00:47.570166, arrival_time=2021-04-14 23:15:33.881998, cost_time=0:00:26.427868 2021-04-14 23:14:50,063 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.3104, top1-acc=90.65%, top5-acc=99.43%, remaining_time=0:00:43.759608, arrival_time=2021-04-14 23:15:33.822782, cost_time=0:00:30.179057 2021-04-14 23:14:53,818 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3119, top1-acc=90.60%, top5-acc=99.41%, remaining_time=0:00:39.966876, arrival_time=2021-04-14 23:15:33.785011, cost_time=0:00:33.934121 2021-04-14 23:14:57,579 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.3136, top1-acc=90.48%, top5-acc=99.42%, remaining_time=0:00:36.187200, arrival_time=2021-04-14 23:15:33.766153, cost_time=0:00:37.694989 2021-04-14 23:15:01,346 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=2.76ms, fps=680 images/s, loss=0.3131, top1-acc=90.54%, top5-acc=99.42%, remaining_time=0:00:32.415722, arrival_time=2021-04-14 23:15:33.761643, cost_time=0:00:41.461955 2021-04-14 23:15:05,108 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.3153, top1-acc=90.46%, top5-acc=99.40%, remaining_time=0:00:28.642120, arrival_time=2021-04-14 23:15:33.750525, cost_time=0:00:45.224441 2021-04-14 23:15:08,866 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=2.67ms, fps=681 images/s, loss=0.3173, top1-acc=90.36%, top5-acc=99.41%, remaining_time=0:00:24.867810, arrival_time=2021-04-14 23:15:33.733821, cost_time=0:00:48.982051 2021-04-14 23:15:12,619 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.3173, top1-acc=90.38%, top5-acc=99.40%, remaining_time=0:00:21.094304, arrival_time=2021-04-14 23:15:33.714090, cost_time=0:00:52.735817 2021-04-14 23:15:16,380 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.3197, top1-acc=90.26%, top5-acc=99.41%, remaining_time=0:00:17.325624, arrival_time=2021-04-14 23:15:33.706291, cost_time=0:00:56.496611 2021-04-14 23:15:20,144 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.70ms, fps=680 images/s, loss=0.3208, top1-acc=90.20%, top5-acc=99.41%, remaining_time=0:00:13.558644, arrival_time=2021-04-14 23:15:33.703342, cost_time=0:01:00.260616 2021-04-14 23:15:23,901 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.3231, top1-acc=90.11%, top5-acc=99.40%, remaining_time=0:00:09.790924, arrival_time=2021-04-14 23:15:33.692578, cost_time=0:01:04.017624 2021-04-14 23:15:27,654 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=3.53ms, fps=682 images/s, loss=0.3251, top1-acc=90.03%, top5-acc=99.41%, remaining_time=0:00:06.024064, arrival_time=2021-04-14 23:15:33.678700, cost_time=0:01:07.770649 2021-04-14 23:15:31,413 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=2.22ms, fps=681 images/s, loss=0.3265, top1-acc=89.94%, top5-acc=99.40%, remaining_time=0:00:02.258820, arrival_time=2021-04-14 23:15:33.672066, cost_time=0:01:11.529242 2021-04-14 23:15:33,416 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=2.20ms, fps=679 images/s, loss=0.3284, top1-acc=89.92%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:33.416365, cost_time=0:01:13.532432 2021-04-14 23:15:34,753 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.45ms, fps=1917 images/s, loss=1.7072, top1-acc=60.27%, top5-acc=85.70%, remaining_time=0:00:04.005240, arrival_time=2021-04-14 23:15:38.758739, cost_time=0:00:01.335083 2021-04-14 23:15:35,952 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.57ms, fps=2137 images/s, loss=1.7021, top1-acc=60.16%, top5-acc=85.43%, remaining_time=0:00:02.533500, arrival_time=2021-04-14 23:15:38.485533, cost_time=0:00:02.533495 2021-04-14 23:15:37,147 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.62ms, fps=2142 images/s, loss=1.6764, top1-acc=61.00%, top5-acc=85.74%, remaining_time=0:00:01.243140, arrival_time=2021-04-14 23:15:38.390945, cost_time=0:00:03.729405 2021-04-14 23:15:38,247 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=1.86ms, fps=2111 images/s, loss=1.6614, top1-acc=61.17%, top5-acc=85.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:38.247572, cost_time=0:00:04.829245 2021-04-14 23:15:38,995 INFO : Epoch=0094 complete, best val top1-acc=63.04%, top5-acc=87.07% (epoch=91), remaining_time=2:20:18.407428, arrival_time=2021-04-15 01:35:57.403320, cost_time=2:04:25.380159 2021-04-14 23:15:38,997 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 23:15:42,938 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.82ms, fps=650 images/s, loss=0.3332, top1-acc=89.77%, top5-acc=99.30%, remaining_time=0:01:13.289952, arrival_time=2021-04-14 23:16:56.228041, cost_time=0:00:03.940323 2021-04-14 23:15:46,694 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.3307, top1-acc=89.57%, top5-acc=99.24%, remaining_time=0:01:07.733600, arrival_time=2021-04-14 23:16:54.428138, cost_time=0:00:07.697010 2021-04-14 23:15:50,450 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.3178, top1-acc=90.04%, top5-acc=99.35%, remaining_time=0:01:03.372160, arrival_time=2021-04-14 23:16:53.822457, cost_time=0:00:11.452794 2021-04-14 23:15:54,205 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.3169, top1-acc=90.22%, top5-acc=99.38%, remaining_time=0:00:59.309484, arrival_time=2021-04-14 23:16:53.514541, cost_time=0:00:15.207560 2021-04-14 23:15:57,959 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.3069, top1-acc=90.59%, top5-acc=99.42%, remaining_time=0:00:55.370062, arrival_time=2021-04-14 23:16:53.329919, cost_time=0:00:18.962369 2021-04-14 23:16:01,710 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.3016, top1-acc=90.73%, top5-acc=99.47%, remaining_time=0:00:51.482528, arrival_time=2021-04-14 23:16:53.192913, cost_time=0:00:22.712891 2021-04-14 23:16:05,466 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.36ms, fps=682 images/s, loss=0.3024, top1-acc=90.64%, top5-acc=99.49%, remaining_time=0:00:47.645010, arrival_time=2021-04-14 23:16:53.111914, cost_time=0:00:26.469417 2021-04-14 23:16:09,224 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.3054, top1-acc=90.56%, top5-acc=99.49%, remaining_time=0:00:43.828976, arrival_time=2021-04-14 23:16:53.053320, cost_time=0:00:30.226863 2021-04-14 23:16:12,978 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.3057, top1-acc=90.58%, top5-acc=99.45%, remaining_time=0:00:40.021890, arrival_time=2021-04-14 23:16:53.000184, cost_time=0:00:33.980811 2021-04-14 23:16:16,738 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.3064, top1-acc=90.58%, top5-acc=99.46%, remaining_time=0:00:36.231456, arrival_time=2021-04-14 23:16:52.970191, cost_time=0:00:37.741136 2021-04-14 23:16:20,490 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.3081, top1-acc=90.51%, top5-acc=99.47%, remaining_time=0:00:32.440060, arrival_time=2021-04-14 23:16:52.930789, cost_time=0:00:41.493113 2021-04-14 23:16:24,251 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.3088, top1-acc=90.48%, top5-acc=99.48%, remaining_time=0:00:28.660968, arrival_time=2021-04-14 23:16:52.912714, cost_time=0:00:45.254212 2021-04-14 23:16:28,005 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.3090, top1-acc=90.46%, top5-acc=99.50%, remaining_time=0:00:24.880944, arrival_time=2021-04-14 23:16:52.886360, cost_time=0:00:49.007929 2021-04-14 23:16:31,765 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.64ms, fps=681 images/s, loss=0.3095, top1-acc=90.49%, top5-acc=99.47%, remaining_time=0:00:21.107128, arrival_time=2021-04-14 23:16:52.872551, cost_time=0:00:52.767772 2021-04-14 23:16:35,527 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=0.3119, top1-acc=90.40%, top5-acc=99.46%, remaining_time=0:00:17.335698, arrival_time=2021-04-14 23:16:52.862719, cost_time=0:00:56.529479 2021-04-14 23:16:39,281 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.3129, top1-acc=90.39%, top5-acc=99.46%, remaining_time=0:00:13.563864, arrival_time=2021-04-14 23:16:52.845386, cost_time=0:01:00.283920 2021-04-14 23:16:43,038 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=2.90ms, fps=681 images/s, loss=0.3134, top1-acc=90.39%, top5-acc=99.44%, remaining_time=0:00:09.794538, arrival_time=2021-04-14 23:16:52.833271, cost_time=0:01:04.041192 2021-04-14 23:16:46,793 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.3149, top1-acc=90.33%, top5-acc=99.45%, remaining_time=0:00:06.026256, arrival_time=2021-04-14 23:16:52.819191, cost_time=0:01:07.795438 2021-04-14 23:16:50,544 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.3171, top1-acc=90.25%, top5-acc=99.43%, remaining_time=0:00:02.259372, arrival_time=2021-04-14 23:16:52.803624, cost_time=0:01:11.546768 2021-04-14 23:16:52,546 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.3186, top1-acc=90.23%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:52.545903, cost_time=0:01:13.548287 2021-04-14 23:16:53,914 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.24ms, fps=1876 images/s, loss=1.5383, top1-acc=63.24%, top5-acc=87.77%, remaining_time=0:00:04.094130, arrival_time=2021-04-14 23:16:58.008440, cost_time=0:00:01.364708 2021-04-14 23:16:55,111 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.09ms, fps=2140 images/s, loss=1.5159, top1-acc=63.81%, top5-acc=87.58%, remaining_time=0:00:02.561560, arrival_time=2021-04-14 23:16:57.672708, cost_time=0:00:02.561559 2021-04-14 23:16:56,304 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.38ms, fps=2145 images/s, loss=1.5247, top1-acc=63.50%, top5-acc=87.71%, remaining_time=0:00:01.251780, arrival_time=2021-04-14 23:16:57.556633, cost_time=0:00:03.755337 2021-04-14 23:16:57,397 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=1.30ms, fps=2124 images/s, loss=1.5453, top1-acc=63.43%, top5-acc=87.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:57.397623, cost_time=0:00:04.848162 2021-04-14 23:16:59,030 INFO : Epoch=0095 complete, best val top1-acc=63.43%, top5-acc=87.57% (epoch=95), remaining_time=2:18:59.668785, arrival_time=2021-04-15 01:35:58.699132, cost_time=2:05:45.414584 2021-04-14 23:16:59,032 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 23:17:02,975 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.87ms, fps=649 images/s, loss=0.2885, top1-acc=91.33%, top5-acc=99.57%, remaining_time=0:01:13.343148, arrival_time=2021-04-14 23:18:16.318834, cost_time=0:00:03.943175 2021-04-14 23:17:06,726 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.2956, top1-acc=90.92%, top5-acc=99.59%, remaining_time=0:01:07.707728, arrival_time=2021-04-14 23:18:14.434225, cost_time=0:00:07.694053 2021-04-14 23:17:10,478 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=0.2929, top1-acc=91.03%, top5-acc=99.58%, remaining_time=0:01:03.335640, arrival_time=2021-04-14 23:18:13.814247, cost_time=0:00:11.446201 2021-04-14 23:17:14,238 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=4.81ms, fps=681 images/s, loss=0.2921, top1-acc=90.93%, top5-acc=99.58%, remaining_time=0:00:59.303088, arrival_time=2021-04-14 23:18:13.541407, cost_time=0:00:15.205907 2021-04-14 23:17:18,007 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=3.66ms, fps=679 images/s, loss=0.2878, top1-acc=91.01%, top5-acc=99.61%, remaining_time=0:00:55.405832, arrival_time=2021-04-14 23:18:13.412809, cost_time=0:00:18.974587 2021-04-14 23:17:21,752 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.28ms, fps=684 images/s, loss=0.2853, top1-acc=91.14%, top5-acc=99.62%, remaining_time=0:00:51.499256, arrival_time=2021-04-14 23:18:13.251893, cost_time=0:00:22.720239 2021-04-14 23:17:25,500 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=2.22ms, fps=683 images/s, loss=0.2843, top1-acc=91.16%, top5-acc=99.59%, remaining_time=0:00:47.641734, arrival_time=2021-04-14 23:18:13.141761, cost_time=0:00:26.467645 2021-04-14 23:17:29,251 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.2833, top1-acc=91.17%, top5-acc=99.62%, remaining_time=0:00:43.817144, arrival_time=2021-04-14 23:18:13.068338, cost_time=0:00:30.218700 2021-04-14 23:17:33,011 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=2.87ms, fps=681 images/s, loss=0.2844, top1-acc=91.14%, top5-acc=99.62%, remaining_time=0:00:40.019240, arrival_time=2021-04-14 23:18:13.030283, cost_time=0:00:33.978587 2021-04-14 23:17:36,765 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.40ms, fps=682 images/s, loss=0.2838, top1-acc=91.15%, top5-acc=99.63%, remaining_time=0:00:36.223680, arrival_time=2021-04-14 23:18:12.989036, cost_time=0:00:37.732961 2021-04-14 23:17:40,518 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=3.92ms, fps=682 images/s, loss=0.2848, top1-acc=91.08%, top5-acc=99.64%, remaining_time=0:00:32.434556, arrival_time=2021-04-14 23:18:12.952993, cost_time=0:00:41.486006 2021-04-14 23:17:44,278 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.82ms, fps=681 images/s, loss=0.2854, top1-acc=91.08%, top5-acc=99.65%, remaining_time=0:00:28.655724, arrival_time=2021-04-14 23:18:12.934106, cost_time=0:00:45.245872 2021-04-14 23:17:48,051 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=4.11ms, fps=679 images/s, loss=0.2879, top1-acc=91.01%, top5-acc=99.63%, remaining_time=0:00:24.886422, arrival_time=2021-04-14 23:18:12.937547, cost_time=0:00:49.018722 2021-04-14 23:17:51,801 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.2915, top1-acc=90.90%, top5-acc=99.61%, remaining_time=0:00:21.107744, arrival_time=2021-04-14 23:18:12.909501, cost_time=0:00:52.769369 2021-04-14 23:17:55,566 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=2.25ms, fps=680 images/s, loss=0.2941, top1-acc=90.82%, top5-acc=99.59%, remaining_time=0:00:17.337078, arrival_time=2021-04-14 23:18:12.903703, cost_time=0:00:56.534022 2021-04-14 23:17:59,327 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.2978, top1-acc=90.71%, top5-acc=99.57%, remaining_time=0:00:13.566384, arrival_time=2021-04-14 23:18:12.893847, cost_time=0:01:00.295073 2021-04-14 23:18:03,085 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.78ms, fps=681 images/s, loss=0.3005, top1-acc=90.64%, top5-acc=99.54%, remaining_time=0:00:09.796358, arrival_time=2021-04-14 23:18:12.881887, cost_time=0:01:04.053142 2021-04-14 23:18:06,841 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.3032, top1-acc=90.56%, top5-acc=99.53%, remaining_time=0:00:06.027472, arrival_time=2021-04-14 23:18:12.868908, cost_time=0:01:07.809043 2021-04-14 23:18:10,609 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.3059, top1-acc=90.44%, top5-acc=99.52%, remaining_time=0:00:02.260308, arrival_time=2021-04-14 23:18:12.869280, cost_time=0:01:11.576437 2021-04-14 23:18:12,615 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.81ms, fps=678 images/s, loss=0.3088, top1-acc=90.39%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:12.615172, cost_time=0:01:13.582775 2021-04-14 23:18:13,950 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.24ms, fps=1921 images/s, loss=1.5316, top1-acc=63.87%, top5-acc=88.05%, remaining_time=0:00:03.998520, arrival_time=2021-04-14 23:18:17.948765, cost_time=0:00:01.332843 2021-04-14 23:18:15,153 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.85ms, fps=2129 images/s, loss=1.5232, top1-acc=64.14%, top5-acc=88.26%, remaining_time=0:00:02.536260, arrival_time=2021-04-14 23:18:17.689819, cost_time=0:00:02.536256 2021-04-14 23:18:16,354 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.60ms, fps=2132 images/s, loss=1.5392, top1-acc=64.18%, top5-acc=87.85%, remaining_time=0:00:01.245780, arrival_time=2021-04-14 23:18:17.600533, cost_time=0:00:03.737350 2021-04-14 23:18:17,446 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=1.29ms, fps=2126 images/s, loss=1.5311, top1-acc=64.19%, top5-acc=87.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:17.446640, cost_time=0:00:04.829428 2021-04-14 23:18:18,983 INFO : Epoch=0096 complete, best val top1-acc=64.19%, top5-acc=87.99% (epoch=96), remaining_time=2:17:40.815576, arrival_time=2021-04-15 01:35:59.799501, cost_time=2:07:05.368180 2021-04-14 23:18:18,985 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 23:18:22,908 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.85ms, fps=653 images/s, loss=0.3361, top1-acc=89.49%, top5-acc=99.06%, remaining_time=0:01:12.962592, arrival_time=2021-04-14 23:19:35.870926, cost_time=0:00:03.922723 2021-04-14 23:18:26,660 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.3315, top1-acc=89.69%, top5-acc=99.24%, remaining_time=0:01:07.543344, arrival_time=2021-04-14 23:19:34.204216, cost_time=0:00:07.675381 2021-04-14 23:18:30,420 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.3161, top1-acc=90.38%, top5-acc=99.39%, remaining_time=0:01:03.275050, arrival_time=2021-04-14 23:19:33.695803, cost_time=0:00:11.435261 2021-04-14 23:18:34,185 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=0.3106, top1-acc=90.42%, top5-acc=99.41%, remaining_time=0:00:59.278596, arrival_time=2021-04-14 23:19:33.463717, cost_time=0:00:15.199639 2021-04-14 23:18:37,946 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=4.31ms, fps=681 images/s, loss=0.3069, top1-acc=90.55%, top5-acc=99.46%, remaining_time=0:00:55.365974, arrival_time=2021-04-14 23:19:33.312455, cost_time=0:00:18.960960 2021-04-14 23:18:41,703 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.3062, top1-acc=90.59%, top5-acc=99.46%, remaining_time=0:00:51.493680, arrival_time=2021-04-14 23:19:33.196957, cost_time=0:00:22.717797 2021-04-14 23:18:45,452 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.3057, top1-acc=90.56%, top5-acc=99.48%, remaining_time=0:00:47.640978, arrival_time=2021-04-14 23:19:33.093660, cost_time=0:00:26.467180 2021-04-14 23:18:49,203 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=2.56ms, fps=683 images/s, loss=0.3065, top1-acc=90.54%, top5-acc=99.49%, remaining_time=0:00:43.815868, arrival_time=2021-04-14 23:19:33.019258, cost_time=0:00:30.217857 2021-04-14 23:18:52,953 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.3096, top1-acc=90.51%, top5-acc=99.47%, remaining_time=0:00:40.006732, arrival_time=2021-04-14 23:19:32.960193, cost_time=0:00:33.967936 2021-04-14 23:18:56,709 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.41ms, fps=682 images/s, loss=0.3117, top1-acc=90.48%, top5-acc=99.44%, remaining_time=0:00:36.214464, arrival_time=2021-04-14 23:19:32.923501, cost_time=0:00:37.723417 2021-04-14 23:19:00,475 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.71ms, fps=680 images/s, loss=0.3112, top1-acc=90.54%, top5-acc=99.45%, remaining_time=0:00:32.437222, arrival_time=2021-04-14 23:19:32.912201, cost_time=0:00:41.489466 2021-04-14 23:19:04,231 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=4.11ms, fps=682 images/s, loss=0.3113, top1-acc=90.54%, top5-acc=99.43%, remaining_time=0:00:28.655648, arrival_time=2021-04-14 23:19:32.886852, cost_time=0:00:45.245718 2021-04-14 23:19:07,985 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.88ms, fps=682 images/s, loss=0.3102, top1-acc=90.55%, top5-acc=99.43%, remaining_time=0:00:24.876786, arrival_time=2021-04-14 23:19:32.861954, cost_time=0:00:48.999693 2021-04-14 23:19:11,734 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.3104, top1-acc=90.52%, top5-acc=99.44%, remaining_time=0:00:21.099568, arrival_time=2021-04-14 23:19:32.834058, cost_time=0:00:52.748953 2021-04-14 23:19:15,487 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.3128, top1-acc=90.40%, top5-acc=99.43%, remaining_time=0:00:17.327326, arrival_time=2021-04-14 23:19:32.814927, cost_time=0:00:56.502113 2021-04-14 23:19:19,248 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.3166, top1-acc=90.27%, top5-acc=99.42%, remaining_time=0:00:13.559148, arrival_time=2021-04-14 23:19:32.807522, cost_time=0:01:00.262880 2021-04-14 23:19:23,002 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.3187, top1-acc=90.17%, top5-acc=99.40%, remaining_time=0:00:09.790898, arrival_time=2021-04-14 23:19:32.793795, cost_time=0:01:04.017405 2021-04-14 23:19:26,746 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.83ms, fps=684 images/s, loss=0.3214, top1-acc=90.06%, top5-acc=99.39%, remaining_time=0:00:06.023216, arrival_time=2021-04-14 23:19:32.769975, cost_time=0:01:07.761156 2021-04-14 23:19:30,505 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.3227, top1-acc=90.02%, top5-acc=99.39%, remaining_time=0:00:02.258538, arrival_time=2021-04-14 23:19:32.764351, cost_time=0:01:11.520282 2021-04-14 23:19:32,511 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.74ms, fps=678 images/s, loss=0.3249, top1-acc=89.97%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:32.511702, cost_time=0:01:13.526215 2021-04-14 23:19:33,848 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.25ms, fps=1918 images/s, loss=1.8026, top1-acc=59.84%, top5-acc=85.74%, remaining_time=0:00:04.004790, arrival_time=2021-04-14 23:19:37.853635, cost_time=0:00:01.334929 2021-04-14 23:19:35,041 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=2.24ms, fps=2149 images/s, loss=1.8140, top1-acc=59.20%, top5-acc=85.27%, remaining_time=0:00:02.527020, arrival_time=2021-04-14 23:19:37.567936, cost_time=0:00:02.527021 2021-04-14 23:19:36,234 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.43ms, fps=2145 images/s, loss=1.8470, top1-acc=58.88%, top5-acc=85.05%, remaining_time=0:00:01.240340, arrival_time=2021-04-14 23:19:37.475195, cost_time=0:00:03.721023 2021-04-14 23:19:37,319 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=1.34ms, fps=2140 images/s, loss=1.8142, top1-acc=59.34%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:37.319490, cost_time=0:00:04.805689 2021-04-14 23:19:38,079 INFO : Epoch=0097 complete, best val top1-acc=64.19%, top5-acc=87.99% (epoch=96), remaining_time=2:16:21.028380, arrival_time=2021-04-15 01:35:59.107728, cost_time=2:08:24.463608 2021-04-14 23:19:38,080 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 23:19:42,018 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.75ms, fps=650 images/s, loss=0.2807, top1-acc=91.87%, top5-acc=99.53%, remaining_time=0:01:13.238244, arrival_time=2021-04-14 23:20:55.256819, cost_time=0:00:03.937539 2021-04-14 23:19:45,775 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.2830, top1-acc=91.86%, top5-acc=99.53%, remaining_time=0:01:07.714944, arrival_time=2021-04-14 23:20:53.490747, cost_time=0:00:07.694889 2021-04-14 23:19:49,526 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.2831, top1-acc=91.69%, top5-acc=99.49%, remaining_time=0:01:03.333482, arrival_time=2021-04-14 23:20:52.860208, cost_time=0:00:11.445822 2021-04-14 23:19:53,285 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.2786, top1-acc=91.72%, top5-acc=99.50%, remaining_time=0:00:59.298564, arrival_time=2021-04-14 23:20:52.584290, cost_time=0:00:15.204766 2021-04-14 23:19:57,040 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.2809, top1-acc=91.55%, top5-acc=99.55%, remaining_time=0:00:55.361156, arrival_time=2021-04-14 23:20:52.401429, cost_time=0:00:18.959310 2021-04-14 23:20:00,797 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.2823, top1-acc=91.48%, top5-acc=99.54%, remaining_time=0:00:51.491096, arrival_time=2021-04-14 23:20:52.288678, cost_time=0:00:22.716678 2021-04-14 23:20:04,558 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.2803, top1-acc=91.53%, top5-acc=99.54%, remaining_time=0:00:47.660004, arrival_time=2021-04-14 23:20:52.218725, cost_time=0:00:26.477813 2021-04-14 23:20:08,317 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.2791, top1-acc=91.56%, top5-acc=99.53%, remaining_time=0:00:43.843244, arrival_time=2021-04-14 23:20:52.160865, cost_time=0:00:30.236693 2021-04-14 23:20:12,072 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.2794, top1-acc=91.53%, top5-acc=99.54%, remaining_time=0:00:40.034080, arrival_time=2021-04-14 23:20:52.106220, cost_time=0:00:33.991231 2021-04-14 23:20:15,826 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.2808, top1-acc=91.45%, top5-acc=99.56%, remaining_time=0:00:36.235680, arrival_time=2021-04-14 23:20:52.062097, cost_time=0:00:37.745500 2021-04-14 23:20:19,581 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2816, top1-acc=91.42%, top5-acc=99.58%, remaining_time=0:00:32.445994, arrival_time=2021-04-14 23:20:52.027669, cost_time=0:00:41.500720 2021-04-14 23:20:23,333 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.2814, top1-acc=91.40%, top5-acc=99.59%, remaining_time=0:00:28.659980, arrival_time=2021-04-14 23:20:51.993424, cost_time=0:00:45.252552 2021-04-14 23:20:27,105 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.05ms, fps=679 images/s, loss=0.2826, top1-acc=91.36%, top5-acc=99.60%, remaining_time=0:00:24.889590, arrival_time=2021-04-14 23:20:51.995466, cost_time=0:00:49.024977 2021-04-14 23:20:30,859 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.2829, top1-acc=91.32%, top5-acc=99.60%, remaining_time=0:00:21.111496, arrival_time=2021-04-14 23:20:51.971141, cost_time=0:00:52.778743 2021-04-14 23:20:34,629 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=2.13ms, fps=679 images/s, loss=0.2864, top1-acc=91.22%, top5-acc=99.58%, remaining_time=0:00:17.341632, arrival_time=2021-04-14 23:20:51.971446, cost_time=0:00:56.548825 2021-04-14 23:20:38,399 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.64ms, fps=679 images/s, loss=0.2873, top1-acc=91.22%, top5-acc=99.58%, remaining_time=0:00:13.571712, arrival_time=2021-04-14 23:20:51.971332, cost_time=0:01:00.318703 2021-04-14 23:20:42,153 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.2895, top1-acc=91.13%, top5-acc=99.58%, remaining_time=0:00:09.799296, arrival_time=2021-04-14 23:20:51.952657, cost_time=0:01:04.072393 2021-04-14 23:20:45,909 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.2916, top1-acc=91.05%, top5-acc=99.58%, remaining_time=0:00:06.029184, arrival_time=2021-04-14 23:20:51.938342, cost_time=0:01:07.828252 2021-04-14 23:20:49,670 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=2.10ms, fps=681 images/s, loss=0.2935, top1-acc=90.95%, top5-acc=99.58%, remaining_time=0:00:02.260728, arrival_time=2021-04-14 23:20:51.931440, cost_time=0:01:11.589805 2021-04-14 23:20:51,677 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.37ms, fps=678 images/s, loss=0.2951, top1-acc=90.90%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:51.676891, cost_time=0:01:13.595842 2021-04-14 23:20:53,007 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.47ms, fps=1928 images/s, loss=1.5104, top1-acc=63.63%, top5-acc=87.73%, remaining_time=0:00:03.982590, arrival_time=2021-04-14 23:20:56.990377, cost_time=0:00:01.327532 2021-04-14 23:20:54,205 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.47ms, fps=2138 images/s, loss=1.5241, top1-acc=63.89%, top5-acc=87.40%, remaining_time=0:00:02.525640, arrival_time=2021-04-14 23:20:56.731521, cost_time=0:00:02.525637 2021-04-14 23:20:55,399 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.58ms, fps=2146 images/s, loss=1.5089, top1-acc=64.47%, top5-acc=87.81%, remaining_time=0:00:01.239630, arrival_time=2021-04-14 23:20:56.638695, cost_time=0:00:03.718885 2021-04-14 23:20:56,487 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=1.37ms, fps=2133 images/s, loss=1.4943, top1-acc=64.50%, top5-acc=87.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:56.486959, cost_time=0:00:04.806822 2021-04-14 23:20:58,215 INFO : Epoch=0098 complete, best val top1-acc=64.50%, top5-acc=87.62% (epoch=98), remaining_time=2:15:02.338788, arrival_time=2021-04-15 01:36:00.554540, cost_time=2:09:44.599984 2021-04-14 23:20:58,217 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 23:21:02,156 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=4.00ms, fps=650 images/s, loss=0.2919, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:01:13.261122, arrival_time=2021-04-14 23:22:15.417806, cost_time=0:00:03.938766 2021-04-14 23:21:05,907 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.2935, top1-acc=91.04%, top5-acc=99.71%, remaining_time=0:01:07.672000, arrival_time=2021-04-14 23:22:13.579829, cost_time=0:00:07.689999 2021-04-14 23:21:09,659 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.2922, top1-acc=91.03%, top5-acc=99.70%, remaining_time=0:01:03.309578, arrival_time=2021-04-14 23:22:12.968905, cost_time=0:00:11.441479 2021-04-14 23:21:13,422 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=3.48ms, fps=681 images/s, loss=0.2920, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:59.295756, arrival_time=2021-04-14 23:22:12.717670, cost_time=0:00:15.204035 2021-04-14 23:21:17,178 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2882, top1-acc=91.02%, top5-acc=99.69%, remaining_time=0:00:55.363638, arrival_time=2021-04-14 23:22:12.541637, cost_time=0:00:18.960149 2021-04-14 23:21:20,934 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=2.34ms, fps=682 images/s, loss=0.2856, top1-acc=91.05%, top5-acc=99.69%, remaining_time=0:00:51.491368, arrival_time=2021-04-14 23:22:12.426017, cost_time=0:00:22.716761 2021-04-14 23:21:24,694 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.2838, top1-acc=91.03%, top5-acc=99.70%, remaining_time=0:00:47.657736, arrival_time=2021-04-14 23:22:12.352078, cost_time=0:00:26.476500 2021-04-14 23:21:28,442 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.2851, top1-acc=91.03%, top5-acc=99.68%, remaining_time=0:00:43.826308, arrival_time=2021-04-14 23:22:12.269169, cost_time=0:00:30.225020 2021-04-14 23:21:32,194 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.2842, top1-acc=91.06%, top5-acc=99.66%, remaining_time=0:00:40.016166, arrival_time=2021-04-14 23:22:12.210080, cost_time=0:00:33.976019 2021-04-14 23:21:35,955 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.2852, top1-acc=91.06%, top5-acc=99.63%, remaining_time=0:00:36.228096, arrival_time=2021-04-14 23:22:12.183663, cost_time=0:00:37.737646 2021-04-14 23:21:39,713 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.2852, top1-acc=91.08%, top5-acc=99.63%, remaining_time=0:00:32.441952, arrival_time=2021-04-14 23:22:12.155467, cost_time=0:00:41.495537 2021-04-14 23:21:43,471 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=2.48ms, fps=681 images/s, loss=0.2867, top1-acc=91.02%, top5-acc=99.62%, remaining_time=0:00:28.660208, arrival_time=2021-04-14 23:22:12.131108, cost_time=0:00:45.252932 2021-04-14 23:21:47,222 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.2869, top1-acc=91.01%, top5-acc=99.61%, remaining_time=0:00:24.878964, arrival_time=2021-04-14 23:22:12.100969, cost_time=0:00:49.004036 2021-04-14 23:21:50,981 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.02ms, fps=681 images/s, loss=0.2908, top1-acc=90.87%, top5-acc=99.59%, remaining_time=0:00:21.105560, arrival_time=2021-04-14 23:22:12.087234, cost_time=0:00:52.763842 2021-04-14 23:21:54,738 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=2.47ms, fps=682 images/s, loss=0.2932, top1-acc=90.79%, top5-acc=99.60%, remaining_time=0:00:17.332984, arrival_time=2021-04-14 23:22:12.071400, cost_time=0:00:56.520579 2021-04-14 23:21:58,515 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=2.27ms, fps=678 images/s, loss=0.2942, top1-acc=90.76%, top5-acc=99.59%, remaining_time=0:00:13.566960, arrival_time=2021-04-14 23:22:12.082449, cost_time=0:01:00.297585 2021-04-14 23:22:02,269 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.2975, top1-acc=90.65%, top5-acc=99.59%, remaining_time=0:00:09.796072, arrival_time=2021-04-14 23:22:12.065212, cost_time=0:01:04.051224 2021-04-14 23:22:06,036 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.50ms, fps=680 images/s, loss=0.3003, top1-acc=90.58%, top5-acc=99.57%, remaining_time=0:00:06.028272, arrival_time=2021-04-14 23:22:12.064195, cost_time=0:01:07.818083 2021-04-14 23:22:09,790 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.3026, top1-acc=90.51%, top5-acc=99.56%, remaining_time=0:00:02.260164, arrival_time=2021-04-14 23:22:12.050055, cost_time=0:01:11.571947 2021-04-14 23:22:11,793 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.39ms, fps=679 images/s, loss=0.3036, top1-acc=90.47%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:11.793418, cost_time=0:01:13.575586 2021-04-14 23:22:13,105 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.24ms, fps=1954 images/s, loss=1.4811, top1-acc=63.91%, top5-acc=88.55%, remaining_time=0:00:03.929490, arrival_time=2021-04-14 23:22:17.034915, cost_time=0:00:01.309829 2021-04-14 23:22:14,301 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.63ms, fps=2141 images/s, loss=1.5028, top1-acc=63.57%, top5-acc=88.14%, remaining_time=0:00:02.505880, arrival_time=2021-04-14 23:22:16.807333, cost_time=0:00:02.505875 2021-04-14 23:22:15,493 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.39ms, fps=2149 images/s, loss=1.4674, top1-acc=63.97%, top5-acc=88.55%, remaining_time=0:00:01.232590, arrival_time=2021-04-14 23:22:16.725886, cost_time=0:00:03.697770 2021-04-14 23:22:16,578 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.09ms, fps=2138 images/s, loss=1.5069, top1-acc=63.43%, top5-acc=88.09%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:16.578583, cost_time=0:00:04.783115 2021-04-14 23:22:17,271 INFO : Epoch=0099 complete, best val top1-acc=64.50%, top5-acc=87.62% (epoch=98), remaining_time=2:13:42.516961, arrival_time=2021-04-15 01:35:59.787986, cost_time=2:11:03.655222 2021-04-14 23:22:17,274 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 23:22:21,226 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.48ms, fps=648 images/s, loss=0.2690, top1-acc=91.95%, top5-acc=99.65%, remaining_time=0:01:13.511292, arrival_time=2021-04-14 23:23:34.737760, cost_time=0:00:03.952224 2021-04-14 23:22:24,982 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.2653, top1-acc=91.99%, top5-acc=99.63%, remaining_time=0:01:07.833920, arrival_time=2021-04-14 23:23:32.816566, cost_time=0:00:07.708409 2021-04-14 23:22:28,731 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.2597, top1-acc=92.24%, top5-acc=99.65%, remaining_time=0:01:03.395234, arrival_time=2021-04-14 23:23:32.126491, cost_time=0:00:11.456979 2021-04-14 23:22:32,490 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.2583, top1-acc=92.26%, top5-acc=99.67%, remaining_time=0:00:59.345052, arrival_time=2021-04-14 23:23:31.835919, cost_time=0:00:15.216685 2021-04-14 23:22:36,251 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.2594, top1-acc=92.07%, top5-acc=99.69%, remaining_time=0:00:55.414008, arrival_time=2021-04-14 23:23:31.665625, cost_time=0:00:18.977422 2021-04-14 23:22:40,007 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.93ms, fps=682 images/s, loss=0.2592, top1-acc=91.99%, top5-acc=99.69%, remaining_time=0:00:51.528088, arrival_time=2021-04-14 23:23:31.535286, cost_time=0:00:22.733005 2021-04-14 23:22:43,769 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.2616, top1-acc=91.94%, top5-acc=99.68%, remaining_time=0:00:47.691000, arrival_time=2021-04-14 23:23:31.460183, cost_time=0:00:26.494986 2021-04-14 23:22:47,544 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=2.27ms, fps=678 images/s, loss=0.2653, top1-acc=91.85%, top5-acc=99.68%, remaining_time=0:00:43.892080, arrival_time=2021-04-14 23:23:31.436715, cost_time=0:00:30.270440 2021-04-14 23:22:51,299 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.2671, top1-acc=91.78%, top5-acc=99.67%, remaining_time=0:00:40.074148, arrival_time=2021-04-14 23:23:31.373537, cost_time=0:00:34.025191 2021-04-14 23:22:55,059 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=3.03ms, fps=681 images/s, loss=0.2681, top1-acc=91.76%, top5-acc=99.66%, remaining_time=0:00:36.273312, arrival_time=2021-04-14 23:23:31.332210, cost_time=0:00:37.784651 2021-04-14 23:22:58,811 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2705, top1-acc=91.69%, top5-acc=99.64%, remaining_time=0:00:32.474116, arrival_time=2021-04-14 23:23:31.285022, cost_time=0:00:41.536713 2021-04-14 23:23:02,569 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=2.58ms, fps=681 images/s, loss=0.2711, top1-acc=91.65%, top5-acc=99.64%, remaining_time=0:00:28.686960, arrival_time=2021-04-14 23:23:31.256499, cost_time=0:00:45.295214 2021-04-14 23:23:06,327 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.2722, top1-acc=91.62%, top5-acc=99.63%, remaining_time=0:00:24.903714, arrival_time=2021-04-14 23:23:31.230748, cost_time=0:00:49.052773 2021-04-14 23:23:10,083 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.2742, top1-acc=91.55%, top5-acc=99.60%, remaining_time=0:00:21.123536, arrival_time=2021-04-14 23:23:31.206609, cost_time=0:00:52.808885 2021-04-14 23:23:13,838 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=2.31ms, fps=682 images/s, loss=0.2752, top1-acc=91.54%, top5-acc=99.58%, remaining_time=0:00:17.346370, arrival_time=2021-04-14 23:23:31.184872, cost_time=0:00:56.564302 2021-04-14 23:23:17,588 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=2.84ms, fps=683 images/s, loss=0.2766, top1-acc=91.49%, top5-acc=99.58%, remaining_time=0:00:13.570740, arrival_time=2021-04-14 23:23:31.159341, cost_time=0:01:00.314341 2021-04-14 23:23:21,350 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.2781, top1-acc=91.43%, top5-acc=99.58%, remaining_time=0:00:09.799894, arrival_time=2021-04-14 23:23:31.150263, cost_time=0:01:04.076171 2021-04-14 23:23:25,099 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.2808, top1-acc=91.31%, top5-acc=99.57%, remaining_time=0:00:06.028848, arrival_time=2021-04-14 23:23:31.127751, cost_time=0:01:07.824593 2021-04-14 23:23:28,861 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=2.26ms, fps=680 images/s, loss=0.2825, top1-acc=91.29%, top5-acc=99.57%, remaining_time=0:00:02.260662, arrival_time=2021-04-14 23:23:31.122515, cost_time=0:01:11.587655 2021-04-14 23:23:30,867 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.78ms, fps=678 images/s, loss=0.2849, top1-acc=91.24%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:30.866973, cost_time=0:01:13.592762 2021-04-14 23:23:32,247 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=5.49ms, fps=1858 images/s, loss=1.5202, top1-acc=63.48%, top5-acc=87.23%, remaining_time=0:00:04.133190, arrival_time=2021-04-14 23:23:36.380113, cost_time=0:00:01.377731 2021-04-14 23:23:33,438 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.34ms, fps=2149 images/s, loss=1.4857, top1-acc=64.28%, top5-acc=88.05%, remaining_time=0:00:02.569380, arrival_time=2021-04-14 23:23:36.008053, cost_time=0:00:02.569386 2021-04-14 23:23:34,638 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=2.03ms, fps=2136 images/s, loss=1.4857, top1-acc=64.37%, top5-acc=88.24%, remaining_time=0:00:01.256320, arrival_time=2021-04-14 23:23:35.894349, cost_time=0:00:03.768951 2021-04-14 23:23:35,726 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.38ms, fps=2132 images/s, loss=1.4565, top1-acc=64.62%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:35.726496, cost_time=0:00:04.857475 2021-04-14 23:23:37,114 INFO : Epoch=0100 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:12:23.498600, arrival_time=2021-04-15 01:36:00.613042, cost_time=2:12:23.498649 2021-04-14 23:23:37,116 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 23:23:41,027 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.81ms, fps=655 images/s, loss=0.2752, top1-acc=91.91%, top5-acc=99.49%, remaining_time=0:01:12.726000, arrival_time=2021-04-14 23:24:53.753181, cost_time=0:00:03.910000 2021-04-14 23:23:44,790 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.2691, top1-acc=91.97%, top5-acc=99.47%, remaining_time=0:01:07.523984, arrival_time=2021-04-14 23:24:52.314168, cost_time=0:00:07.673171 2021-04-14 23:23:48,548 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.2613, top1-acc=92.03%, top5-acc=99.57%, remaining_time=0:01:03.252142, arrival_time=2021-04-14 23:24:51.800419, cost_time=0:00:11.431107 2021-04-14 23:23:52,299 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.2531, top1-acc=92.30%, top5-acc=99.62%, remaining_time=0:00:59.209332, arrival_time=2021-04-14 23:24:51.508261, cost_time=0:00:15.181871 2021-04-14 23:23:56,058 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=2.68ms, fps=681 images/s, loss=0.2515, top1-acc=92.37%, top5-acc=99.64%, remaining_time=0:00:55.308304, arrival_time=2021-04-14 23:24:51.366510, cost_time=0:00:18.941196 2021-04-14 23:23:59,819 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.2511, top1-acc=92.37%, top5-acc=99.66%, remaining_time=0:00:51.459408, arrival_time=2021-04-14 23:24:51.279165, cost_time=0:00:22.702699 2021-04-14 23:24:03,563 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.2533, top1-acc=92.24%, top5-acc=99.64%, remaining_time=0:00:47.603430, arrival_time=2021-04-14 23:24:51.166846, cost_time=0:00:26.446344 2021-04-14 23:24:07,312 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.2530, top1-acc=92.20%, top5-acc=99.64%, remaining_time=0:00:43.783272, arrival_time=2021-04-14 23:24:51.095658, cost_time=0:00:30.195338 2021-04-14 23:24:11,073 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.2538, top1-acc=92.16%, top5-acc=99.66%, remaining_time=0:00:39.992528, arrival_time=2021-04-14 23:24:51.065607, cost_time=0:00:33.955946 2021-04-14 23:24:14,826 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=2.75ms, fps=682 images/s, loss=0.2547, top1-acc=92.12%, top5-acc=99.67%, remaining_time=0:00:36.201312, arrival_time=2021-04-14 23:24:51.028028, cost_time=0:00:37.709652 2021-04-14 23:24:18,588 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=3.82ms, fps=681 images/s, loss=0.2570, top1-acc=92.00%, top5-acc=99.66%, remaining_time=0:00:32.423032, arrival_time=2021-04-14 23:24:51.011426, cost_time=0:00:41.471335 2021-04-14 23:24:22,341 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.2616, top1-acc=91.81%, top5-acc=99.63%, remaining_time=0:00:28.642272, arrival_time=2021-04-14 23:24:50.983948, cost_time=0:00:45.224642 2021-04-14 23:24:26,099 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.2623, top1-acc=91.75%, top5-acc=99.64%, remaining_time=0:00:24.867678, arrival_time=2021-04-14 23:24:50.966758, cost_time=0:00:48.981854 2021-04-14 23:24:29,855 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.97ms, fps=682 images/s, loss=0.2632, top1-acc=91.74%, top5-acc=99.63%, remaining_time=0:00:21.095144, arrival_time=2021-04-14 23:24:50.950048, cost_time=0:00:52.737838 2021-04-14 23:24:33,606 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2646, top1-acc=91.70%, top5-acc=99.61%, remaining_time=0:00:17.323462, arrival_time=2021-04-14 23:24:50.930138, cost_time=0:00:56.489551 2021-04-14 23:24:37,360 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.2675, top1-acc=91.58%, top5-acc=99.61%, remaining_time=0:00:13.554684, arrival_time=2021-04-14 23:24:50.914711, cost_time=0:01:00.243015 2021-04-14 23:24:41,119 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.2692, top1-acc=91.51%, top5-acc=99.60%, remaining_time=0:00:09.788584, arrival_time=2021-04-14 23:24:50.907783, cost_time=0:01:04.002196 2021-04-14 23:24:44,878 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=2.62ms, fps=681 images/s, loss=0.2716, top1-acc=91.45%, top5-acc=99.60%, remaining_time=0:00:06.023200, arrival_time=2021-04-14 23:24:50.901186, cost_time=0:01:07.760964 2021-04-14 23:24:48,635 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.2745, top1-acc=91.36%, top5-acc=99.57%, remaining_time=0:00:02.258490, arrival_time=2021-04-14 23:24:50.894270, cost_time=0:01:11.518765 2021-04-14 23:24:50,644 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.42ms, fps=677 images/s, loss=0.2760, top1-acc=91.32%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:50.644404, cost_time=0:01:13.527372 2021-04-14 23:24:51,989 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.75ms, fps=1906 images/s, loss=1.5028, top1-acc=63.12%, top5-acc=87.81%, remaining_time=0:00:04.028460, arrival_time=2021-04-14 23:24:56.017931, cost_time=0:00:01.342816 2021-04-14 23:24:53,192 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=2.15ms, fps=2129 images/s, loss=1.4686, top1-acc=63.55%, top5-acc=88.36%, remaining_time=0:00:02.546140, arrival_time=2021-04-14 23:24:55.738863, cost_time=0:00:02.546146 2021-04-14 23:24:54,385 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.57ms, fps=2147 images/s, loss=1.5110, top1-acc=63.10%, top5-acc=87.93%, remaining_time=0:00:01.246280, arrival_time=2021-04-14 23:24:55.631682, cost_time=0:00:03.738844 2021-04-14 23:24:55,473 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=1.23ms, fps=2133 images/s, loss=1.4901, top1-acc=63.17%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:55.473418, cost_time=0:00:04.826937 2021-04-14 23:24:56,213 INFO : Epoch=0101 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:11:03.734340, arrival_time=2021-04-15 01:35:59.947738, cost_time=2:13:42.597626 2021-04-14 23:24:56,215 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:25:00,123 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.65ms, fps=655 images/s, loss=0.2657, top1-acc=91.56%, top5-acc=99.69%, remaining_time=0:01:12.687126, arrival_time=2021-04-14 23:26:12.810988, cost_time=0:00:03.907914 2021-04-14 23:25:03,875 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.2683, top1-acc=91.41%, top5-acc=99.71%, remaining_time=0:01:07.399376, arrival_time=2021-04-14 23:26:11.274391, cost_time=0:00:07.659019 2021-04-14 23:25:07,628 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.2677, top1-acc=91.56%, top5-acc=99.66%, remaining_time=0:01:03.147562, arrival_time=2021-04-14 23:26:10.775754, cost_time=0:00:11.412201 2021-04-14 23:25:11,393 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.69ms, fps=680 images/s, loss=0.2646, top1-acc=91.66%, top5-acc=99.67%, remaining_time=0:00:59.192328, arrival_time=2021-04-14 23:26:10.585788, cost_time=0:00:15.177507 2021-04-14 23:25:15,141 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.2677, top1-acc=91.59%, top5-acc=99.69%, remaining_time=0:00:55.262898, arrival_time=2021-04-14 23:26:10.404665, cost_time=0:00:18.925648 2021-04-14 23:25:18,895 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.2680, top1-acc=91.65%, top5-acc=99.69%, remaining_time=0:00:51.406368, arrival_time=2021-04-14 23:26:10.301574, cost_time=0:00:22.679255 2021-04-14 23:25:22,647 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.2658, top1-acc=91.72%, top5-acc=99.68%, remaining_time=0:00:47.576088, arrival_time=2021-04-14 23:26:10.223303, cost_time=0:00:26.431135 2021-04-14 23:25:26,409 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=2.16ms, fps=681 images/s, loss=0.2681, top1-acc=91.67%, top5-acc=99.66%, remaining_time=0:00:43.779792, arrival_time=2021-04-14 23:26:10.188743, cost_time=0:00:30.192994 2021-04-14 23:25:30,174 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=2.13ms, fps=680 images/s, loss=0.2681, top1-acc=91.65%, top5-acc=99.67%, remaining_time=0:00:39.995814, arrival_time=2021-04-14 23:26:10.170498, cost_time=0:00:33.958743 2021-04-14 23:25:33,936 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.2703, top1-acc=91.62%, top5-acc=99.66%, remaining_time=0:00:36.211296, arrival_time=2021-04-14 23:26:10.147583, cost_time=0:00:37.720098 2021-04-14 23:25:37,690 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.2716, top1-acc=91.62%, top5-acc=99.65%, remaining_time=0:00:32.425612, arrival_time=2021-04-14 23:26:10.116229, cost_time=0:00:41.474659 2021-04-14 23:25:41,448 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.2720, top1-acc=91.63%, top5-acc=99.65%, remaining_time=0:00:28.647136, arrival_time=2021-04-14 23:26:10.095508, cost_time=0:00:45.232304 2021-04-14 23:25:45,207 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=2.24ms, fps=681 images/s, loss=0.2738, top1-acc=91.58%, top5-acc=99.63%, remaining_time=0:00:24.872826, arrival_time=2021-04-14 23:26:10.080688, cost_time=0:00:48.991922 2021-04-14 23:25:48,973 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=2.03ms, fps=680 images/s, loss=0.2741, top1-acc=91.57%, top5-acc=99.63%, remaining_time=0:00:21.103096, arrival_time=2021-04-14 23:26:10.076823, cost_time=0:00:52.757777 2021-04-14 23:25:52,737 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.2743, top1-acc=91.57%, top5-acc=99.64%, remaining_time=0:00:17.333306, arrival_time=2021-04-14 23:26:10.071049, cost_time=0:00:56.521723 2021-04-14 23:25:56,491 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.2747, top1-acc=91.56%, top5-acc=99.62%, remaining_time=0:00:13.561920, arrival_time=2021-04-14 23:26:10.053107, cost_time=0:01:00.275232 2021-04-14 23:26:00,240 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.2775, top1-acc=91.45%, top5-acc=99.61%, remaining_time=0:00:09.791990, arrival_time=2021-04-14 23:26:10.032535, cost_time=0:01:04.024470 2021-04-14 23:26:04,005 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.91ms, fps=680 images/s, loss=0.2814, top1-acc=91.30%, top5-acc=99.59%, remaining_time=0:00:06.025696, arrival_time=2021-04-14 23:26:10.030701, cost_time=0:01:07.789043 2021-04-14 23:26:07,768 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.64ms, fps=680 images/s, loss=0.2851, top1-acc=91.21%, top5-acc=99.58%, remaining_time=0:00:02.259546, arrival_time=2021-04-14 23:26:10.027688, cost_time=0:01:11.552196 2021-04-14 23:26:09,783 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.60ms, fps=675 images/s, loss=0.2863, top1-acc=91.15%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:09.783486, cost_time=0:01:13.567487 2021-04-14 23:26:11,124 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.21ms, fps=1912 images/s, loss=1.6586, top1-acc=61.72%, top5-acc=86.48%, remaining_time=0:00:04.016430, arrival_time=2021-04-14 23:26:15.140994, cost_time=0:00:01.338812 2021-04-14 23:26:12,336 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.57ms, fps=2114 images/s, loss=1.6784, top1-acc=60.88%, top5-acc=85.92%, remaining_time=0:00:02.550520, arrival_time=2021-04-14 23:26:14.886837, cost_time=0:00:02.550512 2021-04-14 23:26:13,539 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.60ms, fps=2128 images/s, loss=1.6728, top1-acc=61.33%, top5-acc=86.12%, remaining_time=0:00:01.251310, arrival_time=2021-04-14 23:26:14.791044, cost_time=0:00:03.753936 2021-04-14 23:26:14,633 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=1.65ms, fps=2123 images/s, loss=1.6766, top1-acc=61.36%, top5-acc=86.09%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:14.633218, cost_time=0:00:04.847548 2021-04-14 23:26:15,342 INFO : Epoch=0102 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:09:44.012208, arrival_time=2021-04-15 01:35:59.354970, cost_time=2:15:01.726998 2021-04-14 23:26:15,344 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:26:19,286 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=2.24ms, fps=649 images/s, loss=0.2805, top1-acc=91.13%, top5-acc=99.34%, remaining_time=0:01:13.315806, arrival_time=2021-04-14 23:27:32.602390, cost_time=0:00:03.941712 2021-04-14 23:26:23,037 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=3.94ms, fps=683 images/s, loss=0.2842, top1-acc=91.25%, top5-acc=99.47%, remaining_time=0:01:07.696992, arrival_time=2021-04-14 23:27:30.734727, cost_time=0:00:07.692833 2021-04-14 23:26:26,797 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.43ms, fps=681 images/s, loss=0.2742, top1-acc=91.45%, top5-acc=99.51%, remaining_time=0:01:03.367678, arrival_time=2021-04-14 23:27:30.164662, cost_time=0:00:11.451978 2021-04-14 23:26:30,557 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.2662, top1-acc=91.80%, top5-acc=99.57%, remaining_time=0:00:59.328984, arrival_time=2021-04-14 23:27:29.886416, cost_time=0:00:15.212570 2021-04-14 23:26:34,314 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.2661, top1-acc=91.84%, top5-acc=99.57%, remaining_time=0:00:55.390648, arrival_time=2021-04-14 23:27:29.705033, cost_time=0:00:18.969413 2021-04-14 23:26:38,078 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=2.60ms, fps=680 images/s, loss=0.2625, top1-acc=91.95%, top5-acc=99.59%, remaining_time=0:00:51.529448, arrival_time=2021-04-14 23:27:29.607911, cost_time=0:00:22.733593 2021-04-14 23:26:41,839 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=2.09ms, fps=681 images/s, loss=0.2611, top1-acc=91.94%, top5-acc=99.58%, remaining_time=0:00:47.690244, arrival_time=2021-04-14 23:27:29.529770, cost_time=0:00:26.494546 2021-04-14 23:26:45,603 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=8.58ms, fps=680 images/s, loss=0.2583, top1-acc=91.98%, top5-acc=99.59%, remaining_time=0:00:43.874448, arrival_time=2021-04-14 23:27:29.477799, cost_time=0:00:30.258272 2021-04-14 23:26:49,356 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.2553, top1-acc=92.10%, top5-acc=99.61%, remaining_time=0:00:40.057718, arrival_time=2021-04-14 23:27:29.413842, cost_time=0:00:34.011246 2021-04-14 23:26:53,113 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.93ms, fps=681 images/s, loss=0.2561, top1-acc=92.09%, top5-acc=99.62%, remaining_time=0:00:36.257760, arrival_time=2021-04-14 23:27:29.371099, cost_time=0:00:37.768464 2021-04-14 23:26:56,858 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.2567, top1-acc=92.07%, top5-acc=99.62%, remaining_time=0:00:32.456056, arrival_time=2021-04-14 23:27:29.314478, cost_time=0:00:41.513562 2021-04-14 23:27:00,621 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.2569, top1-acc=92.09%, top5-acc=99.60%, remaining_time=0:00:28.675104, arrival_time=2021-04-14 23:27:29.296720, cost_time=0:00:45.276498 2021-04-14 23:27:04,380 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.2566, top1-acc=92.05%, top5-acc=99.62%, remaining_time=0:00:24.894738, arrival_time=2021-04-14 23:27:29.274826, cost_time=0:00:49.035139 2021-04-14 23:27:08,128 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.2562, top1-acc=92.07%, top5-acc=99.62%, remaining_time=0:00:21.113232, arrival_time=2021-04-14 23:27:29.241252, cost_time=0:00:52.783023 2021-04-14 23:27:11,893 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=0.2558, top1-acc=92.11%, top5-acc=99.62%, remaining_time=0:00:17.341586, arrival_time=2021-04-14 23:27:29.235262, cost_time=0:00:56.548681 2021-04-14 23:27:15,661 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.2567, top1-acc=92.10%, top5-acc=99.63%, remaining_time=0:00:13.571316, arrival_time=2021-04-14 23:27:29.233098, cost_time=0:01:00.316914 2021-04-14 23:27:19,416 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.2586, top1-acc=92.02%, top5-acc=99.63%, remaining_time=0:00:09.799140, arrival_time=2021-04-14 23:27:29.215267, cost_time=0:01:04.071249 2021-04-14 23:27:23,173 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.2618, top1-acc=91.91%, top5-acc=99.62%, remaining_time=0:00:06.029184, arrival_time=2021-04-14 23:27:29.202400, cost_time=0:01:07.828239 2021-04-14 23:27:26,942 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=2.50ms, fps=679 images/s, loss=0.2633, top1-acc=91.83%, top5-acc=99.61%, remaining_time=0:00:02.260962, arrival_time=2021-04-14 23:27:29.202956, cost_time=0:01:11.597139 2021-04-14 23:27:28,943 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.28ms, fps=680 images/s, loss=0.2647, top1-acc=91.82%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:28.943003, cost_time=0:01:13.598135 2021-04-14 23:27:30,269 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.52ms, fps=1933 images/s, loss=1.5856, top1-acc=62.97%, top5-acc=87.15%, remaining_time=0:00:03.972570, arrival_time=2021-04-14 23:27:34.241946, cost_time=0:00:01.324189 2021-04-14 23:27:31,462 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.46ms, fps=2147 images/s, loss=1.6161, top1-acc=61.99%, top5-acc=86.64%, remaining_time=0:00:02.516860, arrival_time=2021-04-14 23:27:33.978951, cost_time=0:00:02.516860 2021-04-14 23:27:32,659 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=2.00ms, fps=2139 images/s, loss=1.6392, top1-acc=61.74%, top5-acc=86.33%, remaining_time=0:00:01.238200, arrival_time=2021-04-14 23:27:33.897878, cost_time=0:00:03.714591 2021-04-14 23:27:33,743 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=1.26ms, fps=2142 images/s, loss=1.6501, top1-acc=61.63%, top5-acc=86.25%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:33.743148, cost_time=0:00:04.798089 2021-04-14 23:27:34,532 INFO : Epoch=0103 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:08:24.358666, arrival_time=2021-04-15 01:35:58.891375, cost_time=2:16:20.916896 2021-04-14 23:27:34,535 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:27:38,511 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.67ms, fps=644 images/s, loss=0.2520, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:01:13.935930, arrival_time=2021-04-14 23:28:52.447026, cost_time=0:00:03.975048 2021-04-14 23:27:42,264 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.19ms, fps=682 images/s, loss=0.2477, top1-acc=92.32%, top5-acc=99.69%, remaining_time=0:01:08.006048, arrival_time=2021-04-14 23:28:50.270036, cost_time=0:00:07.727959 2021-04-14 23:27:46,023 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.2517, top1-acc=92.14%, top5-acc=99.64%, remaining_time=0:01:03.561898, arrival_time=2021-04-14 23:28:49.584880, cost_time=0:00:11.487080 2021-04-14 23:27:49,779 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.2489, top1-acc=92.26%, top5-acc=99.69%, remaining_time=0:00:59.449884, arrival_time=2021-04-14 23:28:49.229433, cost_time=0:00:15.243560 2021-04-14 23:27:53,538 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.2464, top1-acc=92.51%, top5-acc=99.70%, remaining_time=0:00:55.487008, arrival_time=2021-04-14 23:28:49.025314, cost_time=0:00:19.002408 2021-04-14 23:27:57,309 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.59ms, fps=679 images/s, loss=0.2445, top1-acc=92.56%, top5-acc=99.69%, remaining_time=0:00:51.620840, arrival_time=2021-04-14 23:28:48.930613, cost_time=0:00:22.773872 2021-04-14 23:28:01,069 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.2442, top1-acc=92.49%, top5-acc=99.71%, remaining_time=0:00:47.760678, arrival_time=2021-04-14 23:28:48.830445, cost_time=0:00:26.533731 2021-04-14 23:28:04,826 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.2420, top1-acc=92.56%, top5-acc=99.72%, remaining_time=0:00:43.921892, arrival_time=2021-04-14 23:28:48.748723, cost_time=0:00:30.290930 2021-04-14 23:28:08,579 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.2414, top1-acc=92.58%, top5-acc=99.72%, remaining_time=0:00:40.096090, arrival_time=2021-04-14 23:28:48.675852, cost_time=0:00:34.043856 2021-04-14 23:28:12,335 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.2438, top1-acc=92.53%, top5-acc=99.71%, remaining_time=0:00:36.287136, arrival_time=2021-04-14 23:28:48.622269, cost_time=0:00:37.799112 2021-04-14 23:28:16,083 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=2.79ms, fps=683 images/s, loss=0.2436, top1-acc=92.55%, top5-acc=99.71%, remaining_time=0:00:32.482802, arrival_time=2021-04-14 23:28:48.566570, cost_time=0:00:41.547766 2021-04-14 23:28:19,842 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.2469, top1-acc=92.45%, top5-acc=99.69%, remaining_time=0:00:28.694104, arrival_time=2021-04-14 23:28:48.536434, cost_time=0:00:45.306423 2021-04-14 23:28:23,603 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.2493, top1-acc=92.37%, top5-acc=99.67%, remaining_time=0:00:24.911040, arrival_time=2021-04-14 23:28:48.514170, cost_time=0:00:49.067227 2021-04-14 23:28:27,351 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.2513, top1-acc=92.27%, top5-acc=99.66%, remaining_time=0:00:21.126280, arrival_time=2021-04-14 23:28:48.477815, cost_time=0:00:52.815635 2021-04-14 23:28:31,102 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.2545, top1-acc=92.18%, top5-acc=99.66%, remaining_time=0:00:17.346968, arrival_time=2021-04-14 23:28:48.449201, cost_time=0:00:56.566216 2021-04-14 23:28:34,864 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.2561, top1-acc=92.16%, top5-acc=99.65%, remaining_time=0:00:13.573800, arrival_time=2021-04-14 23:28:48.437766, cost_time=0:01:00.328018 2021-04-14 23:28:38,621 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=3.64ms, fps=681 images/s, loss=0.2590, top1-acc=92.02%, top5-acc=99.65%, remaining_time=0:00:09.801298, arrival_time=2021-04-14 23:28:48.422742, cost_time=0:01:04.085402 2021-04-14 23:28:42,376 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=2.82ms, fps=682 images/s, loss=0.2616, top1-acc=91.94%, top5-acc=99.64%, remaining_time=0:00:06.030304, arrival_time=2021-04-14 23:28:48.407111, cost_time=0:01:07.840900 2021-04-14 23:28:46,129 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.2641, top1-acc=91.84%, top5-acc=99.64%, remaining_time=0:00:02.260836, arrival_time=2021-04-14 23:28:48.389823, cost_time=0:01:11.593087 2021-04-14 23:28:48,137 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.43ms, fps=677 images/s, loss=0.2659, top1-acc=91.77%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:48.137255, cost_time=0:01:13.601263 2021-04-14 23:28:49,454 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.50ms, fps=1949 images/s, loss=1.5612, top1-acc=64.14%, top5-acc=88.59%, remaining_time=0:00:03.940050, arrival_time=2021-04-14 23:28:53.394088, cost_time=0:00:01.313350 2021-04-14 23:28:50,650 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.77ms, fps=2141 images/s, loss=1.5658, top1-acc=64.06%, top5-acc=88.30%, remaining_time=0:00:02.509720, arrival_time=2021-04-14 23:28:53.160175, cost_time=0:00:02.509721 2021-04-14 23:28:51,841 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.73ms, fps=2150 images/s, loss=1.5723, top1-acc=63.57%, top5-acc=88.16%, remaining_time=0:00:01.233740, arrival_time=2021-04-14 23:28:53.075525, cost_time=0:00:03.701205 2021-04-14 23:28:52,929 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.21ms, fps=2134 images/s, loss=1.5720, top1-acc=63.78%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:52.929255, cost_time=0:00:04.788615 2021-04-14 23:28:53,743 INFO : Epoch=0104 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:07:04.732992, arrival_time=2021-04-15 01:35:58.476170, cost_time=2:17:40.127440 2021-04-14 23:28:53,744 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 23:28:57,697 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=2.03ms, fps=648 images/s, loss=0.2397, top1-acc=93.16%, top5-acc=99.73%, remaining_time=0:01:13.513152, arrival_time=2021-04-14 23:30:11.210304, cost_time=0:00:03.952316 2021-04-14 23:29:01,457 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.2483, top1-acc=92.56%, top5-acc=99.61%, remaining_time=0:01:07.873168, arrival_time=2021-04-14 23:30:09.330781, cost_time=0:00:07.712859 2021-04-14 23:29:05,205 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.2499, top1-acc=92.59%, top5-acc=99.62%, remaining_time=0:01:03.416316, arrival_time=2021-04-14 23:30:08.621837, cost_time=0:00:11.460767 2021-04-14 23:29:08,957 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.2465, top1-acc=92.62%, top5-acc=99.68%, remaining_time=0:00:59.330232, arrival_time=2021-04-14 23:30:08.287873, cost_time=0:00:15.212881 2021-04-14 23:29:12,718 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.2436, top1-acc=92.72%, top5-acc=99.71%, remaining_time=0:00:55.403934, arrival_time=2021-04-14 23:30:08.122625, cost_time=0:00:18.973948 2021-04-14 23:29:16,464 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.2451, top1-acc=92.68%, top5-acc=99.69%, remaining_time=0:00:51.498440, arrival_time=2021-04-14 23:30:07.963127, cost_time=0:00:22.719924 2021-04-14 23:29:20,239 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.44ms, fps=678 images/s, loss=0.2433, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:47.691126, arrival_time=2021-04-14 23:30:07.930994, cost_time=0:00:26.495100 2021-04-14 23:29:23,992 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=2.92ms, fps=682 images/s, loss=0.2449, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:43.859600, arrival_time=2021-04-14 23:30:07.852376, cost_time=0:00:30.248027 2021-04-14 23:29:27,746 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.2440, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:40.046588, arrival_time=2021-04-14 23:30:07.793129, cost_time=0:00:34.001795 2021-04-14 23:29:31,499 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.2429, top1-acc=92.72%, top5-acc=99.70%, remaining_time=0:00:36.244224, arrival_time=2021-04-14 23:30:07.743390, cost_time=0:00:37.754364 2021-04-14 23:29:35,253 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.2432, top1-acc=92.67%, top5-acc=99.68%, remaining_time=0:00:32.452616, arrival_time=2021-04-14 23:30:07.706505, cost_time=0:00:41.509132 2021-04-14 23:29:39,013 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.2434, top1-acc=92.66%, top5-acc=99.69%, remaining_time=0:00:28.670316, arrival_time=2021-04-14 23:30:07.684012, cost_time=0:00:45.268861 2021-04-14 23:29:42,780 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.11ms, fps=680 images/s, loss=0.2447, top1-acc=92.58%, top5-acc=99.69%, remaining_time=0:00:24.894870, arrival_time=2021-04-14 23:30:07.675144, cost_time=0:00:49.035340 2021-04-14 23:29:46,541 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=2.46ms, fps=681 images/s, loss=0.2462, top1-acc=92.50%, top5-acc=99.68%, remaining_time=0:00:21.118664, arrival_time=2021-04-14 23:30:07.660094, cost_time=0:00:52.796682 2021-04-14 23:29:50,295 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.2473, top1-acc=92.47%, top5-acc=99.68%, remaining_time=0:00:17.342276, arrival_time=2021-04-14 23:30:07.637914, cost_time=0:00:56.550893 2021-04-14 23:29:54,057 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.2487, top1-acc=92.44%, top5-acc=99.68%, remaining_time=0:00:13.570308, arrival_time=2021-04-14 23:30:07.627585, cost_time=0:01:00.312463 2021-04-14 23:29:57,815 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.2501, top1-acc=92.40%, top5-acc=99.68%, remaining_time=0:00:09.799088, arrival_time=2021-04-14 23:30:07.614814, cost_time=0:01:04.070973 2021-04-14 23:30:01,564 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.2521, top1-acc=92.35%, top5-acc=99.67%, remaining_time=0:00:06.028432, arrival_time=2021-04-14 23:30:07.593119, cost_time=0:01:07.819821 2021-04-14 23:30:05,324 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.2541, top1-acc=92.29%, top5-acc=99.66%, remaining_time=0:00:02.260398, arrival_time=2021-04-14 23:30:07.584371, cost_time=0:01:11.579225 2021-04-14 23:30:07,337 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.80ms, fps=676 images/s, loss=0.2569, top1-acc=92.20%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:07.337395, cost_time=0:01:13.592587 2021-04-14 23:30:08,652 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.47ms, fps=1949 images/s, loss=1.4682, top1-acc=64.34%, top5-acc=88.28%, remaining_time=0:00:03.940170, arrival_time=2021-04-14 23:30:12.593077, cost_time=0:00:01.313390 2021-04-14 23:30:09,844 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.43ms, fps=2149 images/s, loss=1.5333, top1-acc=63.42%, top5-acc=87.71%, remaining_time=0:00:02.504960, arrival_time=2021-04-14 23:30:12.349495, cost_time=0:00:02.504957 2021-04-14 23:30:11,045 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.42ms, fps=2133 images/s, loss=1.5046, top1-acc=63.67%, top5-acc=88.28%, remaining_time=0:00:01.235290, arrival_time=2021-04-14 23:30:12.280650, cost_time=0:00:03.705865 2021-04-14 23:30:12,136 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.14ms, fps=2127 images/s, loss=1.5311, top1-acc=63.17%, top5-acc=88.03%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:12.136331, cost_time=0:00:04.796867 2021-04-14 23:30:12,939 INFO : Epoch=0105 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:05:45.102730, arrival_time=2021-04-15 01:35:58.042521, cost_time=2:18:59.324059 2021-04-14 23:30:12,941 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 23:30:16,857 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.98ms, fps=654 images/s, loss=0.2455, top1-acc=92.73%, top5-acc=99.57%, remaining_time=0:01:12.842250, arrival_time=2021-04-14 23:31:29.700059, cost_time=0:00:03.916253 2021-04-14 23:30:20,613 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.2400, top1-acc=92.83%, top5-acc=99.61%, remaining_time=0:01:07.515536, arrival_time=2021-04-14 23:31:28.129245, cost_time=0:00:07.672218 2021-04-14 23:30:24,369 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.2305, top1-acc=93.07%, top5-acc=99.64%, remaining_time=0:01:03.234546, arrival_time=2021-04-14 23:31:27.603850, cost_time=0:00:11.427917 2021-04-14 23:30:28,122 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.2287, top1-acc=93.21%, top5-acc=99.68%, remaining_time=0:00:59.207148, arrival_time=2021-04-14 23:31:27.329839, cost_time=0:00:15.181306 2021-04-14 23:30:31,885 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=2.56ms, fps=681 images/s, loss=0.2287, top1-acc=93.16%, top5-acc=99.66%, remaining_time=0:00:55.314728, arrival_time=2021-04-14 23:31:27.199678, cost_time=0:00:18.943389 2021-04-14 23:30:35,639 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.2257, top1-acc=93.26%, top5-acc=99.69%, remaining_time=0:00:51.447848, arrival_time=2021-04-14 23:31:27.086806, cost_time=0:00:22.697575 2021-04-14 23:30:39,391 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.2222, top1-acc=93.37%, top5-acc=99.72%, remaining_time=0:00:47.610612, arrival_time=2021-04-14 23:31:27.002349, cost_time=0:00:26.450309 2021-04-14 23:30:43,148 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.2220, top1-acc=93.37%, top5-acc=99.71%, remaining_time=0:00:43.799512, arrival_time=2021-04-14 23:31:26.947584, cost_time=0:00:30.206527 2021-04-14 23:30:46,901 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.2207, top1-acc=93.41%, top5-acc=99.72%, remaining_time=0:00:39.997722, arrival_time=2021-04-14 23:31:26.899454, cost_time=0:00:33.960341 2021-04-14 23:30:50,661 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.2212, top1-acc=93.39%, top5-acc=99.71%, remaining_time=0:00:36.211488, arrival_time=2021-04-14 23:31:26.873193, cost_time=0:00:37.720303 2021-04-14 23:30:54,430 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.54ms, fps=679 images/s, loss=0.2205, top1-acc=93.41%, top5-acc=99.72%, remaining_time=0:00:32.436964, arrival_time=2021-04-14 23:31:26.867506, cost_time=0:00:41.489163 2021-04-14 23:30:58,179 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.2216, top1-acc=93.34%, top5-acc=99.73%, remaining_time=0:00:28.650708, arrival_time=2021-04-14 23:31:26.830014, cost_time=0:00:45.237938 2021-04-14 23:31:01,930 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.2238, top1-acc=93.29%, top5-acc=99.72%, remaining_time=0:00:24.871572, arrival_time=2021-04-14 23:31:26.802411, cost_time=0:00:48.989455 2021-04-14 23:31:05,700 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.88ms, fps=679 images/s, loss=0.2248, top1-acc=93.25%, top5-acc=99.71%, remaining_time=0:00:21.103544, arrival_time=2021-04-14 23:31:26.803847, cost_time=0:00:52.758914 2021-04-14 23:31:09,455 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.2284, top1-acc=93.14%, top5-acc=99.70%, remaining_time=0:00:17.330914, arrival_time=2021-04-14 23:31:26.786074, cost_time=0:00:56.513780 2021-04-14 23:31:13,210 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.2309, top1-acc=93.05%, top5-acc=99.71%, remaining_time=0:00:13.560408, arrival_time=2021-04-14 23:31:26.770352, cost_time=0:01:00.268558 2021-04-14 23:31:16,961 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2336, top1-acc=92.94%, top5-acc=99.70%, remaining_time=0:00:09.791340, arrival_time=2021-04-14 23:31:26.753146, cost_time=0:01:04.020309 2021-04-14 23:31:20,718 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.2367, top1-acc=92.83%, top5-acc=99.69%, remaining_time=0:00:06.024608, arrival_time=2021-04-14 23:31:26.742856, cost_time=0:01:07.776750 2021-04-14 23:31:24,496 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.59ms, fps=678 images/s, loss=0.2395, top1-acc=92.73%, top5-acc=99.69%, remaining_time=0:00:02.259624, arrival_time=2021-04-14 23:31:26.755736, cost_time=0:01:11.554722 2021-04-14 23:31:26,503 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.84ms, fps=678 images/s, loss=0.2404, top1-acc=92.67%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:26.502915, cost_time=0:01:13.561520 2021-04-14 23:31:27,820 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.26ms, fps=1946 images/s, loss=1.5549, top1-acc=63.59%, top5-acc=87.19%, remaining_time=0:00:03.945540, arrival_time=2021-04-14 23:31:31.765978, cost_time=0:00:01.315184 2021-04-14 23:31:29,013 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.57ms, fps=2147 images/s, loss=1.5343, top1-acc=63.46%, top5-acc=88.22%, remaining_time=0:00:02.508380, arrival_time=2021-04-14 23:31:31.521929, cost_time=0:00:02.508383 2021-04-14 23:31:30,213 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.74ms, fps=2135 images/s, loss=1.5601, top1-acc=63.09%, top5-acc=87.85%, remaining_time=0:00:01.236000, arrival_time=2021-04-14 23:31:31.449312, cost_time=0:00:03.707998 2021-04-14 23:31:31,306 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=2123 images/s, loss=1.5346, top1-acc=63.42%, top5-acc=88.04%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:31.306548, cost_time=0:00:04.801400 2021-04-14 23:31:31,996 INFO : Epoch=0106 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:04:25.356296, arrival_time=2021-04-15 01:35:57.352535, cost_time=2:20:18.380468 2021-04-14 23:31:31,998 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 23:31:35,912 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.81ms, fps=654 images/s, loss=0.2356, top1-acc=92.77%, top5-acc=99.73%, remaining_time=0:01:12.787938, arrival_time=2021-04-14 23:32:48.700016, cost_time=0:00:03.913329 2021-04-14 23:31:39,666 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.2235, top1-acc=93.22%, top5-acc=99.77%, remaining_time=0:01:07.474352, arrival_time=2021-04-14 23:32:47.140725, cost_time=0:00:07.667537 2021-04-14 23:31:43,414 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.2230, top1-acc=93.37%, top5-acc=99.73%, remaining_time=0:01:03.166154, arrival_time=2021-04-14 23:32:46.580458, cost_time=0:00:11.415561 2021-04-14 23:31:47,170 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2253, top1-acc=93.32%, top5-acc=99.71%, remaining_time=0:00:59.170488, arrival_time=2021-04-14 23:32:46.341141, cost_time=0:00:15.171930 2021-04-14 23:31:50,926 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2274, top1-acc=93.18%, top5-acc=99.75%, remaining_time=0:00:55.269760, arrival_time=2021-04-14 23:32:46.196508, cost_time=0:00:18.928002 2021-04-14 23:31:54,690 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.97ms, fps=680 images/s, loss=0.2263, top1-acc=93.18%, top5-acc=99.74%, remaining_time=0:00:51.434384, arrival_time=2021-04-14 23:32:46.124797, cost_time=0:00:22.691668 2021-04-14 23:31:58,442 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.2250, top1-acc=93.20%, top5-acc=99.75%, remaining_time=0:00:47.599146, arrival_time=2021-04-14 23:32:46.041986, cost_time=0:00:26.443979 2021-04-14 23:32:02,195 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.2242, top1-acc=93.25%, top5-acc=99.76%, remaining_time=0:00:43.785244, arrival_time=2021-04-14 23:32:45.980801, cost_time=0:00:30.196712 2021-04-14 23:32:05,947 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.2250, top1-acc=93.21%, top5-acc=99.74%, remaining_time=0:00:39.984260, arrival_time=2021-04-14 23:32:45.931978, cost_time=0:00:33.948906 2021-04-14 23:32:09,704 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.2261, top1-acc=93.20%, top5-acc=99.74%, remaining_time=0:00:36.197280, arrival_time=2021-04-14 23:32:45.901511, cost_time=0:00:37.705492 2021-04-14 23:32:13,460 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.2276, top1-acc=93.17%, top5-acc=99.73%, remaining_time=0:00:32.415722, arrival_time=2021-04-14 23:32:45.876542, cost_time=0:00:41.461952 2021-04-14 23:32:17,215 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=3.05ms, fps=682 images/s, loss=0.2287, top1-acc=93.16%, top5-acc=99.72%, remaining_time=0:00:28.637256, arrival_time=2021-04-14 23:32:45.852708, cost_time=0:00:45.216671 2021-04-14 23:32:20,970 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.2309, top1-acc=93.04%, top5-acc=99.74%, remaining_time=0:00:24.862464, arrival_time=2021-04-14 23:32:45.832672, cost_time=0:00:48.971475 2021-04-14 23:32:24,728 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.53ms, fps=681 images/s, loss=0.2324, top1-acc=92.94%, top5-acc=99.74%, remaining_time=0:00:21.091952, arrival_time=2021-04-14 23:32:45.820610, cost_time=0:00:52.729839 2021-04-14 23:32:28,488 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=3.76ms, fps=681 images/s, loss=0.2356, top1-acc=92.82%, top5-acc=99.72%, remaining_time=0:00:17.323324, arrival_time=2021-04-14 23:32:45.811328, cost_time=0:00:56.489150 2021-04-14 23:32:32,249 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.2390, top1-acc=92.72%, top5-acc=99.72%, remaining_time=0:00:13.556448, arrival_time=2021-04-14 23:32:45.806061, cost_time=0:01:00.250867 2021-04-14 23:32:36,006 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.2409, top1-acc=92.64%, top5-acc=99.72%, remaining_time=0:00:09.789468, arrival_time=2021-04-14 23:32:45.796310, cost_time=0:01:04.008097 2021-04-14 23:32:39,770 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=2.61ms, fps=680 images/s, loss=0.2438, top1-acc=92.55%, top5-acc=99.71%, remaining_time=0:00:06.024112, arrival_time=2021-04-14 23:32:45.794077, cost_time=0:01:07.771183 2021-04-14 23:32:43,531 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.2454, top1-acc=92.51%, top5-acc=99.72%, remaining_time=0:00:02.258910, arrival_time=2021-04-14 23:32:45.789875, cost_time=0:01:11.532152 2021-04-14 23:32:45,534 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=2.22ms, fps=679 images/s, loss=0.2473, top1-acc=92.46%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:45.534087, cost_time=0:01:13.535250 2021-04-14 23:32:46,900 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.58ms, fps=1877 images/s, loss=1.6950, top1-acc=61.25%, top5-acc=85.86%, remaining_time=0:00:04.092540, arrival_time=2021-04-14 23:32:50.993412, cost_time=0:00:01.364181 2021-04-14 23:32:48,101 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.53ms, fps=2134 images/s, loss=1.7061, top1-acc=61.37%, top5-acc=86.17%, remaining_time=0:00:02.565080, arrival_time=2021-04-14 23:32:50.666927, cost_time=0:00:02.565074 2021-04-14 23:32:49,302 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.60ms, fps=2133 images/s, loss=1.6592, top1-acc=62.15%, top5-acc=86.68%, remaining_time=0:00:01.255300, arrival_time=2021-04-14 23:32:50.557787, cost_time=0:00:03.765896 2021-04-14 23:32:50,392 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.17ms, fps=2130 images/s, loss=1.6604, top1-acc=62.26%, top5-acc=86.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:50.392310, cost_time=0:00:04.855672 2021-04-14 23:32:51,182 INFO : Epoch=0107 complete, best val top1-acc=64.62%, top5-acc=88.41% (epoch=100), remaining_time=2:03:05.735244, arrival_time=2021-04-15 01:35:56.917357, cost_time=2:21:37.566369 2021-04-14 23:32:51,183 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 23:32:55,126 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.78ms, fps=649 images/s, loss=0.2582, top1-acc=91.95%, top5-acc=99.88%, remaining_time=0:01:13.335336, arrival_time=2021-04-14 23:34:08.461748, cost_time=0:00:03.942763 2021-04-14 23:32:58,878 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.2488, top1-acc=92.46%, top5-acc=99.79%, remaining_time=0:01:07.716704, arrival_time=2021-04-14 23:34:06.595489, cost_time=0:00:07.695085 2021-04-14 23:33:02,630 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.2447, top1-acc=92.62%, top5-acc=99.77%, remaining_time=0:01:03.336636, arrival_time=2021-04-14 23:34:05.966663, cost_time=0:00:11.446365 2021-04-14 23:33:06,394 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.2380, top1-acc=92.88%, top5-acc=99.75%, remaining_time=0:00:59.321184, arrival_time=2021-04-14 23:34:05.715484, cost_time=0:00:15.210546 2021-04-14 23:33:10,159 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.2333, top1-acc=92.99%, top5-acc=99.75%, remaining_time=0:00:55.401160, arrival_time=2021-04-14 23:34:05.560723, cost_time=0:00:18.973023 2021-04-14 23:33:13,914 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.2316, top1-acc=93.12%, top5-acc=99.78%, remaining_time=0:00:51.522648, arrival_time=2021-04-14 23:34:05.436873, cost_time=0:00:22.730565 2021-04-14 23:33:17,680 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.59ms, fps=680 images/s, loss=0.2293, top1-acc=93.21%, top5-acc=99.77%, remaining_time=0:00:47.693898, arrival_time=2021-04-14 23:34:05.374161, cost_time=0:00:26.496611 2021-04-14 23:33:21,435 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.2275, top1-acc=93.26%, top5-acc=99.77%, remaining_time=0:00:43.864588, arrival_time=2021-04-14 23:34:05.299711, cost_time=0:00:30.251474 2021-04-14 23:33:25,189 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.2277, top1-acc=93.29%, top5-acc=99.76%, remaining_time=0:00:40.051570, arrival_time=2021-04-14 23:34:05.241396, cost_time=0:00:34.006091 2021-04-14 23:33:28,953 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.58ms, fps=680 images/s, loss=0.2275, top1-acc=93.32%, top5-acc=99.76%, remaining_time=0:00:36.258624, arrival_time=2021-04-14 23:34:05.211818, cost_time=0:00:37.769366 2021-04-14 23:33:32,714 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.2272, top1-acc=93.29%, top5-acc=99.76%, remaining_time=0:00:32.469730, arrival_time=2021-04-14 23:34:05.184578, cost_time=0:00:41.531081 2021-04-14 23:33:36,477 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.2283, top1-acc=93.18%, top5-acc=99.76%, remaining_time=0:00:28.686276, arrival_time=2021-04-14 23:34:05.164050, cost_time=0:00:45.294136 2021-04-14 23:33:40,233 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.2297, top1-acc=93.15%, top5-acc=99.75%, remaining_time=0:00:24.902196, arrival_time=2021-04-14 23:34:05.135769, cost_time=0:00:49.049787 2021-04-14 23:33:43,989 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.2293, top1-acc=93.18%, top5-acc=99.75%, remaining_time=0:00:21.122472, arrival_time=2021-04-14 23:34:05.112299, cost_time=0:00:52.806129 2021-04-14 23:33:47,745 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=5.79ms, fps=682 images/s, loss=0.2302, top1-acc=93.11%, top5-acc=99.75%, remaining_time=0:00:17.345496, arrival_time=2021-04-14 23:34:05.090611, cost_time=0:00:56.561434 2021-04-14 23:33:51,497 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.2301, top1-acc=93.08%, top5-acc=99.76%, remaining_time=0:00:13.570632, arrival_time=2021-04-14 23:34:05.068212, cost_time=0:01:00.313923 2021-04-14 23:33:55,254 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.2303, top1-acc=93.07%, top5-acc=99.76%, remaining_time=0:00:09.798984, arrival_time=2021-04-14 23:34:05.052903, cost_time=0:01:04.070255 2021-04-14 23:33:59,017 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=0.2319, top1-acc=93.00%, top5-acc=99.75%, remaining_time=0:00:06.029648, arrival_time=2021-04-14 23:34:05.046846, cost_time=0:01:07.833528 2021-04-14 23:34:02,774 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.2336, top1-acc=92.96%, top5-acc=99.75%, remaining_time=0:00:02.260746, arrival_time=2021-04-14 23:34:05.034711, cost_time=0:01:11.590272 2021-04-14 23:34:04,773 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.2347, top1-acc=92.93%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:04.773044, cost_time=0:01:13.589496 2021-04-14 23:34:06,126 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.53ms, fps=1894 images/s, loss=1.4436, top1-acc=65.55%, top5-acc=88.67%, remaining_time=0:00:04.054500, arrival_time=2021-04-14 23:34:10.180994, cost_time=0:00:01.351498 2021-04-14 23:34:07,325 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.69ms, fps=2137 images/s, loss=1.4333, top1-acc=65.70%, top5-acc=88.20%, remaining_time=0:00:02.550160, arrival_time=2021-04-14 23:34:09.875313, cost_time=0:00:02.550162 2021-04-14 23:34:08,517 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.60ms, fps=2148 images/s, loss=1.3997, top1-acc=66.00%, top5-acc=88.79%, remaining_time=0:00:01.247580, arrival_time=2021-04-14 23:34:09.765250, cost_time=0:00:03.742737 2021-04-14 23:34:09,607 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.18ms, fps=2130 images/s, loss=1.4081, top1-acc=66.12%, top5-acc=88.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:09.607149, cost_time=0:00:04.832201 2021-04-14 23:34:10,995 INFO : Epoch=0108 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=2:01:46.656376, arrival_time=2021-04-15 01:35:57.651328, cost_time=2:22:57.379173 2021-04-14 23:34:10,997 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 23:34:14,936 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=3.77ms, fps=650 images/s, loss=0.2222, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:01:13.263912, arrival_time=2021-04-14 23:35:28.200283, cost_time=0:00:03.938919 2021-04-14 23:34:18,686 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.2478, top1-acc=92.60%, top5-acc=99.79%, remaining_time=0:01:07.662320, arrival_time=2021-04-14 23:35:26.348684, cost_time=0:00:07.688904 2021-04-14 23:34:22,434 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.2413, top1-acc=92.67%, top5-acc=99.78%, remaining_time=0:01:03.285840, arrival_time=2021-04-14 23:35:25.720492, cost_time=0:00:11.437189 2021-04-14 23:34:26,187 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.2389, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:00:59.239284, arrival_time=2021-04-14 23:35:25.426301, cost_time=0:00:15.189571 2021-04-14 23:34:29,949 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=2.71ms, fps=680 images/s, loss=0.2340, top1-acc=92.96%, top5-acc=99.73%, remaining_time=0:00:55.340716, arrival_time=2021-04-14 23:35:25.290534, cost_time=0:00:18.952291 2021-04-14 23:34:33,719 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.50ms, fps=679 images/s, loss=0.2329, top1-acc=92.96%, top5-acc=99.73%, remaining_time=0:00:51.503336, arrival_time=2021-04-14 23:35:25.222852, cost_time=0:00:22.722057 2021-04-14 23:34:37,484 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.56ms, fps=680 images/s, loss=0.2330, top1-acc=92.99%, top5-acc=99.72%, remaining_time=0:00:47.677014, arrival_time=2021-04-14 23:35:25.161815, cost_time=0:00:26.487204 2021-04-14 23:34:41,242 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.2335, top1-acc=92.96%, top5-acc=99.72%, remaining_time=0:00:43.855192, arrival_time=2021-04-14 23:35:25.097660, cost_time=0:00:30.244959 2021-04-14 23:34:44,997 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.2325, top1-acc=92.98%, top5-acc=99.74%, remaining_time=0:00:40.044786, arrival_time=2021-04-14 23:35:25.042491, cost_time=0:00:34.000246 2021-04-14 23:34:48,757 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.2321, top1-acc=92.98%, top5-acc=99.73%, remaining_time=0:00:36.249792, arrival_time=2021-04-14 23:35:25.007451, cost_time=0:00:37.760185 2021-04-14 23:34:52,509 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.2320, top1-acc=92.98%, top5-acc=99.73%, remaining_time=0:00:32.455024, arrival_time=2021-04-14 23:35:24.964669, cost_time=0:00:41.512195 2021-04-14 23:34:56,261 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=2.47ms, fps=682 images/s, loss=0.2301, top1-acc=93.02%, top5-acc=99.73%, remaining_time=0:00:28.667200, arrival_time=2021-04-14 23:35:24.928594, cost_time=0:00:45.263952 2021-04-14 23:35:00,012 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.2310, top1-acc=92.99%, top5-acc=99.71%, remaining_time=0:00:24.884508, arrival_time=2021-04-14 23:35:24.897112, cost_time=0:00:49.014896 2021-04-14 23:35:03,779 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.05ms, fps=680 images/s, loss=0.2323, top1-acc=92.89%, top5-acc=99.72%, remaining_time=0:00:21.112504, arrival_time=2021-04-14 23:35:24.891475, cost_time=0:00:52.781255 2021-04-14 23:35:07,533 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.2321, top1-acc=92.95%, top5-acc=99.73%, remaining_time=0:00:17.337722, arrival_time=2021-04-14 23:35:24.871291, cost_time=0:00:56.536060 2021-04-14 23:35:11,298 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.87ms, fps=680 images/s, loss=0.2334, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:13.567644, arrival_time=2021-04-14 23:35:24.865682, cost_time=0:01:00.300577 2021-04-14 23:35:15,062 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=0.2340, top1-acc=92.90%, top5-acc=99.74%, remaining_time=0:00:09.798152, arrival_time=2021-04-14 23:35:24.860471, cost_time=0:01:04.064867 2021-04-14 23:35:18,821 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.2363, top1-acc=92.81%, top5-acc=99.73%, remaining_time=0:00:06.028832, arrival_time=2021-04-14 23:35:24.850720, cost_time=0:01:07.824422 2021-04-14 23:35:22,574 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.2378, top1-acc=92.74%, top5-acc=99.73%, remaining_time=0:00:02.260320, arrival_time=2021-04-14 23:35:24.834800, cost_time=0:01:11.576715 2021-04-14 23:35:24,575 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.93ms, fps=680 images/s, loss=0.2400, top1-acc=92.67%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:24.575440, cost_time=0:01:13.577972 2021-04-14 23:35:25,935 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.64ms, fps=1885 images/s, loss=1.6501, top1-acc=64.22%, top5-acc=87.66%, remaining_time=0:00:04.073550, arrival_time=2021-04-14 23:35:30.009226, cost_time=0:00:01.357853 2021-04-14 23:35:27,134 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.18ms, fps=2137 images/s, loss=1.6599, top1-acc=63.52%, top5-acc=87.29%, remaining_time=0:00:02.556520, arrival_time=2021-04-14 23:35:29.690700, cost_time=0:00:02.556530 2021-04-14 23:35:28,336 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=2.41ms, fps=2129 images/s, loss=1.6659, top1-acc=63.33%, top5-acc=87.16%, remaining_time=0:00:01.253060, arrival_time=2021-04-14 23:35:29.589965, cost_time=0:00:03.759174 2021-04-14 23:35:29,424 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.33ms, fps=2135 images/s, loss=1.6604, top1-acc=63.09%, top5-acc=87.02%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:29.424079, cost_time=0:00:04.846475 2021-04-14 23:35:30,137 INFO : Epoch=0109 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=2:00:27.004694, arrival_time=2021-04-15 01:35:57.142584, cost_time=2:24:16.522147 2021-04-14 23:35:30,139 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 23:35:34,089 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.74ms, fps=648 images/s, loss=0.2466, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:01:13.468512, arrival_time=2021-04-14 23:36:47.558162, cost_time=0:00:03.949916 2021-04-14 23:35:37,837 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.2519, top1-acc=92.71%, top5-acc=99.65%, remaining_time=0:01:07.738528, arrival_time=2021-04-14 23:36:45.575825, cost_time=0:00:07.697565 2021-04-14 23:35:41,592 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.2417, top1-acc=92.77%, top5-acc=99.71%, remaining_time=0:01:03.373322, arrival_time=2021-04-14 23:36:44.966053, cost_time=0:00:11.453004 2021-04-14 23:35:45,350 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.2325, top1-acc=93.05%, top5-acc=99.76%, remaining_time=0:00:59.319936, arrival_time=2021-04-14 23:36:44.669919, cost_time=0:00:15.210247 2021-04-14 23:35:49,108 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.2281, top1-acc=93.20%, top5-acc=99.78%, remaining_time=0:00:55.389042, arrival_time=2021-04-14 23:36:44.497685, cost_time=0:00:18.968856 2021-04-14 23:35:52,863 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.2219, top1-acc=93.50%, top5-acc=99.77%, remaining_time=0:00:51.507688, arrival_time=2021-04-14 23:36:44.371374, cost_time=0:00:22.723952 2021-04-14 23:35:56,617 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.2186, top1-acc=93.57%, top5-acc=99.78%, remaining_time=0:00:47.659500, arrival_time=2021-04-14 23:36:44.276724, cost_time=0:00:26.477494 2021-04-14 23:36:00,378 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.2192, top1-acc=93.49%, top5-acc=99.78%, remaining_time=0:00:43.846608, arrival_time=2021-04-14 23:36:44.225406, cost_time=0:00:30.239072 2021-04-14 23:36:04,135 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=0.2212, top1-acc=93.45%, top5-acc=99.76%, remaining_time=0:00:40.038850, arrival_time=2021-04-14 23:36:44.173867, cost_time=0:00:33.995294 2021-04-14 23:36:07,887 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.2206, top1-acc=93.52%, top5-acc=99.76%, remaining_time=0:00:36.237984, arrival_time=2021-04-14 23:36:44.125631, cost_time=0:00:37.747905 2021-04-14 23:36:11,647 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.11ms, fps=681 images/s, loss=0.2203, top1-acc=93.47%, top5-acc=99.77%, remaining_time=0:00:32.451412, arrival_time=2021-04-14 23:36:44.098814, cost_time=0:00:41.507639 2021-04-14 23:36:15,410 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=2.00ms, fps=680 images/s, loss=0.2219, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:28.671684, arrival_time=2021-04-14 23:36:44.082499, cost_time=0:00:45.271030 2021-04-14 23:36:19,174 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=2.00ms, fps=680 images/s, loss=0.2218, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:24.894144, arrival_time=2021-04-14 23:36:44.068000, cost_time=0:00:49.033905 2021-04-14 23:36:22,930 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.2221, top1-acc=93.38%, top5-acc=99.77%, remaining_time=0:00:21.116144, arrival_time=2021-04-14 23:36:44.046316, cost_time=0:00:52.790374 2021-04-14 23:36:26,690 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=0.2235, top1-acc=93.32%, top5-acc=99.76%, remaining_time=0:00:17.342092, arrival_time=2021-04-14 23:36:44.032110, cost_time=0:00:56.550289 2021-04-14 23:36:30,442 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.2249, top1-acc=93.30%, top5-acc=99.77%, remaining_time=0:00:13.568040, arrival_time=2021-04-14 23:36:44.010315, cost_time=0:01:00.302439 2021-04-14 23:36:34,201 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=3.07ms, fps=681 images/s, loss=0.2255, top1-acc=93.30%, top5-acc=99.77%, remaining_time=0:00:09.797684, arrival_time=2021-04-14 23:36:43.999257, cost_time=0:01:04.061766 2021-04-14 23:36:37,962 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.2255, top1-acc=93.31%, top5-acc=99.77%, remaining_time=0:00:06.028704, arrival_time=2021-04-14 23:36:43.991347, cost_time=0:01:07.822864 2021-04-14 23:36:41,727 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.27ms, fps=680 images/s, loss=0.2260, top1-acc=93.29%, top5-acc=99.76%, remaining_time=0:00:02.260650, arrival_time=2021-04-14 23:36:43.987608, cost_time=0:01:11.587237 2021-04-14 23:36:43,736 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.36ms, fps=677 images/s, loss=0.2266, top1-acc=93.26%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:43.736054, cost_time=0:01:13.596332 2021-04-14 23:36:45,082 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.58ms, fps=1905 images/s, loss=1.4672, top1-acc=65.31%, top5-acc=88.52%, remaining_time=0:00:04.032330, arrival_time=2021-04-14 23:36:49.114720, cost_time=0:00:01.344114 2021-04-14 23:36:46,278 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.55ms, fps=2142 images/s, loss=1.4651, top1-acc=65.29%, top5-acc=88.54%, remaining_time=0:00:02.539860, arrival_time=2021-04-14 23:36:48.817999, cost_time=0:00:02.539857 2021-04-14 23:36:47,474 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=2.06ms, fps=2142 images/s, loss=1.4667, top1-acc=65.51%, top5-acc=88.67%, remaining_time=0:00:01.245220, arrival_time=2021-04-14 23:36:48.719151, cost_time=0:00:03.735654 2021-04-14 23:36:48,568 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=1.45ms, fps=2121 images/s, loss=1.4260, top1-acc=65.90%, top5-acc=89.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:48.568419, cost_time=0:00:04.830263 2021-04-14 23:36:49,290 INFO : Epoch=0110 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:59:07.370520, arrival_time=2021-04-15 01:35:56.661415, cost_time=2:25:35.675127 2021-04-14 23:36:49,293 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 23:36:53,226 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.10ms, fps=651 images/s, loss=0.1979, top1-acc=94.34%, top5-acc=99.96%, remaining_time=0:01:13.154730, arrival_time=2021-04-14 23:38:06.381190, cost_time=0:00:03.933049 2021-04-14 23:36:56,982 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=3.70ms, fps=682 images/s, loss=0.2048, top1-acc=93.96%, top5-acc=99.90%, remaining_time=0:01:07.666368, arrival_time=2021-04-14 23:38:04.649015, cost_time=0:00:07.689366 2021-04-14 23:37:00,746 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=2.62ms, fps=680 images/s, loss=0.2006, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:01:03.372824, arrival_time=2021-04-14 23:38:04.119084, cost_time=0:00:11.452922 2021-04-14 23:37:04,501 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.1995, top1-acc=94.16%, top5-acc=99.79%, remaining_time=0:00:59.310420, arrival_time=2021-04-14 23:38:03.811569, cost_time=0:00:15.207789 2021-04-14 23:37:08,254 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.1965, top1-acc=94.27%, top5-acc=99.78%, remaining_time=0:00:55.365536, arrival_time=2021-04-14 23:38:03.619770, cost_time=0:00:18.960818 2021-04-14 23:37:12,001 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.1984, top1-acc=94.19%, top5-acc=99.79%, remaining_time=0:00:51.470696, arrival_time=2021-04-14 23:38:03.471614, cost_time=0:00:22.707687 2021-04-14 23:37:15,758 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=4.91ms, fps=681 images/s, loss=0.1999, top1-acc=94.12%, top5-acc=99.80%, remaining_time=0:00:47.636820, arrival_time=2021-04-14 23:38:03.394950, cost_time=0:00:26.464867 2021-04-14 23:37:19,516 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=0.2003, top1-acc=94.04%, top5-acc=99.78%, remaining_time=0:00:43.823176, arrival_time=2021-04-14 23:38:03.339244, cost_time=0:00:30.222849 2021-04-14 23:37:23,276 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.2009, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:40.024116, arrival_time=2021-04-14 23:38:03.300275, cost_time=0:00:33.982706 2021-04-14 23:37:27,042 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=3.62ms, fps=680 images/s, loss=0.2011, top1-acc=94.03%, top5-acc=99.77%, remaining_time=0:00:36.239040, arrival_time=2021-04-14 23:38:03.281220, cost_time=0:00:37.748952 2021-04-14 23:37:30,798 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.2009, top1-acc=94.02%, top5-acc=99.78%, remaining_time=0:00:32.449864, arrival_time=2021-04-14 23:38:03.248685, cost_time=0:00:41.505610 2021-04-14 23:37:34,548 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.2040, top1-acc=93.92%, top5-acc=99.77%, remaining_time=0:00:28.661500, arrival_time=2021-04-14 23:38:03.209879, cost_time=0:00:45.255048 2021-04-14 23:37:38,311 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=3.11ms, fps=681 images/s, loss=0.2060, top1-acc=93.82%, top5-acc=99.76%, remaining_time=0:00:24.885960, arrival_time=2021-04-14 23:38:03.197003, cost_time=0:00:49.017771 2021-04-14 23:37:42,071 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.2082, top1-acc=93.77%, top5-acc=99.77%, remaining_time=0:00:21.111384, arrival_time=2021-04-14 23:38:03.183024, cost_time=0:00:52.778408 2021-04-14 23:37:45,828 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=2.50ms, fps=682 images/s, loss=0.2100, top1-acc=93.75%, top5-acc=99.76%, remaining_time=0:00:17.337262, arrival_time=2021-04-14 23:38:03.165166, cost_time=0:00:56.534584 2021-04-14 23:37:49,593 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.2108, top1-acc=93.72%, top5-acc=99.76%, remaining_time=0:00:13.567500, arrival_time=2021-04-14 23:38:03.160824, cost_time=0:01:00.300027 2021-04-14 23:37:53,355 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=2.48ms, fps=681 images/s, loss=0.2119, top1-acc=93.66%, top5-acc=99.75%, remaining_time=0:00:09.797710, arrival_time=2021-04-14 23:38:03.152950, cost_time=0:01:04.062015 2021-04-14 23:37:57,111 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.2131, top1-acc=93.62%, top5-acc=99.76%, remaining_time=0:00:06.028224, arrival_time=2021-04-14 23:38:03.139093, cost_time=0:01:07.817554 2021-04-14 23:38:00,879 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.2143, top1-acc=93.59%, top5-acc=99.76%, remaining_time=0:00:02.260602, arrival_time=2021-04-14 23:38:03.139672, cost_time=0:01:11.585779 2021-04-14 23:38:02,882 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.73ms, fps=679 images/s, loss=0.2168, top1-acc=93.50%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:02.882080, cost_time=0:01:13.588859 2021-04-14 23:38:04,258 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.26ms, fps=1864 images/s, loss=1.5063, top1-acc=65.90%, top5-acc=87.70%, remaining_time=0:00:04.121190, arrival_time=2021-04-14 23:38:08.379260, cost_time=0:00:01.373726 2021-04-14 23:38:05,451 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.41ms, fps=2146 images/s, loss=1.5145, top1-acc=65.21%, top5-acc=88.20%, remaining_time=0:00:02.567340, arrival_time=2021-04-14 23:38:08.018981, cost_time=0:00:02.567349 2021-04-14 23:38:06,642 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.42ms, fps=2150 images/s, loss=1.5178, top1-acc=65.20%, top5-acc=88.31%, remaining_time=0:00:01.252920, arrival_time=2021-04-14 23:38:07.895849, cost_time=0:00:03.758775 2021-04-14 23:38:07,729 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=1.63ms, fps=2136 images/s, loss=1.5208, top1-acc=65.48%, top5-acc=88.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:07.729589, cost_time=0:00:04.845368 2021-04-14 23:38:08,473 INFO : Epoch=0111 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:57:47.768392, arrival_time=2021-04-15 01:35:56.241477, cost_time=2:26:54.857167 2021-04-14 23:38:08,474 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 23:38:12,409 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.57ms, fps=651 images/s, loss=0.2131, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:01:13.180956, arrival_time=2021-04-14 23:39:25.590191, cost_time=0:00:03.934458 2021-04-14 23:38:16,164 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.67ms, fps=682 images/s, loss=0.2087, top1-acc=93.77%, top5-acc=99.71%, remaining_time=0:01:07.667952, arrival_time=2021-04-14 23:39:23.832366, cost_time=0:00:07.689533 2021-04-14 23:38:19,914 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1999, top1-acc=94.10%, top5-acc=99.74%, remaining_time=0:01:03.299452, arrival_time=2021-04-14 23:39:23.213712, cost_time=0:00:11.439647 2021-04-14 23:38:23,666 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=2.31ms, fps=682 images/s, loss=0.1941, top1-acc=94.22%, top5-acc=99.76%, remaining_time=0:00:59.248956, arrival_time=2021-04-14 23:39:22.915636, cost_time=0:00:15.192022 2021-04-14 23:38:27,423 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.1917, top1-acc=94.27%, top5-acc=99.79%, remaining_time=0:00:55.331226, arrival_time=2021-04-14 23:39:22.754883, cost_time=0:00:18.949031 2021-04-14 23:38:31,179 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.1946, top1-acc=94.17%, top5-acc=99.80%, remaining_time=0:00:51.463080, arrival_time=2021-04-14 23:39:22.642154, cost_time=0:00:22.704324 2021-04-14 23:38:34,936 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.1969, top1-acc=94.11%, top5-acc=99.79%, remaining_time=0:00:47.630142, arrival_time=2021-04-14 23:39:22.566044, cost_time=0:00:26.461183 2021-04-14 23:38:38,685 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.1952, top1-acc=94.17%, top5-acc=99.79%, remaining_time=0:00:43.805428, arrival_time=2021-04-14 23:39:22.490790, cost_time=0:00:30.210613 2021-04-14 23:38:42,454 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.75ms, fps=679 images/s, loss=0.1938, top1-acc=94.23%, top5-acc=99.80%, remaining_time=0:00:40.020724, arrival_time=2021-04-14 23:39:22.475176, cost_time=0:00:33.979831 2021-04-14 23:38:46,204 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1943, top1-acc=94.20%, top5-acc=99.80%, remaining_time=0:00:36.220800, arrival_time=2021-04-14 23:39:22.425414, cost_time=0:00:37.729992 2021-04-14 23:38:49,967 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.1945, top1-acc=94.21%, top5-acc=99.80%, remaining_time=0:00:32.439544, arrival_time=2021-04-14 23:39:22.406630, cost_time=0:00:41.492432 2021-04-14 23:38:53,720 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.1967, top1-acc=94.10%, top5-acc=99.79%, remaining_time=0:00:28.655420, arrival_time=2021-04-14 23:39:22.375407, cost_time=0:00:45.245370 2021-04-14 23:38:57,479 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=0.1969, top1-acc=94.09%, top5-acc=99.80%, remaining_time=0:00:24.879426, arrival_time=2021-04-14 23:39:22.358999, cost_time=0:00:49.004930 2021-04-14 23:39:01,247 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.82ms, fps=680 images/s, loss=0.2001, top1-acc=93.96%, top5-acc=99.80%, remaining_time=0:00:21.109032, arrival_time=2021-04-14 23:39:22.356289, cost_time=0:00:52.772629 2021-04-14 23:39:04,998 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.2015, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:17.334088, arrival_time=2021-04-14 23:39:22.332899, cost_time=0:00:56.524195 2021-04-14 23:39:08,743 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.2040, top1-acc=93.85%, top5-acc=99.80%, remaining_time=0:00:13.560552, arrival_time=2021-04-14 23:39:22.304386, cost_time=0:01:00.269192 2021-04-14 23:39:12,498 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.2061, top1-acc=93.78%, top5-acc=99.80%, remaining_time=0:00:09.791834, arrival_time=2021-04-14 23:39:22.290012, cost_time=0:01:04.023569 2021-04-14 23:39:16,254 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.2081, top1-acc=93.68%, top5-acc=99.80%, remaining_time=0:00:06.024912, arrival_time=2021-04-14 23:39:22.279803, cost_time=0:01:07.780233 2021-04-14 23:39:20,003 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.2101, top1-acc=93.62%, top5-acc=99.79%, remaining_time=0:00:02.258796, arrival_time=2021-04-14 23:39:22.262118, cost_time=0:01:11.528619 2021-04-14 23:39:22,006 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.36ms, fps=679 images/s, loss=0.2114, top1-acc=93.56%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:22.006695, cost_time=0:01:13.532009 2021-04-14 23:39:23,333 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=2.26ms, fps=1933 images/s, loss=1.5173, top1-acc=65.31%, top5-acc=87.89%, remaining_time=0:00:03.973110, arrival_time=2021-04-14 23:39:27.306973, cost_time=0:00:01.324369 2021-04-14 23:39:24,528 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.51ms, fps=2144 images/s, loss=1.5481, top1-acc=65.02%, top5-acc=87.89%, remaining_time=0:00:02.518980, arrival_time=2021-04-14 23:39:27.047343, cost_time=0:00:02.518973 2021-04-14 23:39:25,720 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.53ms, fps=2149 images/s, loss=1.5723, top1-acc=64.22%, top5-acc=87.58%, remaining_time=0:00:01.236840, arrival_time=2021-04-14 23:39:26.956811, cost_time=0:00:03.710532 2021-04-14 23:39:26,810 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.10ms, fps=2128 images/s, loss=1.5696, top1-acc=63.97%, top5-acc=87.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:26.810854, cost_time=0:00:04.801424 2021-04-14 23:39:27,546 INFO : Epoch=0112 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:56:28.088096, arrival_time=2021-04-15 01:35:55.634138, cost_time=2:28:13.930298 2021-04-14 23:39:27,547 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 23:39:31,467 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.58ms, fps=653 images/s, loss=0.1929, top1-acc=94.34%, top5-acc=99.80%, remaining_time=0:01:12.915162, arrival_time=2021-04-14 23:40:44.382932, cost_time=0:00:03.920173 2021-04-14 23:39:35,221 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.1985, top1-acc=94.36%, top5-acc=99.79%, remaining_time=0:01:07.532784, arrival_time=2021-04-14 23:40:42.754602, cost_time=0:00:07.674187 2021-04-14 23:39:38,980 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1952, top1-acc=94.43%, top5-acc=99.79%, remaining_time=0:01:03.263264, arrival_time=2021-04-14 23:40:42.243976, cost_time=0:00:11.433105 2021-04-14 23:39:42,740 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.1900, top1-acc=94.65%, top5-acc=99.79%, remaining_time=0:00:59.252076, arrival_time=2021-04-14 23:40:41.992672, cost_time=0:00:15.192831 2021-04-14 23:39:46,494 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1898, top1-acc=94.59%, top5-acc=99.80%, remaining_time=0:00:55.325678, arrival_time=2021-04-14 23:40:41.820409, cost_time=0:00:18.947145 2021-04-14 23:39:50,255 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.1881, top1-acc=94.60%, top5-acc=99.82%, remaining_time=0:00:51.470832, arrival_time=2021-04-14 23:40:41.726150, cost_time=0:00:22.707732 2021-04-14 23:39:54,014 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.1891, top1-acc=94.54%, top5-acc=99.82%, remaining_time=0:00:47.639970, arrival_time=2021-04-14 23:40:41.654180, cost_time=0:00:26.466616 2021-04-14 23:39:57,774 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.1904, top1-acc=94.52%, top5-acc=99.82%, remaining_time=0:00:43.829092, arrival_time=2021-04-14 23:40:41.603685, cost_time=0:00:30.226945 2021-04-14 23:40:01,531 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.1899, top1-acc=94.50%, top5-acc=99.83%, remaining_time=0:00:40.025388, arrival_time=2021-04-14 23:40:41.556906, cost_time=0:00:33.983820 2021-04-14 23:40:05,284 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.1908, top1-acc=94.45%, top5-acc=99.83%, remaining_time=0:00:36.227520, arrival_time=2021-04-14 23:40:41.512105, cost_time=0:00:37.736979 2021-04-14 23:40:09,033 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.1912, top1-acc=94.43%, top5-acc=99.82%, remaining_time=0:00:32.434212, arrival_time=2021-04-14 23:40:41.467448, cost_time=0:00:41.485652 2021-04-14 23:40:12,790 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.1914, top1-acc=94.43%, top5-acc=99.82%, remaining_time=0:00:28.653900, arrival_time=2021-04-14 23:40:41.444473, cost_time=0:00:45.242971 2021-04-14 23:40:16,550 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.1922, top1-acc=94.40%, top5-acc=99.83%, remaining_time=0:00:24.878370, arrival_time=2021-04-14 23:40:41.428884, cost_time=0:00:49.002875 2021-04-14 23:40:20,305 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.1934, top1-acc=94.32%, top5-acc=99.83%, remaining_time=0:00:21.102928, arrival_time=2021-04-14 23:40:41.407994, cost_time=0:00:52.757311 2021-04-14 23:40:24,075 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.65ms, fps=679 images/s, loss=0.1955, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:17.334364, arrival_time=2021-04-14 23:40:41.409933, cost_time=0:00:56.525066 2021-04-14 23:40:27,839 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.36ms, fps=680 images/s, loss=0.1979, top1-acc=94.14%, top5-acc=99.83%, remaining_time=0:00:13.565664, arrival_time=2021-04-14 23:40:41.405100, cost_time=0:01:00.291796 2021-04-14 23:40:31,601 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.2000, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:09.796384, arrival_time=2021-04-14 23:40:41.397364, cost_time=0:01:04.053348 2021-04-14 23:40:35,365 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.2017, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:06.028288, arrival_time=2021-04-14 23:40:41.394057, cost_time=0:01:07.818173 2021-04-14 23:40:39,114 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.30ms, fps=683 images/s, loss=0.2038, top1-acc=93.89%, top5-acc=99.82%, remaining_time=0:00:02.259996, arrival_time=2021-04-14 23:40:41.374054, cost_time=0:01:11.566476 2021-04-14 23:40:41,122 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.82ms, fps=678 images/s, loss=0.2044, top1-acc=93.86%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:41.121933, cost_time=0:01:13.574302 2021-04-14 23:40:42,444 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.55ms, fps=1940 images/s, loss=1.5094, top1-acc=65.20%, top5-acc=88.16%, remaining_time=0:00:03.959340, arrival_time=2021-04-14 23:40:46.403550, cost_time=0:00:01.319779 2021-04-14 23:40:43,643 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.52ms, fps=2137 images/s, loss=1.4851, top1-acc=65.70%, top5-acc=88.67%, remaining_time=0:00:02.518600, arrival_time=2021-04-14 23:40:46.161581, cost_time=0:00:02.518597 2021-04-14 23:40:44,842 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.38ms, fps=2136 images/s, loss=1.4544, top1-acc=65.77%, top5-acc=89.26%, remaining_time=0:00:01.239360, arrival_time=2021-04-14 23:40:46.081668, cost_time=0:00:03.718074 2021-04-14 23:40:45,934 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=2126 images/s, loss=1.4535, top1-acc=65.70%, top5-acc=88.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:45.934287, cost_time=0:00:04.809996 2021-04-14 23:40:46,641 INFO : Epoch=0113 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:55:08.435709, arrival_time=2021-04-15 01:35:55.077096, cost_time=2:29:33.025643 2021-04-14 23:40:46,642 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 23:40:50,608 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.43ms, fps=646 images/s, loss=0.2029, top1-acc=93.91%, top5-acc=99.73%, remaining_time=0:01:13.753836, arrival_time=2021-04-14 23:42:04.362247, cost_time=0:00:03.965262 2021-04-14 23:40:54,366 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.1967, top1-acc=94.08%, top5-acc=99.79%, remaining_time=0:01:07.961520, arrival_time=2021-04-14 23:42:02.327488, cost_time=0:00:07.722909 2021-04-14 23:40:58,118 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.1940, top1-acc=94.19%, top5-acc=99.79%, remaining_time=0:01:03.495166, arrival_time=2021-04-14 23:42:01.613152, cost_time=0:00:11.475032 2021-04-14 23:41:01,874 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.1904, top1-acc=94.21%, top5-acc=99.81%, remaining_time=0:00:59.403084, arrival_time=2021-04-14 23:42:01.277707, cost_time=0:00:15.231568 2021-04-14 23:41:05,636 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.1914, top1-acc=94.24%, top5-acc=99.80%, remaining_time=0:00:55.461458, arrival_time=2021-04-14 23:42:01.098071, cost_time=0:00:18.993641 2021-04-14 23:41:09,396 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.1909, top1-acc=94.24%, top5-acc=99.78%, remaining_time=0:00:51.573512, arrival_time=2021-04-14 23:42:00.969656, cost_time=0:00:22.753005 2021-04-14 23:41:13,156 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.1936, top1-acc=94.11%, top5-acc=99.77%, remaining_time=0:00:47.724012, arrival_time=2021-04-14 23:42:00.880337, cost_time=0:00:26.513366 2021-04-14 23:41:16,919 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=2.29ms, fps=680 images/s, loss=0.1945, top1-acc=94.13%, top5-acc=99.77%, remaining_time=0:00:43.901360, arrival_time=2021-04-14 23:42:00.821181, cost_time=0:00:30.276802 2021-04-14 23:41:20,675 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.1938, top1-acc=94.20%, top5-acc=99.77%, remaining_time=0:00:40.082840, arrival_time=2021-04-14 23:42:00.758389, cost_time=0:00:34.032569 2021-04-14 23:41:24,430 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.1949, top1-acc=94.12%, top5-acc=99.77%, remaining_time=0:00:36.276000, arrival_time=2021-04-14 23:42:00.706539, cost_time=0:00:37.787530 2021-04-14 23:41:28,194 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.1949, top1-acc=94.16%, top5-acc=99.78%, remaining_time=0:00:32.485382, arrival_time=2021-04-14 23:42:00.679414, cost_time=0:00:41.551037 2021-04-14 23:41:31,943 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.39ms, fps=683 images/s, loss=0.1965, top1-acc=94.08%, top5-acc=99.78%, remaining_time=0:00:28.690152, arrival_time=2021-04-14 23:42:00.633529, cost_time=0:00:45.300281 2021-04-14 23:41:35,693 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.1975, top1-acc=94.08%, top5-acc=99.78%, remaining_time=0:00:24.902658, arrival_time=2021-04-14 23:42:00.596367, cost_time=0:00:49.050687 2021-04-14 23:41:39,453 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.1991, top1-acc=94.07%, top5-acc=99.77%, remaining_time=0:00:21.124320, arrival_time=2021-04-14 23:42:00.578009, cost_time=0:00:52.810740 2021-04-14 23:41:43,211 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.2004, top1-acc=94.03%, top5-acc=99.78%, remaining_time=0:00:17.347750, arrival_time=2021-04-14 23:42:00.559611, cost_time=0:00:56.568807 2021-04-14 23:41:46,976 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.78ms, fps=680 images/s, loss=0.2011, top1-acc=93.99%, top5-acc=99.77%, remaining_time=0:00:13.574952, arrival_time=2021-04-14 23:42:00.550950, cost_time=0:01:00.333048 2021-04-14 23:41:50,727 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=2.38ms, fps=683 images/s, loss=0.2014, top1-acc=93.97%, top5-acc=99.76%, remaining_time=0:00:09.801142, arrival_time=2021-04-14 23:42:00.528547, cost_time=0:01:04.084453 2021-04-14 23:41:54,476 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.2022, top1-acc=93.94%, top5-acc=99.76%, remaining_time=0:00:06.029616, arrival_time=2021-04-14 23:42:00.505783, cost_time=0:01:07.833217 2021-04-14 23:41:58,225 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.2041, top1-acc=93.84%, top5-acc=99.77%, remaining_time=0:00:02.260500, arrival_time=2021-04-14 23:42:00.485964, cost_time=0:01:11.582461 2021-04-14 23:42:00,224 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.39ms, fps=680 images/s, loss=0.2059, top1-acc=93.80%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:00.224751, cost_time=0:01:13.581784 2021-04-14 23:42:01,571 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.33ms, fps=1904 images/s, loss=1.4452, top1-acc=65.82%, top5-acc=88.67%, remaining_time=0:00:04.034280, arrival_time=2021-04-14 23:42:05.605976, cost_time=0:00:01.344756 2021-04-14 23:42:02,768 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.88ms, fps=2141 images/s, loss=1.3877, top1-acc=67.23%, top5-acc=89.34%, remaining_time=0:00:02.541300, arrival_time=2021-04-14 23:42:05.309575, cost_time=0:00:02.541295 2021-04-14 23:42:03,964 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.54ms, fps=2142 images/s, loss=1.4248, top1-acc=66.15%, top5-acc=88.93%, remaining_time=0:00:01.245690, arrival_time=2021-04-14 23:42:05.209688, cost_time=0:00:03.737061 2021-04-14 23:42:05,052 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=1.64ms, fps=2133 images/s, loss=1.3968, top1-acc=65.96%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:05.052205, cost_time=0:00:04.825282 2021-04-14 23:42:05,794 INFO : Epoch=0114 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:53:48.836536, arrival_time=2021-04-15 01:35:54.631040, cost_time=2:30:52.178720 2021-04-14 23:42:05,796 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 23:42:09,772 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.46ms, fps=644 images/s, loss=0.2233, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:01:13.930164, arrival_time=2021-04-14 23:43:23.702192, cost_time=0:00:03.974740 2021-04-14 23:42:13,544 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.2280, top1-acc=92.75%, top5-acc=99.77%, remaining_time=0:01:08.178176, arrival_time=2021-04-14 23:43:21.722786, cost_time=0:00:07.747516 2021-04-14 23:42:17,300 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.2127, top1-acc=93.33%, top5-acc=99.83%, remaining_time=0:01:03.653696, arrival_time=2021-04-14 23:43:20.954571, cost_time=0:00:11.503693 2021-04-14 23:42:21,060 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.2054, top1-acc=93.63%, top5-acc=99.82%, remaining_time=0:00:59.528040, arrival_time=2021-04-14 23:43:20.588727, cost_time=0:00:15.263608 2021-04-14 23:42:24,819 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.2062, top1-acc=93.62%, top5-acc=99.81%, remaining_time=0:00:55.544094, arrival_time=2021-04-14 23:43:20.363230, cost_time=0:00:19.021951 2021-04-14 23:42:28,571 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.2022, top1-acc=93.86%, top5-acc=99.80%, remaining_time=0:00:51.621248, arrival_time=2021-04-14 23:43:20.192351, cost_time=0:00:22.774055 2021-04-14 23:42:32,322 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.2011, top1-acc=94.02%, top5-acc=99.81%, remaining_time=0:00:47.745306, arrival_time=2021-04-14 23:43:20.067500, cost_time=0:00:26.525136 2021-04-14 23:42:36,071 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.1996, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:43.897068, arrival_time=2021-04-14 23:43:19.968124, cost_time=0:00:30.273865 2021-04-14 23:42:39,821 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.2046, top1-acc=93.90%, top5-acc=99.80%, remaining_time=0:00:40.073406, arrival_time=2021-04-14 23:43:19.895010, cost_time=0:00:34.024553 2021-04-14 23:42:43,578 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.2058, top1-acc=93.82%, top5-acc=99.79%, remaining_time=0:00:36.270048, arrival_time=2021-04-14 23:43:19.848529, cost_time=0:00:37.781286 2021-04-14 23:42:47,328 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.2079, top1-acc=93.76%, top5-acc=99.78%, remaining_time=0:00:32.469644, arrival_time=2021-04-14 23:43:19.797734, cost_time=0:00:41.530900 2021-04-14 23:42:51,091 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.10ms, fps=680 images/s, loss=0.2080, top1-acc=93.75%, top5-acc=99.78%, remaining_time=0:00:28.686504, arrival_time=2021-04-14 23:43:19.778006, cost_time=0:00:45.294448 2021-04-14 23:42:54,852 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.2107, top1-acc=93.64%, top5-acc=99.77%, remaining_time=0:00:24.904968, arrival_time=2021-04-14 23:43:19.757313, cost_time=0:00:49.055280 2021-04-14 23:42:58,614 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.2109, top1-acc=93.66%, top5-acc=99.77%, remaining_time=0:00:21.126672, arrival_time=2021-04-14 23:43:19.740547, cost_time=0:00:52.816729 2021-04-14 23:43:02,376 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.2116, top1-acc=93.63%, top5-acc=99.77%, remaining_time=0:00:17.351016, arrival_time=2021-04-14 23:43:19.727643, cost_time=0:00:56.579467 2021-04-14 23:43:06,150 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=5.71ms, fps=679 images/s, loss=0.2117, top1-acc=93.62%, top5-acc=99.76%, remaining_time=0:00:13.579488, arrival_time=2021-04-14 23:43:19.729857, cost_time=0:01:00.353286 2021-04-14 23:43:09,906 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.2124, top1-acc=93.61%, top5-acc=99.76%, remaining_time=0:00:09.804938, arrival_time=2021-04-14 23:43:19.711393, cost_time=0:01:04.109220 2021-04-14 23:43:13,665 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=2.16ms, fps=681 images/s, loss=0.2128, top1-acc=93.62%, top5-acc=99.77%, remaining_time=0:00:06.032752, arrival_time=2021-04-14 23:43:19.698368, cost_time=0:01:07.868492 2021-04-14 23:43:17,424 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=2.53ms, fps=681 images/s, loss=0.2138, top1-acc=93.58%, top5-acc=99.76%, remaining_time=0:00:02.261898, arrival_time=2021-04-14 23:43:19.685836, cost_time=0:01:11.626796 2021-04-14 23:43:19,428 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.38ms, fps=679 images/s, loss=0.2155, top1-acc=93.52%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:19.428881, cost_time=0:01:13.631786 2021-04-14 23:43:20,766 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.59ms, fps=1917 images/s, loss=1.4159, top1-acc=65.86%, top5-acc=89.57%, remaining_time=0:00:04.005660, arrival_time=2021-04-14 23:43:24.772044, cost_time=0:00:01.335221 2021-04-14 23:43:21,963 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=2.44ms, fps=2139 images/s, loss=1.4479, top1-acc=65.18%, top5-acc=89.30%, remaining_time=0:00:02.532580, arrival_time=2021-04-14 23:43:24.496329, cost_time=0:00:02.532574 2021-04-14 23:43:23,157 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.59ms, fps=2145 images/s, loss=1.4449, top1-acc=65.57%, top5-acc=89.13%, remaining_time=0:00:01.242150, arrival_time=2021-04-14 23:43:24.399762, cost_time=0:00:03.726436 2021-04-14 23:43:24,247 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.11ms, fps=2130 images/s, loss=1.4708, top1-acc=65.46%, top5-acc=89.02%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:24.247547, cost_time=0:00:04.816391 2021-04-14 23:43:25,009 INFO : Epoch=0115 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:52:29.291295, arrival_time=2021-04-15 01:35:54.301111, cost_time=2:32:11.394071 2021-04-14 23:43:25,011 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 23:43:28,950 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=2.16ms, fps=650 images/s, loss=0.1960, top1-acc=94.10%, top5-acc=99.80%, remaining_time=0:01:13.264284, arrival_time=2021-04-14 23:44:42.214695, cost_time=0:00:03.938941 2021-04-14 23:43:32,712 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.1985, top1-acc=94.02%, top5-acc=99.73%, remaining_time=0:01:07.771616, arrival_time=2021-04-14 23:44:40.484448, cost_time=0:00:07.701318 2021-04-14 23:43:36,471 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.46ms, fps=681 images/s, loss=0.1932, top1-acc=94.28%, top5-acc=99.78%, remaining_time=0:01:03.413494, arrival_time=2021-04-14 23:44:39.885099, cost_time=0:00:11.460261 2021-04-14 23:43:40,221 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.1943, top1-acc=94.31%, top5-acc=99.79%, remaining_time=0:00:59.320872, arrival_time=2021-04-14 23:44:39.542745, cost_time=0:00:15.210500 2021-04-14 23:43:43,972 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.03ms, fps=683 images/s, loss=0.1943, top1-acc=94.25%, top5-acc=99.81%, remaining_time=0:00:55.366850, arrival_time=2021-04-14 23:44:39.339449, cost_time=0:00:18.961240 2021-04-14 23:43:47,725 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=2.53ms, fps=682 images/s, loss=0.1935, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:51.484568, arrival_time=2021-04-14 23:44:39.209722, cost_time=0:00:22.713769 2021-04-14 23:43:51,493 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=4.15ms, fps=679 images/s, loss=0.1903, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:47.668194, arrival_time=2021-04-14 23:44:39.161922, cost_time=0:00:26.482338 2021-04-14 23:43:55,249 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.1886, top1-acc=94.34%, top5-acc=99.84%, remaining_time=0:00:43.844868, arrival_time=2021-04-14 23:44:39.094052, cost_time=0:00:30.237850 2021-04-14 23:43:59,010 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.1875, top1-acc=94.38%, top5-acc=99.84%, remaining_time=0:00:40.042984, arrival_time=2021-04-14 23:44:39.053283, cost_time=0:00:33.998774 2021-04-14 23:44:02,766 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.1874, top1-acc=94.36%, top5-acc=99.84%, remaining_time=0:00:36.244608, arrival_time=2021-04-14 23:44:39.010804, cost_time=0:00:37.754808 2021-04-14 23:44:06,524 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=2.62ms, fps=681 images/s, loss=0.1884, top1-acc=94.31%, top5-acc=99.85%, remaining_time=0:00:32.455368, arrival_time=2021-04-14 23:44:38.979424, cost_time=0:00:41.512719 2021-04-14 23:44:10,283 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.1882, top1-acc=94.35%, top5-acc=99.85%, remaining_time=0:00:28.672368, arrival_time=2021-04-14 23:44:38.955822, cost_time=0:00:45.272108 2021-04-14 23:44:14,040 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=2.37ms, fps=682 images/s, loss=0.1886, top1-acc=94.33%, top5-acc=99.86%, remaining_time=0:00:24.891438, arrival_time=2021-04-14 23:44:38.931373, cost_time=0:00:49.028587 2021-04-14 23:44:17,802 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.46ms, fps=680 images/s, loss=0.1889, top1-acc=94.29%, top5-acc=99.85%, remaining_time=0:00:21.116536, arrival_time=2021-04-14 23:44:38.919251, cost_time=0:00:52.791336 2021-04-14 23:44:21,573 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=2.84ms, fps=679 images/s, loss=0.1898, top1-acc=94.27%, top5-acc=99.85%, remaining_time=0:00:17.345588, arrival_time=2021-04-14 23:44:38.919077, cost_time=0:00:56.561704 2021-04-14 23:44:25,340 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=2.25ms, fps=680 images/s, loss=0.1911, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:13.574016, arrival_time=2021-04-14 23:44:38.914392, cost_time=0:01:00.328937 2021-04-14 23:44:29,099 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.1920, top1-acc=94.18%, top5-acc=99.83%, remaining_time=0:00:09.801662, arrival_time=2021-04-14 23:44:38.900740, cost_time=0:01:04.087743 2021-04-14 23:44:32,861 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=2.53ms, fps=680 images/s, loss=0.1922, top1-acc=94.22%, top5-acc=99.83%, remaining_time=0:00:06.031152, arrival_time=2021-04-14 23:44:38.893016, cost_time=0:01:07.850449 2021-04-14 23:44:36,621 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.33ms, fps=681 images/s, loss=0.1927, top1-acc=94.22%, top5-acc=99.83%, remaining_time=0:00:02.261358, arrival_time=2021-04-14 23:44:38.882509, cost_time=0:01:11.609679 2021-04-14 23:44:38,627 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.38ms, fps=678 images/s, loss=0.1942, top1-acc=94.19%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:38.627680, cost_time=0:01:13.616352 2021-04-14 23:44:39,970 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.24ms, fps=1909 images/s, loss=1.4708, top1-acc=65.00%, top5-acc=88.79%, remaining_time=0:00:04.022580, arrival_time=2021-04-14 23:44:43.993198, cost_time=0:00:01.340859 2021-04-14 23:44:41,163 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.38ms, fps=2147 images/s, loss=1.4940, top1-acc=65.16%, top5-acc=88.26%, remaining_time=0:00:02.533960, arrival_time=2021-04-14 23:44:43.697681, cost_time=0:00:02.533970 2021-04-14 23:44:42,362 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.42ms, fps=2137 images/s, loss=1.4977, top1-acc=64.78%, top5-acc=88.02%, remaining_time=0:00:01.244120, arrival_time=2021-04-14 23:44:43.606229, cost_time=0:00:03.732353 2021-04-14 23:44:43,450 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=1.61ms, fps=2133 images/s, loss=1.5221, top1-acc=64.62%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:43.450470, cost_time=0:00:04.820848 2021-04-14 23:44:44,191 INFO : Epoch=0116 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:51:09.727344, arrival_time=2021-04-15 01:35:53.918914, cost_time=2:33:30.575833 2021-04-14 23:44:44,192 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 23:44:48,137 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=2.03ms, fps=649 images/s, loss=0.2002, top1-acc=93.91%, top5-acc=99.96%, remaining_time=0:01:13.368816, arrival_time=2021-04-14 23:46:01.506522, cost_time=0:00:03.944561 2021-04-14 23:44:51,883 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.1924, top1-acc=94.20%, top5-acc=99.94%, remaining_time=0:01:07.674112, arrival_time=2021-04-14 23:45:59.557582, cost_time=0:00:07.690231 2021-04-14 23:44:55,644 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.1869, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:01:03.362200, arrival_time=2021-04-14 23:45:59.006364, cost_time=0:00:11.450998 2021-04-14 23:44:59,396 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1848, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:59.291388, arrival_time=2021-04-14 23:45:58.687421, cost_time=0:00:15.202923 2021-04-14 23:45:03,154 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.1807, top1-acc=94.48%, top5-acc=99.92%, remaining_time=0:00:55.368456, arrival_time=2021-04-14 23:45:58.523343, cost_time=0:00:18.961775 2021-04-14 23:45:06,908 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.1814, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:51.487152, arrival_time=2021-04-14 23:45:58.395320, cost_time=0:00:22.714922 2021-04-14 23:45:10,670 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.1803, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:47.659752, arrival_time=2021-04-14 23:45:58.330616, cost_time=0:00:26.477647 2021-04-14 23:45:14,428 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.1830, top1-acc=94.42%, top5-acc=99.91%, remaining_time=0:00:43.841040, arrival_time=2021-04-14 23:45:58.269450, cost_time=0:00:30.235188 2021-04-14 23:45:18,187 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.1834, top1-acc=94.42%, top5-acc=99.90%, remaining_time=0:00:40.037472, arrival_time=2021-04-14 23:45:58.224791, cost_time=0:00:33.994123 2021-04-14 23:45:21,943 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.1840, top1-acc=94.41%, top5-acc=99.91%, remaining_time=0:00:36.240192, arrival_time=2021-04-14 23:45:58.183847, cost_time=0:00:37.750247 2021-04-14 23:45:25,716 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.51ms, fps=679 images/s, loss=0.1849, top1-acc=94.35%, top5-acc=99.90%, remaining_time=0:00:32.463882, arrival_time=2021-04-14 23:45:58.180635, cost_time=0:00:41.523521 2021-04-14 23:45:29,474 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.1850, top1-acc=94.35%, top5-acc=99.91%, remaining_time=0:00:28.678220, arrival_time=2021-04-14 23:45:58.152718, cost_time=0:00:45.281385 2021-04-14 23:45:33,233 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.1858, top1-acc=94.34%, top5-acc=99.90%, remaining_time=0:00:24.897510, arrival_time=2021-04-14 23:45:58.131248, cost_time=0:00:49.040542 2021-04-14 23:45:36,991 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.1877, top1-acc=94.29%, top5-acc=99.89%, remaining_time=0:00:21.119168, arrival_time=2021-04-14 23:45:58.110255, cost_time=0:00:52.797979 2021-04-14 23:45:40,748 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.1892, top1-acc=94.22%, top5-acc=99.89%, remaining_time=0:00:17.343610, arrival_time=2021-04-14 23:45:58.092070, cost_time=0:00:56.555223 2021-04-14 23:45:44,501 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.1912, top1-acc=94.12%, top5-acc=99.88%, remaining_time=0:00:13.569444, arrival_time=2021-04-14 23:45:58.071198, cost_time=0:01:00.308719 2021-04-14 23:45:48,259 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=2.25ms, fps=681 images/s, loss=0.1946, top1-acc=94.04%, top5-acc=99.87%, remaining_time=0:00:09.798360, arrival_time=2021-04-14 23:45:58.057740, cost_time=0:01:04.066158 2021-04-14 23:45:52,014 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.1962, top1-acc=94.00%, top5-acc=99.85%, remaining_time=0:00:06.028560, arrival_time=2021-04-14 23:45:58.042953, cost_time=0:01:07.821278 2021-04-14 23:45:55,780 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=2.29ms, fps=680 images/s, loss=0.1988, top1-acc=93.94%, top5-acc=99.85%, remaining_time=0:00:02.260656, arrival_time=2021-04-14 23:45:58.041385, cost_time=0:01:11.587495 2021-04-14 23:45:57,788 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.60ms, fps=678 images/s, loss=0.1988, top1-acc=93.95%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:57.788266, cost_time=0:01:13.595153 2021-04-14 23:45:59,142 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.69ms, fps=1893 images/s, loss=1.4091, top1-acc=66.84%, top5-acc=88.87%, remaining_time=0:00:04.056030, arrival_time=2021-04-14 23:46:03.198691, cost_time=0:00:01.352007 2021-04-14 23:46:00,349 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=2.53ms, fps=2123 images/s, loss=1.4296, top1-acc=66.37%, top5-acc=88.36%, remaining_time=0:00:02.558460, arrival_time=2021-04-14 23:46:02.907669, cost_time=0:00:02.558452 2021-04-14 23:46:01,548 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.53ms, fps=2137 images/s, loss=1.4336, top1-acc=66.08%, top5-acc=88.36%, remaining_time=0:00:01.252480, arrival_time=2021-04-14 23:46:02.800449, cost_time=0:00:03.757433 2021-04-14 23:46:02,640 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.17ms, fps=2125 images/s, loss=1.4309, top1-acc=65.66%, top5-acc=88.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:02.640455, cost_time=0:00:04.849947 2021-04-14 23:46:03,434 INFO : Epoch=0117 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:49:50.213031, arrival_time=2021-04-15 01:35:53.647133, cost_time=2:34:49.818362 2021-04-14 23:46:03,435 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 23:46:07,392 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.77ms, fps=647 images/s, loss=0.1636, top1-acc=95.47%, top5-acc=99.69%, remaining_time=0:01:13.583832, arrival_time=2021-04-14 23:47:20.976093, cost_time=0:00:03.956117 2021-04-14 23:46:11,147 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=3.03ms, fps=682 images/s, loss=0.1669, top1-acc=95.23%, top5-acc=99.80%, remaining_time=0:01:07.858032, arrival_time=2021-04-14 23:47:19.005190, cost_time=0:00:07.711146 2021-04-14 23:46:14,907 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.1654, top1-acc=95.22%, top5-acc=99.83%, remaining_time=0:01:03.473420, arrival_time=2021-04-14 23:47:18.380583, cost_time=0:00:11.471107 2021-04-14 23:46:18,662 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.1651, top1-acc=95.32%, top5-acc=99.85%, remaining_time=0:00:59.384520, arrival_time=2021-04-14 23:47:18.047342, cost_time=0:00:15.226795 2021-04-14 23:46:22,420 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.1647, top1-acc=95.29%, top5-acc=99.86%, remaining_time=0:00:55.433134, arrival_time=2021-04-14 23:47:17.853044, cost_time=0:00:18.983948 2021-04-14 23:46:26,177 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.1635, top1-acc=95.30%, top5-acc=99.86%, remaining_time=0:00:51.546856, arrival_time=2021-04-14 23:47:17.724038, cost_time=0:00:22.741257 2021-04-14 23:46:29,937 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.1651, top1-acc=95.26%, top5-acc=99.86%, remaining_time=0:00:47.701710, arrival_time=2021-04-14 23:47:17.638621, cost_time=0:00:26.500921 2021-04-14 23:46:33,696 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=2.77ms, fps=681 images/s, loss=0.1647, top1-acc=95.23%, top5-acc=99.87%, remaining_time=0:00:43.877464, arrival_time=2021-04-14 23:47:17.573758, cost_time=0:00:30.260321 2021-04-14 23:46:37,448 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.1666, top1-acc=95.10%, top5-acc=99.87%, remaining_time=0:00:40.058778, arrival_time=2021-04-14 23:47:17.506886, cost_time=0:00:34.012135 2021-04-14 23:46:41,214 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.1677, top1-acc=95.10%, top5-acc=99.89%, remaining_time=0:00:36.266976, arrival_time=2021-04-14 23:47:17.481027, cost_time=0:00:37.778136 2021-04-14 23:46:44,979 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.38ms, fps=680 images/s, loss=0.1682, top1-acc=95.07%, top5-acc=99.87%, remaining_time=0:00:32.479448, arrival_time=2021-04-14 23:47:17.458848, cost_time=0:00:41.543434 2021-04-14 23:46:48,743 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.21ms, fps=680 images/s, loss=0.1696, top1-acc=95.04%, top5-acc=99.86%, remaining_time=0:00:28.694408, arrival_time=2021-04-14 23:47:17.437403, cost_time=0:00:45.306930 2021-04-14 23:46:52,508 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=2.71ms, fps=680 images/s, loss=0.1706, top1-acc=95.01%, top5-acc=99.85%, remaining_time=0:00:24.913746, arrival_time=2021-04-14 23:47:17.422270, cost_time=0:00:49.072585 2021-04-14 23:46:56,267 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1709, top1-acc=94.99%, top5-acc=99.86%, remaining_time=0:00:21.132608, arrival_time=2021-04-14 23:47:17.400092, cost_time=0:00:52.831486 2021-04-14 23:47:00,032 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=2.02ms, fps=680 images/s, loss=0.1722, top1-acc=94.97%, top5-acc=99.85%, remaining_time=0:00:17.356398, arrival_time=2021-04-14 23:47:17.389237, cost_time=0:00:56.596922 2021-04-14 23:47:03,797 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.1728, top1-acc=94.96%, top5-acc=99.85%, remaining_time=0:00:13.581288, arrival_time=2021-04-14 23:47:17.378544, cost_time=0:01:00.361328 2021-04-14 23:47:07,552 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.1755, top1-acc=94.87%, top5-acc=99.85%, remaining_time=0:00:09.806056, arrival_time=2021-04-14 23:47:17.358414, cost_time=0:01:04.116437 2021-04-14 23:47:11,312 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.1776, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:06.033488, arrival_time=2021-04-14 23:47:17.346092, cost_time=0:01:07.876662 2021-04-14 23:47:15,075 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.27ms, fps=680 images/s, loss=0.1791, top1-acc=94.70%, top5-acc=99.83%, remaining_time=0:00:02.262300, arrival_time=2021-04-14 23:47:17.337893, cost_time=0:01:11.639576 2021-04-14 23:47:17,079 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.28ms, fps=679 images/s, loss=0.1797, top1-acc=94.67%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:17.079139, cost_time=0:01:13.643131 2021-04-14 23:47:18,411 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.69ms, fps=1925 images/s, loss=1.5418, top1-acc=65.31%, top5-acc=88.05%, remaining_time=0:00:03.990390, arrival_time=2021-04-14 23:47:22.402126, cost_time=0:00:01.330130 2021-04-14 23:47:19,611 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.39ms, fps=2136 images/s, loss=1.5166, top1-acc=65.70%, top5-acc=88.22%, remaining_time=0:00:02.529300, arrival_time=2021-04-14 23:47:22.140293, cost_time=0:00:02.529296 2021-04-14 23:47:20,810 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.37ms, fps=2136 images/s, loss=1.4948, top1-acc=65.59%, top5-acc=88.59%, remaining_time=0:00:01.242940, arrival_time=2021-04-14 23:47:22.053368, cost_time=0:00:03.728821 2021-04-14 23:47:21,907 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=1.43ms, fps=2116 images/s, loss=1.4941, top1-acc=65.76%, top5-acc=88.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:21.907287, cost_time=0:00:04.825722 2021-04-14 23:47:22,692 INFO : Epoch=0118 complete, best val top1-acc=66.12%, top5-acc=88.85% (epoch=108), remaining_time=1:48:30.714556, arrival_time=2021-04-15 01:35:53.407403, cost_time=2:36:09.077103 2021-04-14 23:47:22,694 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 23:47:26,639 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=2.27ms, fps=649 images/s, loss=0.1796, top1-acc=94.69%, top5-acc=99.80%, remaining_time=0:01:13.371606, arrival_time=2021-04-14 23:48:40.010787, cost_time=0:00:03.944714 2021-04-14 23:47:30,396 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.1627, top1-acc=95.12%, top5-acc=99.90%, remaining_time=0:01:07.778480, arrival_time=2021-04-14 23:48:38.175057, cost_time=0:00:07.702093 2021-04-14 23:47:34,167 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.48ms, fps=679 images/s, loss=0.1591, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:01:03.483712, arrival_time=2021-04-14 23:48:37.651140, cost_time=0:00:11.472974 2021-04-14 23:47:37,930 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.49ms, fps=681 images/s, loss=0.1556, top1-acc=95.50%, top5-acc=99.90%, remaining_time=0:00:59.417748, arrival_time=2021-04-14 23:48:37.347633, cost_time=0:00:15.235323 2021-04-14 23:47:41,683 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=0.1514, top1-acc=95.61%, top5-acc=99.91%, remaining_time=0:00:55.446420, arrival_time=2021-04-14 23:48:37.129528, cost_time=0:00:18.988505 2021-04-14 23:47:45,434 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=3.04ms, fps=682 images/s, loss=0.1505, top1-acc=95.70%, top5-acc=99.90%, remaining_time=0:00:51.544816, arrival_time=2021-04-14 23:48:36.979641, cost_time=0:00:22.740331 2021-04-14 23:47:49,191 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=2.07ms, fps=682 images/s, loss=0.1488, top1-acc=95.79%, top5-acc=99.91%, remaining_time=0:00:47.694150, arrival_time=2021-04-14 23:48:36.885469, cost_time=0:00:26.496769 2021-04-14 23:47:52,947 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.38ms, fps=682 images/s, loss=0.1482, top1-acc=95.86%, top5-acc=99.90%, remaining_time=0:00:43.866676, arrival_time=2021-04-14 23:48:36.814113, cost_time=0:00:30.252863 2021-04-14 23:47:56,698 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.1484, top1-acc=95.88%, top5-acc=99.90%, remaining_time=0:00:40.048602, arrival_time=2021-04-14 23:48:36.746570, cost_time=0:00:34.003522 2021-04-14 23:48:00,455 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.1506, top1-acc=95.77%, top5-acc=99.90%, remaining_time=0:00:36.250464, arrival_time=2021-04-14 23:48:36.705947, cost_time=0:00:37.760903 2021-04-14 23:48:04,212 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.1511, top1-acc=95.74%, top5-acc=99.90%, remaining_time=0:00:32.459754, arrival_time=2021-04-14 23:48:36.672554, cost_time=0:00:41.518341 2021-04-14 23:48:07,971 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.1521, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:28.675180, arrival_time=2021-04-14 23:48:36.646323, cost_time=0:00:45.276559 2021-04-14 23:48:11,729 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=3.48ms, fps=681 images/s, loss=0.1532, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:24.894672, arrival_time=2021-04-14 23:48:36.624165, cost_time=0:00:49.034930 2021-04-14 23:48:15,480 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1551, top1-acc=95.58%, top5-acc=99.90%, remaining_time=0:00:21.114296, arrival_time=2021-04-14 23:48:36.594452, cost_time=0:00:52.785708 2021-04-14 23:48:19,241 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=2.16ms, fps=681 images/s, loss=0.1561, top1-acc=95.52%, top5-acc=99.90%, remaining_time=0:00:17.340942, arrival_time=2021-04-14 23:48:36.582053, cost_time=0:00:56.546621 2021-04-14 23:48:22,997 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1568, top1-acc=95.50%, top5-acc=99.89%, remaining_time=0:00:13.568256, arrival_time=2021-04-14 23:48:36.566143, cost_time=0:01:00.303421 2021-04-14 23:48:26,753 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.1596, top1-acc=95.40%, top5-acc=99.89%, remaining_time=0:00:09.797216, arrival_time=2021-04-14 23:48:36.550491, cost_time=0:01:04.058759 2021-04-14 23:48:30,511 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1611, top1-acc=95.36%, top5-acc=99.88%, remaining_time=0:00:06.028208, arrival_time=2021-04-14 23:48:36.540098, cost_time=0:01:07.817407 2021-04-14 23:48:34,277 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.35ms, fps=680 images/s, loss=0.1620, top1-acc=95.32%, top5-acc=99.88%, remaining_time=0:00:02.260500, arrival_time=2021-04-14 23:48:36.537448, cost_time=0:01:11.582490 2021-04-14 23:48:36,283 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.36ms, fps=678 images/s, loss=0.1633, top1-acc=95.27%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:36.283675, cost_time=0:01:13.589190 2021-04-14 23:48:37,624 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.24ms, fps=1912 images/s, loss=1.4001, top1-acc=66.33%, top5-acc=89.45%, remaining_time=0:00:04.016340, arrival_time=2021-04-14 23:48:41.641014, cost_time=0:00:01.338781 2021-04-14 23:48:38,825 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.08ms, fps=2134 images/s, loss=1.3878, top1-acc=66.50%, top5-acc=89.80%, remaining_time=0:00:02.539280, arrival_time=2021-04-14 23:48:41.364530, cost_time=0:00:02.539289 2021-04-14 23:48:40,022 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=2.57ms, fps=2139 images/s, loss=1.3934, top1-acc=66.80%, top5-acc=89.71%, remaining_time=0:00:01.245620, arrival_time=2021-04-14 23:48:41.268428, cost_time=0:00:03.736857 2021-04-14 23:48:41,119 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.09ms, fps=2118 images/s, loss=1.3916, top1-acc=66.86%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:41.119332, cost_time=0:00:04.833591 2021-04-14 23:48:42,536 INFO : Epoch=0119 complete, best val top1-acc=66.86%, top5-acc=89.61% (epoch=119), remaining_time=1:47:11.617971, arrival_time=2021-04-15 01:35:54.154013, cost_time=2:37:28.920284 2021-04-14 23:48:42,537 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 23:48:46,426 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=2.15ms, fps=658 images/s, loss=0.1541, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:01:12.336702, arrival_time=2021-04-14 23:49:58.763382, cost_time=0:00:03.889067 2021-04-14 23:48:50,180 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.1498, top1-acc=95.84%, top5-acc=99.84%, remaining_time=0:01:07.259808, arrival_time=2021-04-14 23:49:57.440563, cost_time=0:00:07.643150 2021-04-14 23:48:53,937 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.50ms, fps=682 images/s, loss=0.1477, top1-acc=95.95%, top5-acc=99.87%, remaining_time=0:01:03.077178, arrival_time=2021-04-14 23:49:57.014380, cost_time=0:00:11.399482 2021-04-14 23:48:57,699 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=2.78ms, fps=681 images/s, loss=0.1448, top1-acc=95.92%, top5-acc=99.89%, remaining_time=0:00:59.131956, arrival_time=2021-04-14 23:49:56.831684, cost_time=0:00:15.162029 2021-04-14 23:49:01,457 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.30ms, fps=681 images/s, loss=0.1448, top1-acc=95.84%, top5-acc=99.91%, remaining_time=0:00:55.246254, arrival_time=2021-04-14 23:49:56.703821, cost_time=0:00:18.919927 2021-04-14 23:49:05,217 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=2.72ms, fps=681 images/s, loss=0.1415, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:51.407184, arrival_time=2021-04-14 23:49:56.624446, cost_time=0:00:22.679664 2021-04-14 23:49:08,978 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=2.28ms, fps=681 images/s, loss=0.1406, top1-acc=95.95%, top5-acc=99.92%, remaining_time=0:00:47.593602, arrival_time=2021-04-14 23:49:56.572198, cost_time=0:00:26.440904 2021-04-14 23:49:12,740 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.39ms, fps=681 images/s, loss=0.1405, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:43.793364, arrival_time=2021-04-14 23:49:56.533300, cost_time=0:00:30.202285 2021-04-14 23:49:16,497 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1401, top1-acc=96.04%, top5-acc=99.93%, remaining_time=0:00:39.996450, arrival_time=2021-04-14 23:49:56.493394, cost_time=0:00:33.959234 2021-04-14 23:49:20,265 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.49ms, fps=679 images/s, loss=0.1422, top1-acc=95.98%, top5-acc=99.93%, remaining_time=0:00:36.218496, arrival_time=2021-04-14 23:49:56.483840, cost_time=0:00:37.727601 2021-04-14 23:49:24,028 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.1434, top1-acc=95.93%, top5-acc=99.91%, remaining_time=0:00:32.438512, arrival_time=2021-04-14 23:49:56.467373, cost_time=0:00:41.491155 2021-04-14 23:49:27,795 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.54ms, fps=680 images/s, loss=0.1457, top1-acc=95.87%, top5-acc=99.91%, remaining_time=0:00:28.663020, arrival_time=2021-04-14 23:49:56.457985, cost_time=0:00:45.257363 2021-04-14 23:49:31,557 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=2.47ms, fps=681 images/s, loss=0.1470, top1-acc=95.79%, top5-acc=99.91%, remaining_time=0:00:24.886818, arrival_time=2021-04-14 23:49:56.444049, cost_time=0:00:49.019518 2021-04-14 23:49:35,305 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.1495, top1-acc=95.71%, top5-acc=99.90%, remaining_time=0:00:21.107016, arrival_time=2021-04-14 23:49:56.412198, cost_time=0:00:52.767579 2021-04-14 23:49:39,057 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.1524, top1-acc=95.62%, top5-acc=99.89%, remaining_time=0:00:17.332846, arrival_time=2021-04-14 23:49:56.390699, cost_time=0:00:56.520102 2021-04-14 23:49:42,818 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=3.14ms, fps=681 images/s, loss=0.1531, top1-acc=95.60%, top5-acc=99.89%, remaining_time=0:00:13.563144, arrival_time=2021-04-14 23:49:56.381392, cost_time=0:01:00.280595 2021-04-14 23:49:46,573 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.1545, top1-acc=95.55%, top5-acc=99.88%, remaining_time=0:00:09.793680, arrival_time=2021-04-14 23:49:56.366792, cost_time=0:01:04.035527 2021-04-14 23:49:50,323 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.1555, top1-acc=95.51%, top5-acc=99.88%, remaining_time=0:00:06.025376, arrival_time=2021-04-14 23:49:56.348386, cost_time=0:01:07.785418 2021-04-14 23:49:54,077 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.1574, top1-acc=95.43%, top5-acc=99.89%, remaining_time=0:00:02.259156, arrival_time=2021-04-14 23:49:56.336752, cost_time=0:01:11.539878 2021-04-14 23:49:56,083 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=2.09ms, fps=678 images/s, loss=0.1587, top1-acc=95.39%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:56.083158, cost_time=0:01:13.545557 2021-04-14 23:49:57,409 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.39ms, fps=1933 images/s, loss=1.4713, top1-acc=65.86%, top5-acc=88.52%, remaining_time=0:00:03.972660, arrival_time=2021-04-14 23:50:01.382219, cost_time=0:00:01.324219 2021-04-14 23:49:58,605 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=2.37ms, fps=2142 images/s, loss=1.4907, top1-acc=65.61%, top5-acc=88.55%, remaining_time=0:00:02.519940, arrival_time=2021-04-14 23:50:01.125239, cost_time=0:00:02.519934 2021-04-14 23:49:59,797 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.70ms, fps=2149 images/s, loss=1.4861, top1-acc=65.57%, top5-acc=88.57%, remaining_time=0:00:01.237280, arrival_time=2021-04-14 23:50:01.034364, cost_time=0:00:03.711832 2021-04-14 23:50:00,883 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=1.36ms, fps=2136 images/s, loss=1.4582, top1-acc=66.07%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:00.883796, cost_time=0:00:04.798570 2021-04-14 23:50:01,611 INFO : Epoch=0120 complete, best val top1-acc=66.86%, top5-acc=89.61% (epoch=119), remaining_time=1:45:51.997120, arrival_time=2021-04-15 01:35:53.608503, cost_time=2:38:47.995642 2021-04-14 23:50:01,612 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 23:50:05,567 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=2.61ms, fps=647 images/s, loss=0.1750, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:01:13.549236, arrival_time=2021-04-14 23:51:19.116511, cost_time=0:00:03.954265 2021-04-14 23:50:09,329 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.1781, top1-acc=94.79%, top5-acc=99.84%, remaining_time=0:01:07.901856, arrival_time=2021-04-14 23:51:17.231032, cost_time=0:00:07.716117 2021-04-14 23:50:13,092 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=2.28ms, fps=680 images/s, loss=0.1728, top1-acc=94.92%, top5-acc=99.90%, remaining_time=0:01:03.517576, arrival_time=2021-04-14 23:51:16.609677, cost_time=0:00:11.479092 2021-04-14 23:50:16,839 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.1702, top1-acc=94.94%, top5-acc=99.89%, remaining_time=0:00:59.381244, arrival_time=2021-04-14 23:51:16.220159, cost_time=0:00:15.225949 2021-04-14 23:50:20,593 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1658, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:00:55.424082, arrival_time=2021-04-14 23:51:16.017875, cost_time=0:00:18.980831 2021-04-14 23:50:24,352 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.1633, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:51.541688, arrival_time=2021-04-14 23:51:15.893598, cost_time=0:00:22.738956 2021-04-14 23:50:28,107 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.1601, top1-acc=95.20%, top5-acc=99.91%, remaining_time=0:00:47.690118, arrival_time=2021-04-14 23:51:15.797678, cost_time=0:00:26.494487 2021-04-14 23:50:31,864 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1565, top1-acc=95.32%, top5-acc=99.92%, remaining_time=0:00:43.864356, arrival_time=2021-04-14 23:51:15.728618, cost_time=0:00:30.251311 2021-04-14 23:50:35,620 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.1564, top1-acc=95.30%, top5-acc=99.92%, remaining_time=0:00:40.053266, arrival_time=2021-04-14 23:51:15.673835, cost_time=0:00:34.007472 2021-04-14 23:50:39,371 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=2.30ms, fps=683 images/s, loss=0.1562, top1-acc=95.28%, top5-acc=99.92%, remaining_time=0:00:36.248448, arrival_time=2021-04-14 23:51:15.620289, cost_time=0:00:37.758838 2021-04-14 23:50:43,135 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.1560, top1-acc=95.32%, top5-acc=99.91%, remaining_time=0:00:32.463022, arrival_time=2021-04-14 23:51:15.598598, cost_time=0:00:41.522472 2021-04-14 23:50:46,893 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.1557, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:28.677688, arrival_time=2021-04-14 23:51:15.571221, cost_time=0:00:45.280564 2021-04-14 23:50:50,660 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=2.82ms, fps=680 images/s, loss=0.1561, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:24.901008, arrival_time=2021-04-14 23:51:15.561562, cost_time=0:00:49.047457 2021-04-14 23:50:54,423 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.1562, top1-acc=95.30%, top5-acc=99.89%, remaining_time=0:00:21.124152, arrival_time=2021-04-14 23:51:15.547507, cost_time=0:00:52.810355 2021-04-14 23:50:58,173 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.1568, top1-acc=95.29%, top5-acc=99.89%, remaining_time=0:00:17.345312, arrival_time=2021-04-14 23:51:15.519054, cost_time=0:00:56.560779 2021-04-14 23:51:01,932 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.1576, top1-acc=95.26%, top5-acc=99.89%, remaining_time=0:00:13.571784, arrival_time=2021-04-14 23:51:15.503794, cost_time=0:01:00.319050 2021-04-14 23:51:05,683 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1587, top1-acc=95.22%, top5-acc=99.89%, remaining_time=0:00:09.798958, arrival_time=2021-04-14 23:51:15.482105, cost_time=0:01:04.070190 2021-04-14 23:51:09,432 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.1591, top1-acc=95.21%, top5-acc=99.89%, remaining_time=0:00:06.028400, arrival_time=2021-04-14 23:51:15.461172, cost_time=0:01:07.819569 2021-04-14 23:51:13,194 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.44ms, fps=681 images/s, loss=0.1601, top1-acc=95.17%, top5-acc=99.88%, remaining_time=0:00:02.260482, arrival_time=2021-04-14 23:51:15.455373, cost_time=0:01:11.581938 2021-04-14 23:51:15,204 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.72ms, fps=677 images/s, loss=0.1615, top1-acc=95.13%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:15.204483, cost_time=0:01:13.591540 2021-04-14 23:51:16,526 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.24ms, fps=1940 images/s, loss=1.5480, top1-acc=65.66%, top5-acc=88.24%, remaining_time=0:00:03.959370, arrival_time=2021-04-14 23:51:20.485694, cost_time=0:00:01.319791 2021-04-14 23:51:17,725 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.45ms, fps=2137 images/s, loss=1.4916, top1-acc=66.48%, top5-acc=88.81%, remaining_time=0:00:02.518440, arrival_time=2021-04-14 23:51:20.243400, cost_time=0:00:02.518433 2021-04-14 23:51:18,922 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.99ms, fps=2138 images/s, loss=1.4872, top1-acc=66.04%, top5-acc=88.75%, remaining_time=0:00:01.238730, arrival_time=2021-04-14 23:51:20.161453, cost_time=0:00:03.716198 2021-04-14 23:51:20,011 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=2131 images/s, loss=1.4916, top1-acc=66.13%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:20.011945, cost_time=0:00:04.805554 2021-04-14 23:51:20,697 INFO : Epoch=0121 complete, best val top1-acc=66.86%, top5-acc=89.61% (epoch=119), remaining_time=1:44:32.392467, arrival_time=2021-04-15 01:35:53.090278, cost_time=2:40:07.082074 2021-04-14 23:51:20,699 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 23:51:24,593 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.38ms, fps=657 images/s, loss=0.1440, top1-acc=95.94%, top5-acc=99.84%, remaining_time=0:01:12.425424, arrival_time=2021-04-14 23:52:37.018574, cost_time=0:00:03.893839 2021-04-14 23:51:28,339 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.1527, top1-acc=95.57%, top5-acc=99.82%, remaining_time=0:01:07.236400, arrival_time=2021-04-14 23:52:35.576238, cost_time=0:00:07.640506 2021-04-14 23:51:32,094 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1531, top1-acc=95.56%, top5-acc=99.87%, remaining_time=0:01:03.052610, arrival_time=2021-04-14 23:52:35.146980, cost_time=0:00:11.395049 2021-04-14 23:51:35,846 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.1514, top1-acc=95.60%, top5-acc=99.90%, remaining_time=0:00:59.073144, arrival_time=2021-04-14 23:52:34.919404, cost_time=0:00:15.146947 2021-04-14 23:51:39,597 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=2.60ms, fps=683 images/s, loss=0.1499, top1-acc=95.58%, top5-acc=99.91%, remaining_time=0:00:55.181430, arrival_time=2021-04-14 23:52:34.778573, cost_time=0:00:18.897738 2021-04-14 23:51:43,360 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.10ms, fps=680 images/s, loss=0.1505, top1-acc=95.61%, top5-acc=99.92%, remaining_time=0:00:51.365024, arrival_time=2021-04-14 23:52:34.725469, cost_time=0:00:22.661057 2021-04-14 23:51:47,111 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.1512, top1-acc=95.57%, top5-acc=99.93%, remaining_time=0:00:47.540682, arrival_time=2021-04-14 23:52:34.651603, cost_time=0:00:26.411499 2021-04-14 23:51:50,862 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.75ms, fps=683 images/s, loss=0.1531, top1-acc=95.57%, top5-acc=99.94%, remaining_time=0:00:43.736408, arrival_time=2021-04-14 23:52:34.598808, cost_time=0:00:30.163080 2021-04-14 23:51:54,619 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.1543, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:39.950234, arrival_time=2021-04-14 23:52:34.569671, cost_time=0:00:33.919992 2021-04-14 23:51:58,389 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.77ms, fps=679 images/s, loss=0.1541, top1-acc=95.56%, top5-acc=99.93%, remaining_time=0:00:36.182976, arrival_time=2021-04-14 23:52:34.572873, cost_time=0:00:37.690562 2021-04-14 23:52:02,148 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=3.07ms, fps=681 images/s, loss=0.1550, top1-acc=95.49%, top5-acc=99.93%, remaining_time=0:00:32.405230, arrival_time=2021-04-14 23:52:34.553150, cost_time=0:00:41.448565 2021-04-14 23:52:05,910 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=3.24ms, fps=681 images/s, loss=0.1571, top1-acc=95.43%, top5-acc=99.93%, remaining_time=0:00:28.633380, arrival_time=2021-04-14 23:52:34.543333, cost_time=0:00:45.210576 2021-04-14 23:52:09,665 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1566, top1-acc=95.45%, top5-acc=99.93%, remaining_time=0:00:24.859494, arrival_time=2021-04-14 23:52:34.524513, cost_time=0:00:48.965695 2021-04-14 23:52:13,434 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.72ms, fps=679 images/s, loss=0.1582, top1-acc=95.39%, top5-acc=99.93%, remaining_time=0:00:21.093800, arrival_time=2021-04-14 23:52:34.527779, cost_time=0:00:52.734487 2021-04-14 23:52:17,192 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.1581, top1-acc=95.40%, top5-acc=99.93%, remaining_time=0:00:17.324382, arrival_time=2021-04-14 23:52:34.516364, cost_time=0:00:56.492586 2021-04-14 23:52:20,952 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.1584, top1-acc=95.41%, top5-acc=99.92%, remaining_time=0:00:13.557060, arrival_time=2021-04-14 23:52:34.509926, cost_time=0:01:00.253534 2021-04-14 23:52:24,719 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=2.39ms, fps=680 images/s, loss=0.1603, top1-acc=95.32%, top5-acc=99.92%, remaining_time=0:00:09.791366, arrival_time=2021-04-14 23:52:34.511079, cost_time=0:01:04.020388 2021-04-14 23:52:28,476 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1611, top1-acc=95.29%, top5-acc=99.92%, remaining_time=0:00:06.024640, arrival_time=2021-04-14 23:52:34.501421, cost_time=0:01:07.777175 2021-04-14 23:52:32,230 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.1613, top1-acc=95.29%, top5-acc=99.91%, remaining_time=0:00:02.258868, arrival_time=2021-04-14 23:52:34.489141, cost_time=0:01:11.530892 2021-04-14 23:52:34,231 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.31ms, fps=680 images/s, loss=0.1612, top1-acc=95.29%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:34.231699, cost_time=0:01:13.532346 2021-04-14 23:52:35,601 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.39ms, fps=1871 images/s, loss=1.3855, top1-acc=67.73%, top5-acc=89.77%, remaining_time=0:00:04.103700, arrival_time=2021-04-14 23:52:39.705505, cost_time=0:00:01.367905 2021-04-14 23:52:36,801 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.45ms, fps=2136 images/s, loss=1.4002, top1-acc=67.01%, top5-acc=89.37%, remaining_time=0:00:02.567280, arrival_time=2021-04-14 23:52:39.368475, cost_time=0:00:02.567275 2021-04-14 23:52:37,998 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.82ms, fps=2139 images/s, loss=1.3783, top1-acc=67.33%, top5-acc=89.40%, remaining_time=0:00:01.254820, arrival_time=2021-04-14 23:52:39.253184, cost_time=0:00:03.764450 2021-04-14 23:52:39,087 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=1.27ms, fps=2131 images/s, loss=1.4069, top1-acc=67.11%, top5-acc=89.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:39.087465, cost_time=0:00:04.853699 2021-04-14 23:52:40,411 INFO : Epoch=0122 complete, best val top1-acc=67.11%, top5-acc=89.52% (epoch=122), remaining_time=1:43:13.197504, arrival_time=2021-04-15 01:35:53.609396, cost_time=2:41:26.796140 2021-04-14 23:52:40,413 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 23:52:44,330 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.55ms, fps=654 images/s, loss=0.1397, top1-acc=95.98%, top5-acc=99.92%, remaining_time=0:01:12.856572, arrival_time=2021-04-14 23:53:57.187095, cost_time=0:00:03.917020 2021-04-14 23:52:48,091 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.1535, top1-acc=95.53%, top5-acc=99.86%, remaining_time=0:01:07.564464, arrival_time=2021-04-14 23:53:55.655688, cost_time=0:00:07.677786 2021-04-14 23:52:51,850 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.1545, top1-acc=95.49%, top5-acc=99.86%, remaining_time=0:01:03.286836, arrival_time=2021-04-14 23:53:55.137686, cost_time=0:00:11.437374 2021-04-14 23:52:55,609 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.1529, top1-acc=95.52%, top5-acc=99.84%, remaining_time=0:00:59.264712, arrival_time=2021-04-14 23:53:54.874404, cost_time=0:00:15.196089 2021-04-14 23:52:59,362 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.1512, top1-acc=95.64%, top5-acc=99.87%, remaining_time=0:00:55.332248, arrival_time=2021-04-14 23:53:54.695079, cost_time=0:00:18.949404 2021-04-14 23:53:03,107 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.1486, top1-acc=95.73%, top5-acc=99.86%, remaining_time=0:00:51.438872, arrival_time=2021-04-14 23:53:54.545932, cost_time=0:00:22.693626 2021-04-14 23:53:06,868 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.51ms, fps=681 images/s, loss=0.1464, top1-acc=95.78%, top5-acc=99.88%, remaining_time=0:00:47.618802, arrival_time=2021-04-14 23:53:54.487193, cost_time=0:00:26.454897 2021-04-14 23:53:10,615 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.1449, top1-acc=95.86%, top5-acc=99.88%, remaining_time=0:00:43.792204, arrival_time=2021-04-14 23:53:54.407331, cost_time=0:00:30.201545 2021-04-14 23:53:14,377 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.1435, top1-acc=95.94%, top5-acc=99.89%, remaining_time=0:00:40.001750, arrival_time=2021-04-14 23:53:54.379021, cost_time=0:00:33.963707 2021-04-14 23:53:18,148 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=2.00ms, fps=679 images/s, loss=0.1434, top1-acc=95.93%, top5-acc=99.90%, remaining_time=0:00:36.225792, arrival_time=2021-04-14 23:53:54.374469, cost_time=0:00:37.735168 2021-04-14 23:53:21,906 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.1440, top1-acc=95.89%, top5-acc=99.90%, remaining_time=0:00:32.439974, arrival_time=2021-04-14 23:53:54.346399, cost_time=0:00:41.492981 2021-04-14 23:53:25,656 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.1435, top1-acc=95.91%, top5-acc=99.91%, remaining_time=0:00:28.653900, arrival_time=2021-04-14 23:53:54.310426, cost_time=0:00:45.243050 2021-04-14 23:53:29,412 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.1436, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:24.876126, arrival_time=2021-04-14 23:53:54.288084, cost_time=0:00:48.998478 2021-04-14 23:53:33,174 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=2.82ms, fps=680 images/s, loss=0.1432, top1-acc=95.93%, top5-acc=99.90%, remaining_time=0:00:21.104552, arrival_time=2021-04-14 23:53:54.279426, cost_time=0:00:52.761448 2021-04-14 23:53:36,929 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.1435, top1-acc=95.91%, top5-acc=99.90%, remaining_time=0:00:17.331558, arrival_time=2021-04-14 23:53:54.261014, cost_time=0:00:56.516023 2021-04-14 23:53:40,683 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.1448, top1-acc=95.89%, top5-acc=99.90%, remaining_time=0:00:13.560768, arrival_time=2021-04-14 23:53:54.244367, cost_time=0:01:00.270121 2021-04-14 23:53:44,444 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.61ms, fps=681 images/s, loss=0.1457, top1-acc=95.84%, top5-acc=99.90%, remaining_time=0:00:09.792952, arrival_time=2021-04-14 23:53:54.237174, cost_time=0:01:04.030785 2021-04-14 23:53:48,199 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.1477, top1-acc=95.79%, top5-acc=99.90%, remaining_time=0:00:06.025392, arrival_time=2021-04-14 23:53:54.224444, cost_time=0:01:07.785626 2021-04-14 23:53:51,956 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1500, top1-acc=95.69%, top5-acc=99.90%, remaining_time=0:00:02.259234, arrival_time=2021-04-14 23:53:54.215183, cost_time=0:01:11.542502 2021-04-14 23:53:53,960 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.50ms, fps=679 images/s, loss=0.1511, top1-acc=95.64%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:53.959980, cost_time=0:01:13.546544 2021-04-14 23:53:55,292 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.62ms, fps=1925 images/s, loss=1.5307, top1-acc=65.12%, top5-acc=87.89%, remaining_time=0:00:03.990360, arrival_time=2021-04-14 23:53:59.282630, cost_time=0:00:01.330121 2021-04-14 23:53:56,494 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.37ms, fps=2130 images/s, loss=1.4845, top1-acc=65.96%, top5-acc=88.44%, remaining_time=0:00:02.532700, arrival_time=2021-04-14 23:53:59.027549, cost_time=0:00:02.532708 2021-04-14 23:53:57,703 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.40ms, fps=2120 images/s, loss=1.4852, top1-acc=65.74%, top5-acc=88.58%, remaining_time=0:00:01.247020, arrival_time=2021-04-14 23:53:58.950238, cost_time=0:00:03.741075 2021-04-14 23:53:58,797 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=1.45ms, fps=2120 images/s, loss=1.4767, top1-acc=65.99%, top5-acc=88.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:58.797877, cost_time=0:00:04.835828 2021-04-14 23:53:59,621 INFO : Epoch=0123 complete, best val top1-acc=67.11%, top5-acc=89.52% (epoch=122), remaining_time=1:41:53.678109, arrival_time=2021-04-15 01:35:53.299200, cost_time=2:42:46.005310 2021-04-14 23:53:59,623 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 23:54:03,572 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=2.09ms, fps=648 images/s, loss=0.1622, top1-acc=95.31%, top5-acc=99.77%, remaining_time=0:01:13.441356, arrival_time=2021-04-14 23:55:17.013392, cost_time=0:00:03.948461 2021-04-14 23:54:07,324 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1544, top1-acc=95.72%, top5-acc=99.80%, remaining_time=0:01:07.765104, arrival_time=2021-04-14 23:55:15.089105, cost_time=0:00:07.700589 2021-04-14 23:54:11,081 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=3.35ms, fps=682 images/s, loss=0.1519, top1-acc=95.83%, top5-acc=99.82%, remaining_time=0:01:03.398388, arrival_time=2021-04-14 23:55:14.479380, cost_time=0:00:11.457536 2021-04-14 23:54:14,844 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.77ms, fps=680 images/s, loss=0.1480, top1-acc=95.94%, top5-acc=99.84%, remaining_time=0:00:59.361120, arrival_time=2021-04-14 23:55:14.205326, cost_time=0:00:15.220797 2021-04-14 23:54:18,605 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.45ms, fps=681 images/s, loss=0.1431, top1-acc=96.07%, top5-acc=99.87%, remaining_time=0:00:55.426418, arrival_time=2021-04-14 23:55:14.031461, cost_time=0:00:18.981627 2021-04-14 23:54:22,358 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.1446, top1-acc=95.93%, top5-acc=99.88%, remaining_time=0:00:51.532032, arrival_time=2021-04-14 23:55:13.890253, cost_time=0:00:22.734699 2021-04-14 23:54:26,117 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.1447, top1-acc=95.94%, top5-acc=99.89%, remaining_time=0:00:47.688984, arrival_time=2021-04-14 23:55:13.806297, cost_time=0:00:26.493905 2021-04-14 23:54:29,874 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.1433, top1-acc=95.96%, top5-acc=99.90%, remaining_time=0:00:43.864240, arrival_time=2021-04-14 23:55:13.738886, cost_time=0:00:30.251166 2021-04-14 23:54:33,629 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.1433, top1-acc=95.95%, top5-acc=99.90%, remaining_time=0:00:40.051146, arrival_time=2021-04-14 23:55:13.680273, cost_time=0:00:34.005713 2021-04-14 23:54:37,388 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=2.48ms, fps=681 images/s, loss=0.1430, top1-acc=95.95%, top5-acc=99.90%, remaining_time=0:00:36.254688, arrival_time=2021-04-14 23:55:13.643490, cost_time=0:00:37.765342 2021-04-14 23:54:41,145 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.1423, top1-acc=95.97%, top5-acc=99.90%, remaining_time=0:00:32.462420, arrival_time=2021-04-14 23:55:13.607611, cost_time=0:00:41.521732 2021-04-14 23:54:44,920 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=2.12ms, fps=678 images/s, loss=0.1414, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:28.688328, arrival_time=2021-04-14 23:55:13.609081, cost_time=0:00:45.297312 2021-04-14 23:54:48,676 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.1413, top1-acc=95.98%, top5-acc=99.90%, remaining_time=0:00:24.903714, arrival_time=2021-04-14 23:55:13.579956, cost_time=0:00:49.052817 2021-04-14 23:54:52,437 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.1423, top1-acc=95.95%, top5-acc=99.90%, remaining_time=0:00:21.125552, arrival_time=2021-04-14 23:55:13.562967, cost_time=0:00:52.813847 2021-04-14 23:54:56,194 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.1416, top1-acc=95.99%, top5-acc=99.89%, remaining_time=0:00:17.348440, arrival_time=2021-04-14 23:55:13.542886, cost_time=0:00:56.571031 2021-04-14 23:54:59,946 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.1413, top1-acc=96.00%, top5-acc=99.89%, remaining_time=0:00:13.572756, arrival_time=2021-04-14 23:55:13.519542, cost_time=0:01:00.323364 2021-04-14 23:55:03,712 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=2.84ms, fps=680 images/s, loss=0.1403, top1-acc=96.03%, top5-acc=99.89%, remaining_time=0:00:09.801792, arrival_time=2021-04-14 23:55:13.513774, cost_time=0:01:04.088572 2021-04-14 23:55:07,477 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=2.66ms, fps=680 images/s, loss=0.1399, top1-acc=96.04%, top5-acc=99.90%, remaining_time=0:00:06.031440, arrival_time=2021-04-14 23:55:13.508634, cost_time=0:01:07.853731 2021-04-14 23:55:11,227 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=2.86ms, fps=683 images/s, loss=0.1395, top1-acc=96.06%, top5-acc=99.89%, remaining_time=0:00:02.261172, arrival_time=2021-04-14 23:55:13.488415, cost_time=0:01:11.603724 2021-04-14 23:55:13,231 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.37ms, fps=679 images/s, loss=0.1392, top1-acc=96.06%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:13.230988, cost_time=0:01:13.607585 2021-04-14 23:55:14,542 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.23ms, fps=1955 images/s, loss=1.3560, top1-acc=67.77%, top5-acc=89.61%, remaining_time=0:00:03.928590, arrival_time=2021-04-14 23:55:18.471452, cost_time=0:00:01.309529 2021-04-14 23:55:15,744 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.68ms, fps=2132 images/s, loss=1.3693, top1-acc=67.71%, top5-acc=89.59%, remaining_time=0:00:02.511020, arrival_time=2021-04-14 23:55:18.255319, cost_time=0:00:02.511017 2021-04-14 23:55:16,940 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.52ms, fps=2141 images/s, loss=1.3691, top1-acc=67.88%, top5-acc=89.36%, remaining_time=0:00:01.235790, arrival_time=2021-04-14 23:55:18.176505, cost_time=0:00:03.707383 2021-04-14 23:55:18,033 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=1.23ms, fps=2125 images/s, loss=1.3565, top1-acc=68.01%, top5-acc=89.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:18.033044, cost_time=0:00:04.799935 2021-04-14 23:55:19,522 INFO : Epoch=0124 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:40:34.587720, arrival_time=2021-04-15 01:35:54.109796, cost_time=2:44:05.906330 2021-04-14 23:55:19,523 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 23:55:23,435 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.03ms, fps=655 images/s, loss=0.1287, top1-acc=96.37%, top5-acc=99.80%, remaining_time=0:01:12.751110, arrival_time=2021-04-14 23:56:36.186194, cost_time=0:00:03.911347 2021-04-14 23:55:27,186 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.1235, top1-acc=96.29%, top5-acc=99.90%, remaining_time=0:01:07.428064, arrival_time=2021-04-14 23:56:34.614043, cost_time=0:00:07.662285 2021-04-14 23:55:30,938 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.1227, top1-acc=96.41%, top5-acc=99.93%, remaining_time=0:01:03.158352, arrival_time=2021-04-14 23:56:34.096275, cost_time=0:00:11.414163 2021-04-14 23:55:34,685 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.1189, top1-acc=96.61%, top5-acc=99.94%, remaining_time=0:00:59.132268, arrival_time=2021-04-14 23:56:33.818073, cost_time=0:00:15.162125 2021-04-14 23:55:38,448 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.1149, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:55.258518, arrival_time=2021-04-14 23:56:33.706459, cost_time=0:00:18.924170 2021-04-14 23:55:42,196 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.80ms, fps=683 images/s, loss=0.1135, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:51.391272, arrival_time=2021-04-14 23:56:33.587571, cost_time=0:00:22.672593 2021-04-14 23:55:45,946 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=2.31ms, fps=683 images/s, loss=0.1136, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:47.560968, arrival_time=2021-04-14 23:56:33.507552, cost_time=0:00:26.422778 2021-04-14 23:55:49,703 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=3.13ms, fps=682 images/s, loss=0.1146, top1-acc=96.78%, top5-acc=99.95%, remaining_time=0:00:43.760768, arrival_time=2021-04-14 23:56:33.464343, cost_time=0:00:30.179870 2021-04-14 23:55:53,452 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=2.45ms, fps=683 images/s, loss=0.1164, top1-acc=96.78%, top5-acc=99.95%, remaining_time=0:00:39.960198, arrival_time=2021-04-14 23:56:33.412590, cost_time=0:00:33.928460 2021-04-14 23:55:57,220 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=0.1168, top1-acc=96.75%, top5-acc=99.95%, remaining_time=0:00:36.188256, arrival_time=2021-04-14 23:56:33.408163, cost_time=0:00:37.696103 2021-04-14 23:56:00,970 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1187, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:32.404026, arrival_time=2021-04-14 23:56:33.374699, cost_time=0:00:41.446971 2021-04-14 23:56:04,724 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.1210, top1-acc=96.62%, top5-acc=99.94%, remaining_time=0:00:28.626844, arrival_time=2021-04-14 23:56:33.350828, cost_time=0:00:45.200285 2021-04-14 23:56:08,474 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1224, top1-acc=96.57%, top5-acc=99.94%, remaining_time=0:00:24.851970, arrival_time=2021-04-14 23:56:33.326560, cost_time=0:00:48.950881 2021-04-14 23:56:12,230 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=3.77ms, fps=682 images/s, loss=0.1241, top1-acc=96.52%, top5-acc=99.94%, remaining_time=0:00:21.082488, arrival_time=2021-04-14 23:56:33.312423, cost_time=0:00:52.706193 2021-04-14 23:56:15,988 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.1253, top1-acc=96.47%, top5-acc=99.94%, remaining_time=0:00:17.315734, arrival_time=2021-04-14 23:56:33.303896, cost_time=0:00:56.464296 2021-04-14 23:56:19,744 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.1266, top1-acc=96.43%, top5-acc=99.94%, remaining_time=0:00:13.549716, arrival_time=2021-04-14 23:56:33.294417, cost_time=0:01:00.220981 2021-04-14 23:56:23,493 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.70ms, fps=683 images/s, loss=0.1286, top1-acc=96.37%, top5-acc=99.92%, remaining_time=0:00:09.783670, arrival_time=2021-04-14 23:56:33.277441, cost_time=0:01:03.970067 2021-04-14 23:56:27,244 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.1301, top1-acc=96.33%, top5-acc=99.92%, remaining_time=0:00:06.019616, arrival_time=2021-04-14 23:56:33.264226, cost_time=0:01:07.720746 2021-04-14 23:56:30,997 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.1312, top1-acc=96.30%, top5-acc=99.93%, remaining_time=0:00:02.257062, arrival_time=2021-04-14 23:56:33.254387, cost_time=0:01:11.473573 2021-04-14 23:56:33,000 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.36ms, fps=679 images/s, loss=0.1326, top1-acc=96.25%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:33.000643, cost_time=0:01:13.476955 2021-04-14 23:56:34,352 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=2.23ms, fps=1896 images/s, loss=1.4438, top1-acc=66.13%, top5-acc=88.87%, remaining_time=0:00:04.050240, arrival_time=2021-04-14 23:56:38.403039, cost_time=0:00:01.350076 2021-04-14 23:56:35,546 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.56ms, fps=2145 images/s, loss=1.4463, top1-acc=66.33%, top5-acc=88.96%, remaining_time=0:00:02.544180, arrival_time=2021-04-14 23:56:38.090995, cost_time=0:00:02.544178 2021-04-14 23:56:36,749 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.43ms, fps=2130 images/s, loss=1.4381, top1-acc=66.52%, top5-acc=89.08%, remaining_time=0:00:01.248810, arrival_time=2021-04-14 23:56:37.998025, cost_time=0:00:03.746427 2021-04-14 23:56:37,842 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.11ms, fps=2123 images/s, loss=1.4308, top1-acc=66.77%, top5-acc=89.16%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:37.842809, cost_time=0:00:04.840206 2021-04-14 23:56:38,570 INFO : Epoch=0125 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:39:14.972400, arrival_time=2021-04-15 01:35:53.542535, cost_time=2:45:24.954031 2021-04-14 23:56:38,572 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 23:56:42,494 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=2.03ms, fps=653 images/s, loss=0.1286, top1-acc=96.21%, top5-acc=99.96%, remaining_time=0:01:12.945108, arrival_time=2021-04-14 23:57:55.439650, cost_time=0:00:03.921781 2021-04-14 23:56:46,244 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.1301, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:01:07.514656, arrival_time=2021-04-14 23:57:53.759439, cost_time=0:00:07.672130 2021-04-14 23:56:50,002 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=5.24ms, fps=681 images/s, loss=0.1323, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:01:03.244008, arrival_time=2021-04-14 23:57:53.246289, cost_time=0:00:11.429655 2021-04-14 23:56:53,761 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1322, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:59.234448, arrival_time=2021-04-14 23:57:52.995376, cost_time=0:00:15.188304 2021-04-14 23:56:57,518 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.1340, top1-acc=96.05%, top5-acc=99.94%, remaining_time=0:00:55.317210, arrival_time=2021-04-14 23:57:52.834965, cost_time=0:00:18.944274 2021-04-14 23:57:01,286 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.88ms, fps=679 images/s, loss=0.1329, top1-acc=96.07%, top5-acc=99.94%, remaining_time=0:00:51.485112, arrival_time=2021-04-14 23:57:52.771741, cost_time=0:00:22.714003 2021-04-14 23:57:05,036 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.35ms, fps=683 images/s, loss=0.1306, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:47.634678, arrival_time=2021-04-14 23:57:52.671063, cost_time=0:00:26.463702 2021-04-14 23:57:08,800 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.1292, top1-acc=96.25%, top5-acc=99.95%, remaining_time=0:00:43.829324, arrival_time=2021-04-14 23:57:52.629220, cost_time=0:00:30.227131 2021-04-14 23:57:12,553 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.1284, top1-acc=96.29%, top5-acc=99.95%, remaining_time=0:00:40.021784, arrival_time=2021-04-14 23:57:52.575124, cost_time=0:00:33.980715 2021-04-14 23:57:16,307 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.26ms, fps=682 images/s, loss=0.1267, top1-acc=96.32%, top5-acc=99.95%, remaining_time=0:00:36.225696, arrival_time=2021-04-14 23:57:52.533505, cost_time=0:00:37.735126 2021-04-14 23:57:20,071 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.80ms, fps=680 images/s, loss=0.1271, top1-acc=96.32%, top5-acc=99.95%, remaining_time=0:00:32.444618, arrival_time=2021-04-14 23:57:52.516172, cost_time=0:00:41.498945 2021-04-14 23:57:23,837 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=0.1260, top1-acc=96.36%, top5-acc=99.94%, remaining_time=0:00:28.667580, arrival_time=2021-04-14 23:57:52.504753, cost_time=0:00:45.264547 2021-04-14 23:57:27,591 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.1264, top1-acc=96.38%, top5-acc=99.94%, remaining_time=0:00:24.886158, arrival_time=2021-04-14 23:57:52.477146, cost_time=0:00:49.018248 2021-04-14 23:57:31,359 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.31ms, fps=679 images/s, loss=0.1269, top1-acc=96.37%, top5-acc=99.94%, remaining_time=0:00:21.114688, arrival_time=2021-04-14 23:57:52.474076, cost_time=0:00:52.786778 2021-04-14 23:57:35,121 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.1272, top1-acc=96.36%, top5-acc=99.95%, remaining_time=0:00:17.341540, arrival_time=2021-04-14 23:57:52.462742, cost_time=0:00:56.548571 2021-04-14 23:57:38,882 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=2.20ms, fps=681 images/s, loss=0.1283, top1-acc=96.33%, top5-acc=99.94%, remaining_time=0:00:13.569696, arrival_time=2021-04-14 23:57:52.452128, cost_time=0:01:00.309736 2021-04-14 23:57:42,634 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.1299, top1-acc=96.28%, top5-acc=99.94%, remaining_time=0:00:09.797684, arrival_time=2021-04-14 23:57:52.432047, cost_time=0:01:04.061742 2021-04-14 23:57:46,386 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=2.41ms, fps=682 images/s, loss=0.1312, top1-acc=96.21%, top5-acc=99.94%, remaining_time=0:00:06.027888, arrival_time=2021-04-14 23:57:52.414317, cost_time=0:01:07.813792 2021-04-14 23:57:50,148 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=2.33ms, fps=681 images/s, loss=0.1325, top1-acc=96.18%, top5-acc=99.93%, remaining_time=0:00:02.260278, arrival_time=2021-04-14 23:57:52.408392, cost_time=0:01:11.575433 2021-04-14 23:57:52,148 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.1333, top1-acc=96.15%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:52.148571, cost_time=0:01:13.575908 2021-04-14 23:57:53,483 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.47ms, fps=1921 images/s, loss=1.5008, top1-acc=66.87%, top5-acc=88.52%, remaining_time=0:00:03.997440, arrival_time=2021-04-14 23:57:57.480710, cost_time=0:00:01.332475 2021-04-14 23:57:54,682 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.42ms, fps=2137 images/s, loss=1.4616, top1-acc=67.17%, top5-acc=88.75%, remaining_time=0:00:02.531260, arrival_time=2021-04-14 23:57:57.213442, cost_time=0:00:02.531255 2021-04-14 23:57:55,882 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.89ms, fps=2134 images/s, loss=1.4738, top1-acc=67.27%, top5-acc=88.83%, remaining_time=0:00:01.243830, arrival_time=2021-04-14 23:57:57.126041, cost_time=0:00:03.731497 2021-04-14 23:57:56,979 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.13ms, fps=2115 images/s, loss=1.5064, top1-acc=67.05%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:56.979489, cost_time=0:00:04.828678 2021-04-14 23:57:57,767 INFO : Epoch=0126 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:37:55.453924, arrival_time=2021-04-15 01:35:53.220991, cost_time=2:46:44.151321 2021-04-14 23:57:57,768 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 23:58:01,677 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=2.21ms, fps=655 images/s, loss=0.1098, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:01:12.692892, arrival_time=2021-04-14 23:59:14.369840, cost_time=0:00:03.908220 2021-04-14 23:58:05,425 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1146, top1-acc=96.99%, top5-acc=99.90%, remaining_time=0:01:07.378080, arrival_time=2021-04-14 23:59:12.803474, cost_time=0:00:07.656602 2021-04-14 23:58:09,184 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.1196, top1-acc=96.76%, top5-acc=99.91%, remaining_time=0:01:03.167980, arrival_time=2021-04-14 23:59:12.352611, cost_time=0:00:11.415886 2021-04-14 23:58:12,948 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.1200, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:00:59.200284, arrival_time=2021-04-14 23:59:12.148592, cost_time=0:00:15.179543 2021-04-14 23:58:16,704 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1215, top1-acc=96.64%, top5-acc=99.93%, remaining_time=0:00:55.293266, arrival_time=2021-04-14 23:59:11.998039, cost_time=0:00:18.936049 2021-04-14 23:58:20,460 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.1213, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:51.434112, arrival_time=2021-04-14 23:59:11.894419, cost_time=0:00:22.691532 2021-04-14 23:58:24,212 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.1228, top1-acc=96.58%, top5-acc=99.93%, remaining_time=0:00:47.599398, arrival_time=2021-04-14 23:59:11.812260, cost_time=0:00:26.444128 2021-04-14 23:58:27,977 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=2.09ms, fps=680 images/s, loss=0.1255, top1-acc=96.47%, top5-acc=99.94%, remaining_time=0:00:43.802760, arrival_time=2021-04-14 23:59:11.780436, cost_time=0:00:30.208827 2021-04-14 23:58:31,739 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.1251, top1-acc=96.46%, top5-acc=99.94%, remaining_time=0:00:40.009700, arrival_time=2021-04-14 23:59:11.748912, cost_time=0:00:33.970497 2021-04-14 23:58:35,496 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.1248, top1-acc=96.48%, top5-acc=99.93%, remaining_time=0:00:36.218880, arrival_time=2021-04-14 23:59:11.715651, cost_time=0:00:37.728037 2021-04-14 23:58:39,255 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.1250, top1-acc=96.47%, top5-acc=99.94%, remaining_time=0:00:32.435158, arrival_time=2021-04-14 23:59:11.690839, cost_time=0:00:41.486856 2021-04-14 23:58:43,016 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.47ms, fps=681 images/s, loss=0.1232, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:28.656636, arrival_time=2021-04-14 23:59:11.672656, cost_time=0:00:45.247290 2021-04-14 23:58:46,776 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.1244, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:24.880878, arrival_time=2021-04-14 23:59:11.657449, cost_time=0:00:49.007833 2021-04-14 23:58:50,541 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.83ms, fps=680 images/s, loss=0.1248, top1-acc=96.49%, top5-acc=99.94%, remaining_time=0:00:21.109032, arrival_time=2021-04-14 23:59:11.650507, cost_time=0:00:52.772601 2021-04-14 23:58:54,301 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.1247, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:17.336618, arrival_time=2021-04-14 23:59:11.637842, cost_time=0:00:56.532431 2021-04-14 23:58:58,051 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.18ms, fps=683 images/s, loss=0.1246, top1-acc=96.49%, top5-acc=99.94%, remaining_time=0:00:13.563576, arrival_time=2021-04-14 23:59:11.614845, cost_time=0:01:00.282547 2021-04-14 23:59:01,814 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=2.68ms, fps=680 images/s, loss=0.1251, top1-acc=96.46%, top5-acc=99.94%, remaining_time=0:00:09.795214, arrival_time=2021-04-14 23:59:11.609555, cost_time=0:01:04.045610 2021-04-14 23:59:05,579 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.1255, top1-acc=96.45%, top5-acc=99.93%, remaining_time=0:00:06.027584, arrival_time=2021-04-14 23:59:11.606814, cost_time=0:01:07.810374 2021-04-14 23:59:09,332 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.1268, top1-acc=96.42%, top5-acc=99.92%, remaining_time=0:00:02.259894, arrival_time=2021-04-14 23:59:11.591888, cost_time=0:01:11.563259 2021-04-14 23:59:11,334 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.46ms, fps=679 images/s, loss=0.1269, top1-acc=96.44%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:11.334486, cost_time=0:01:13.565772 2021-04-14 23:59:12,665 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.54ms, fps=1927 images/s, loss=1.4563, top1-acc=67.07%, top5-acc=89.69%, remaining_time=0:00:03.985080, arrival_time=2021-04-14 23:59:16.650083, cost_time=0:00:01.328358 2021-04-14 23:59:13,860 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.88ms, fps=2143 images/s, loss=1.4529, top1-acc=67.38%, top5-acc=89.69%, remaining_time=0:00:02.523720, arrival_time=2021-04-14 23:59:16.384080, cost_time=0:00:02.523726 2021-04-14 23:59:15,051 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.48ms, fps=2150 images/s, loss=1.4751, top1-acc=66.76%, top5-acc=89.28%, remaining_time=0:00:01.238290, arrival_time=2021-04-14 23:59:16.289702, cost_time=0:00:03.714884 2021-04-14 23:59:16,153 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=2.58ms, fps=2107 images/s, loss=1.4608, top1-acc=67.21%, top5-acc=89.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:16.152922, cost_time=0:00:04.816204 2021-04-14 23:59:16,877 INFO : Epoch=0127 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:36:35.890772, arrival_time=2021-04-15 01:35:52.768470, cost_time=2:48:03.261971 2021-04-14 23:59:16,878 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 23:59:20,781 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.53ms, fps=656 images/s, loss=0.1196, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:01:12.589662, arrival_time=2021-04-15 00:00:33.371497, cost_time=0:00:03.902672 2021-04-14 23:59:24,531 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.1199, top1-acc=96.50%, top5-acc=99.90%, remaining_time=0:01:07.340064, arrival_time=2021-04-15 00:00:31.871570, cost_time=0:00:07.652270 2021-04-14 23:59:28,278 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1208, top1-acc=96.59%, top5-acc=99.90%, remaining_time=0:01:03.077178, arrival_time=2021-04-15 00:00:31.355953, cost_time=0:00:11.399493 2021-04-14 23:59:32,039 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.1169, top1-acc=96.68%, top5-acc=99.91%, remaining_time=0:00:59.126496, arrival_time=2021-04-15 00:00:31.166231, cost_time=0:00:15.160634 2021-04-14 23:59:35,792 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.61ms, fps=682 images/s, loss=0.1188, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:55.226252, arrival_time=2021-04-15 00:00:31.018510, cost_time=0:00:18.913076 2021-04-14 23:59:39,555 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=2.24ms, fps=680 images/s, loss=0.1191, top1-acc=96.65%, top5-acc=99.92%, remaining_time=0:00:51.399024, arrival_time=2021-04-15 00:00:30.954185, cost_time=0:00:22.676035 2021-04-14 23:59:43,305 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=2.50ms, fps=683 images/s, loss=0.1173, top1-acc=96.68%, top5-acc=99.93%, remaining_time=0:00:47.568024, arrival_time=2021-04-15 00:00:30.873883, cost_time=0:00:26.426660 2021-04-14 23:59:47,061 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1172, top1-acc=96.73%, top5-acc=99.92%, remaining_time=0:00:43.764596, arrival_time=2021-04-15 00:00:30.826328, cost_time=0:00:30.182472 2021-04-14 23:59:50,817 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=2.43ms, fps=682 images/s, loss=0.1192, top1-acc=96.65%, top5-acc=99.91%, remaining_time=0:00:39.972176, arrival_time=2021-04-15 00:00:30.789962, cost_time=0:00:33.938608 2021-04-14 23:59:54,568 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.1210, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:36.181824, arrival_time=2021-04-15 00:00:30.750391, cost_time=0:00:37.689441 2021-04-14 23:59:58,326 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=3.81ms, fps=681 images/s, loss=0.1219, top1-acc=96.60%, top5-acc=99.91%, remaining_time=0:00:32.403940, arrival_time=2021-04-15 00:00:30.730008, cost_time=0:00:41.446898 2021-04-15 00:00:02,091 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=3.56ms, fps=680 images/s, loss=0.1220, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:28.634672, arrival_time=2021-04-15 00:00:30.726460, cost_time=0:00:45.212624 2021-04-15 00:00:05,848 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.28ms, fps=682 images/s, loss=0.1227, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:24.861474, arrival_time=2021-04-15 00:00:30.710186, cost_time=0:00:48.969592 2021-04-15 00:00:09,610 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.1231, top1-acc=96.60%, top5-acc=99.92%, remaining_time=0:00:21.092400, arrival_time=2021-04-15 00:00:30.702543, cost_time=0:00:52.730973 2021-04-15 00:00:13,360 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.1236, top1-acc=96.56%, top5-acc=99.92%, remaining_time=0:00:17.320794, arrival_time=2021-04-15 00:00:30.680938, cost_time=0:00:56.480907 2021-04-15 00:00:17,107 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.1231, top1-acc=96.58%, top5-acc=99.93%, remaining_time=0:00:13.551372, arrival_time=2021-04-15 00:00:30.658778, cost_time=0:01:00.228279 2021-04-15 00:00:20,855 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1234, top1-acc=96.57%, top5-acc=99.93%, remaining_time=0:00:09.784658, arrival_time=2021-04-15 00:00:30.640451, cost_time=0:01:03.976679 2021-04-15 00:00:24,611 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.1231, top1-acc=96.60%, top5-acc=99.93%, remaining_time=0:00:06.020592, arrival_time=2021-04-15 00:00:30.631489, cost_time=0:01:07.731638 2021-04-15 00:00:28,362 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.1226, top1-acc=96.63%, top5-acc=99.93%, remaining_time=0:00:02.257368, arrival_time=2021-04-15 00:00:30.619833, cost_time=0:01:11.483286 2021-04-15 00:00:30,366 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.34ms, fps=679 images/s, loss=0.1225, top1-acc=96.65%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:30.366309, cost_time=0:01:13.487204 2021-04-15 00:00:31,693 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.42ms, fps=1932 images/s, loss=1.4172, top1-acc=67.58%, top5-acc=90.08%, remaining_time=0:00:03.975450, arrival_time=2021-04-15 00:00:35.668941, cost_time=0:00:01.325152 2021-04-15 00:00:32,890 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.54ms, fps=2141 images/s, loss=1.4608, top1-acc=67.21%, top5-acc=89.51%, remaining_time=0:00:02.521760, arrival_time=2021-04-15 00:00:35.411845, cost_time=0:00:02.521752 2021-04-15 00:00:34,083 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=2.07ms, fps=2147 images/s, loss=1.4626, top1-acc=67.16%, top5-acc=89.13%, remaining_time=0:00:01.238320, arrival_time=2021-04-15 00:00:35.321688, cost_time=0:00:03.714971 2021-04-15 00:00:35,172 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=1.36ms, fps=2132 images/s, loss=1.4350, top1-acc=67.45%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:35.171967, cost_time=0:00:04.803755 2021-04-15 00:00:35,950 INFO : Epoch=0128 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:35:16.313064, arrival_time=2021-04-15 01:35:52.263211, cost_time=2:49:22.334356 2021-04-15 00:00:35,952 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 00:00:39,863 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=3.05ms, fps=655 images/s, loss=0.1251, top1-acc=96.80%, top5-acc=99.92%, remaining_time=0:01:12.747204, arrival_time=2021-04-15 00:01:52.610839, cost_time=0:00:03.911136 2021-04-15 00:00:43,621 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.1209, top1-acc=96.89%, top5-acc=99.94%, remaining_time=0:01:07.484384, arrival_time=2021-04-15 00:01:51.105494, cost_time=0:00:07.668686 2021-04-15 00:00:47,377 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.1163, top1-acc=96.91%, top5-acc=99.92%, remaining_time=0:01:03.216618, arrival_time=2021-04-15 00:01:50.593869, cost_time=0:00:11.424702 2021-04-15 00:00:51,132 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.82ms, fps=682 images/s, loss=0.1156, top1-acc=96.92%, top5-acc=99.92%, remaining_time=0:00:59.201220, arrival_time=2021-04-15 00:01:50.333776, cost_time=0:00:15.179798 2021-04-15 00:00:54,891 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.1118, top1-acc=97.05%, top5-acc=99.93%, remaining_time=0:00:55.302464, arrival_time=2021-04-15 00:01:50.194100, cost_time=0:00:18.939207 2021-04-15 00:00:58,653 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.1106, top1-acc=97.09%, top5-acc=99.94%, remaining_time=0:00:51.456008, arrival_time=2021-04-15 00:01:50.109631, cost_time=0:00:22.701187 2021-04-15 00:01:02,417 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.88ms, fps=680 images/s, loss=0.1103, top1-acc=97.03%, top5-acc=99.95%, remaining_time=0:00:47.635938, arrival_time=2021-04-15 00:01:50.052943, cost_time=0:00:26.464436 2021-04-15 00:01:06,174 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.1083, top1-acc=97.09%, top5-acc=99.95%, remaining_time=0:00:43.822016, arrival_time=2021-04-15 00:01:49.996537, cost_time=0:00:30.222089 2021-04-15 00:01:09,931 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=2.52ms, fps=682 images/s, loss=0.1079, top1-acc=97.11%, top5-acc=99.95%, remaining_time=0:00:40.019664, arrival_time=2021-04-15 00:01:49.951152, cost_time=0:00:33.978996 2021-04-15 00:01:13,692 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.1087, top1-acc=97.09%, top5-acc=99.96%, remaining_time=0:00:36.229920, arrival_time=2021-04-15 00:01:49.921875, cost_time=0:00:37.739495 2021-04-15 00:01:17,445 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.1084, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:00:32.440232, arrival_time=2021-04-15 00:01:49.886009, cost_time=0:00:41.493305 2021-04-15 00:01:21,202 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.1092, top1-acc=97.07%, top5-acc=99.96%, remaining_time=0:00:28.658004, arrival_time=2021-04-15 00:01:49.859953, cost_time=0:00:45.249490 2021-04-15 00:01:24,958 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=4.51ms, fps=682 images/s, loss=0.1110, top1-acc=96.99%, top5-acc=99.96%, remaining_time=0:00:24.879690, arrival_time=2021-04-15 00:01:49.837614, cost_time=0:00:49.005488 2021-04-15 00:01:28,716 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.1103, top1-acc=96.99%, top5-acc=99.96%, remaining_time=0:00:21.105504, arrival_time=2021-04-15 00:01:49.821932, cost_time=0:00:52.763772 2021-04-15 00:01:32,469 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.1107, top1-acc=96.98%, top5-acc=99.96%, remaining_time=0:00:17.331926, arrival_time=2021-04-15 00:01:49.801561, cost_time=0:00:56.517195 2021-04-15 00:01:36,223 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.1118, top1-acc=96.93%, top5-acc=99.96%, remaining_time=0:00:13.561056, arrival_time=2021-04-15 00:01:49.784820, cost_time=0:01:00.271334 2021-04-15 00:01:39,981 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.58ms, fps=681 images/s, loss=0.1126, top1-acc=96.91%, top5-acc=99.95%, remaining_time=0:00:09.792614, arrival_time=2021-04-15 00:01:49.773664, cost_time=0:01:04.028613 2021-04-15 00:01:43,750 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.51ms, fps=679 images/s, loss=0.1134, top1-acc=96.88%, top5-acc=99.95%, remaining_time=0:00:06.026512, arrival_time=2021-04-15 00:01:49.777235, cost_time=0:01:07.798294 2021-04-15 00:01:47,504 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.1138, top1-acc=96.87%, top5-acc=99.94%, remaining_time=0:00:02.259534, arrival_time=2021-04-15 00:01:49.763869, cost_time=0:01:11.551893 2021-04-15 00:01:49,509 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.75ms, fps=679 images/s, loss=0.1142, top1-acc=96.86%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:49.509019, cost_time=0:01:13.556485 2021-04-15 00:01:50,837 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.25ms, fps=1931 images/s, loss=1.3822, top1-acc=67.19%, top5-acc=90.00%, remaining_time=0:00:03.976290, arrival_time=2021-04-15 00:01:54.813784, cost_time=0:00:01.325431 2021-04-15 00:01:52,030 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.86ms, fps=2147 images/s, loss=1.3972, top1-acc=66.93%, top5-acc=89.80%, remaining_time=0:00:02.518260, arrival_time=2021-04-15 00:01:54.548608, cost_time=0:00:02.518269 2021-04-15 00:01:53,223 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.76ms, fps=2147 images/s, loss=1.4031, top1-acc=67.28%, top5-acc=89.57%, remaining_time=0:00:01.237040, arrival_time=2021-04-15 00:01:54.460233, cost_time=0:00:03.711111 2021-04-15 00:01:54,309 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=1.41ms, fps=2137 images/s, loss=1.4142, top1-acc=67.41%, top5-acc=89.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:54.309423, cost_time=0:00:04.797481 2021-04-15 00:01:55,019 INFO : Epoch=0129 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:33:56.741759, arrival_time=2021-04-15 01:35:51.761507, cost_time=2:50:41.404010 2021-04-15 00:01:55,021 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 00:01:58,956 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.78ms, fps=651 images/s, loss=0.1181, top1-acc=96.87%, top5-acc=100.00%, remaining_time=0:01:13.186536, arrival_time=2021-04-15 00:03:12.142715, cost_time=0:00:03.934764 2021-04-15 00:02:02,715 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.1116, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:01:07.705792, arrival_time=2021-04-15 00:03:10.420944, cost_time=0:00:07.693838 2021-04-15 00:02:06,464 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.1107, top1-acc=97.08%, top5-acc=99.96%, remaining_time=0:01:03.320202, arrival_time=2021-04-15 00:03:09.784914, cost_time=0:00:11.443410 2021-04-15 00:02:10,215 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.1101, top1-acc=97.04%, top5-acc=99.97%, remaining_time=0:00:59.257380, arrival_time=2021-04-15 00:03:09.472859, cost_time=0:00:15.194191 2021-04-15 00:02:13,967 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.1084, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:55.324072, arrival_time=2021-04-15 00:03:09.291946, cost_time=0:00:18.946586 2021-04-15 00:02:17,719 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.1079, top1-acc=97.09%, top5-acc=99.97%, remaining_time=0:00:51.448256, arrival_time=2021-04-15 00:03:09.167294, cost_time=0:00:22.697752 2021-04-15 00:02:21,472 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.1100, top1-acc=97.03%, top5-acc=99.95%, remaining_time=0:00:47.611242, arrival_time=2021-04-15 00:03:09.083365, cost_time=0:00:26.450710 2021-04-15 00:02:25,227 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=2.32ms, fps=682 images/s, loss=0.1093, top1-acc=97.06%, top5-acc=99.94%, remaining_time=0:00:43.798120, arrival_time=2021-04-15 00:03:09.025033, cost_time=0:00:30.205632 2021-04-15 00:02:28,982 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.50ms, fps=682 images/s, loss=0.1089, top1-acc=97.07%, top5-acc=99.95%, remaining_time=0:00:39.998464, arrival_time=2021-04-15 00:03:08.980722, cost_time=0:00:33.960977 2021-04-15 00:02:32,736 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.1085, top1-acc=97.08%, top5-acc=99.95%, remaining_time=0:00:36.206208, arrival_time=2021-04-15 00:03:08.942405, cost_time=0:00:37.714765 2021-04-15 00:02:36,486 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.1077, top1-acc=97.11%, top5-acc=99.95%, remaining_time=0:00:32.417958, arrival_time=2021-04-15 00:03:08.904071, cost_time=0:00:41.464838 2021-04-15 00:02:40,244 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.1077, top1-acc=97.09%, top5-acc=99.96%, remaining_time=0:00:28.641360, arrival_time=2021-04-15 00:03:08.885989, cost_time=0:00:45.223232 2021-04-15 00:02:43,996 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.1078, top1-acc=97.08%, top5-acc=99.96%, remaining_time=0:00:24.864048, arrival_time=2021-04-15 00:03:08.859996, cost_time=0:00:48.974621 2021-04-15 00:02:47,747 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.1089, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:21.090272, arrival_time=2021-04-15 00:03:08.837185, cost_time=0:00:52.725632 2021-04-15 00:02:51,498 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.1091, top1-acc=97.01%, top5-acc=99.96%, remaining_time=0:00:17.319736, arrival_time=2021-04-15 00:03:08.818406, cost_time=0:00:56.477377 2021-04-15 00:02:55,251 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.1108, top1-acc=96.96%, top5-acc=99.96%, remaining_time=0:00:13.551660, arrival_time=2021-04-15 00:03:08.802738, cost_time=0:01:00.229661 2021-04-15 00:02:58,998 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.1116, top1-acc=96.91%, top5-acc=99.96%, remaining_time=0:00:09.784710, arrival_time=2021-04-15 00:03:08.782966, cost_time=0:01:03.976969 2021-04-15 00:03:02,745 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=2.54ms, fps=683 images/s, loss=0.1121, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:06.019872, arrival_time=2021-04-15 00:03:08.764824, cost_time=0:01:07.723633 2021-04-15 00:03:06,500 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.1123, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:02.257230, arrival_time=2021-04-15 00:03:08.757384, cost_time=0:01:11.478866 2021-04-15 00:03:08,505 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=2.28ms, fps=679 images/s, loss=0.1129, top1-acc=96.86%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:08.505160, cost_time=0:01:13.483852 2021-04-15 00:03:09,816 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.21ms, fps=1955 images/s, loss=1.4161, top1-acc=67.50%, top5-acc=89.02%, remaining_time=0:00:03.928200, arrival_time=2021-04-15 00:03:13.744902, cost_time=0:00:01.309404 2021-04-15 00:03:11,013 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.38ms, fps=2141 images/s, loss=1.4077, top1-acc=67.50%, top5-acc=89.57%, remaining_time=0:00:02.505580, arrival_time=2021-04-15 00:03:13.518510, cost_time=0:00:02.505574 2021-04-15 00:03:12,206 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.64ms, fps=2145 images/s, loss=1.4123, top1-acc=67.33%, top5-acc=89.24%, remaining_time=0:00:01.233120, arrival_time=2021-04-15 00:03:13.439942, cost_time=0:00:03.699364 2021-04-15 00:03:13,303 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.12ms, fps=2118 images/s, loss=1.4046, top1-acc=67.19%, top5-acc=89.04%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:13.302953, cost_time=0:00:04.795512 2021-04-15 00:03:14,078 INFO : Epoch=0130 complete, best val top1-acc=68.01%, top5-acc=89.38% (epoch=124), remaining_time=1:32:37.172460, arrival_time=2021-04-15 01:35:51.251305, cost_time=2:52:00.463106 2021-04-15 00:03:14,080 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 00:03:18,005 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.57ms, fps=652 images/s, loss=0.1093, top1-acc=97.07%, top5-acc=99.96%, remaining_time=0:01:13.003512, arrival_time=2021-04-15 00:04:31.008872, cost_time=0:00:03.924916 2021-04-15 00:03:21,764 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.1162, top1-acc=96.95%, top5-acc=99.94%, remaining_time=0:01:07.615504, arrival_time=2021-04-15 00:04:29.379455, cost_time=0:00:07.683581 2021-04-15 00:03:25,527 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.51ms, fps=680 images/s, loss=0.1154, top1-acc=96.97%, top5-acc=99.93%, remaining_time=0:01:03.339126, arrival_time=2021-04-15 00:04:28.866331, cost_time=0:00:11.446835 2021-04-15 00:03:29,283 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=2.13ms, fps=682 images/s, loss=0.1122, top1-acc=97.04%, top5-acc=99.92%, remaining_time=0:00:59.293104, arrival_time=2021-04-15 00:04:28.576875, cost_time=0:00:15.203369 2021-04-15 00:03:33,038 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.1097, top1-acc=97.08%, top5-acc=99.94%, remaining_time=0:00:55.357944, arrival_time=2021-04-15 00:04:28.396506, cost_time=0:00:18.958192 2021-04-15 00:03:36,799 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.73ms, fps=681 images/s, loss=0.1085, top1-acc=97.09%, top5-acc=99.94%, remaining_time=0:00:51.497352, arrival_time=2021-04-15 00:04:28.297148, cost_time=0:00:22.719434 2021-04-15 00:03:40,556 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.1088, top1-acc=97.06%, top5-acc=99.94%, remaining_time=0:00:47.656728, arrival_time=2021-04-15 00:04:28.213225, cost_time=0:00:26.475995 2021-04-15 00:03:44,316 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=2.58ms, fps=681 images/s, loss=0.1092, top1-acc=97.04%, top5-acc=99.94%, remaining_time=0:00:43.842664, arrival_time=2021-04-15 00:04:28.159431, cost_time=0:00:30.236312 2021-04-15 00:03:48,069 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.1088, top1-acc=97.07%, top5-acc=99.94%, remaining_time=0:00:40.031324, arrival_time=2021-04-15 00:04:28.100549, cost_time=0:00:33.988848 2021-04-15 00:03:51,831 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.1064, top1-acc=97.17%, top5-acc=99.94%, remaining_time=0:00:36.240672, arrival_time=2021-04-15 00:04:28.071827, cost_time=0:00:37.750665 2021-04-15 00:03:55,585 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.41ms, fps=682 images/s, loss=0.1060, top1-acc=97.14%, top5-acc=99.94%, remaining_time=0:00:32.449778, arrival_time=2021-04-15 00:04:28.035636, cost_time=0:00:41.505505 2021-04-15 00:03:59,341 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.1056, top1-acc=97.15%, top5-acc=99.94%, remaining_time=0:00:28.665452, arrival_time=2021-04-15 00:04:28.007145, cost_time=0:00:45.261283 2021-04-15 00:04:03,105 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.05ms, fps=680 images/s, loss=0.1048, top1-acc=97.19%, top5-acc=99.95%, remaining_time=0:00:24.889524, arrival_time=2021-04-15 00:04:27.994771, cost_time=0:00:49.024873 2021-04-15 00:04:06,862 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=2.31ms, fps=681 images/s, loss=0.1044, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:21.112840, arrival_time=2021-04-15 00:04:27.975416, cost_time=0:00:52.782146 2021-04-15 00:04:10,624 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=2.90ms, fps=681 images/s, loss=0.1046, top1-acc=97.20%, top5-acc=99.95%, remaining_time=0:00:17.339976, arrival_time=2021-04-15 00:04:27.963884, cost_time=0:00:56.543390 2021-04-15 00:04:14,376 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.1046, top1-acc=97.21%, top5-acc=99.95%, remaining_time=0:00:13.566528, arrival_time=2021-04-15 00:04:27.942724, cost_time=0:01:00.295753 2021-04-15 00:04:18,124 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.1055, top1-acc=97.17%, top5-acc=99.94%, remaining_time=0:00:09.795032, arrival_time=2021-04-15 00:04:27.919785, cost_time=0:01:04.044385 2021-04-15 00:04:21,886 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.1064, top1-acc=97.15%, top5-acc=99.94%, remaining_time=0:00:06.027216, arrival_time=2021-04-15 00:04:27.913811, cost_time=0:01:07.806170 2021-04-15 00:04:25,638 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=0.1063, top1-acc=97.14%, top5-acc=99.95%, remaining_time=0:00:02.259732, arrival_time=2021-04-15 00:04:27.898310, cost_time=0:01:11.558120 2021-04-15 00:04:27,640 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.27ms, fps=679 images/s, loss=0.1066, top1-acc=97.14%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:27.640801, cost_time=0:01:13.560528 2021-04-15 00:04:28,955 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.60ms, fps=1950 images/s, loss=1.3356, top1-acc=69.53%, top5-acc=90.00%, remaining_time=0:00:03.937560, arrival_time=2021-04-15 00:04:32.893030, cost_time=0:00:01.312522 2021-04-15 00:04:30,150 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.37ms, fps=2144 images/s, loss=1.3428, top1-acc=68.83%, top5-acc=90.02%, remaining_time=0:00:02.507500, arrival_time=2021-04-15 00:04:32.657874, cost_time=0:00:02.507503 2021-04-15 00:04:31,351 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.54ms, fps=2133 images/s, loss=1.3332, top1-acc=68.68%, top5-acc=90.21%, remaining_time=0:00:01.236020, arrival_time=2021-04-15 00:04:32.586978, cost_time=0:00:03.708058 2021-04-15 00:04:32,438 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=1.31ms, fps=2135 images/s, loss=1.3174, top1-acc=68.58%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:32.438044, cost_time=0:00:04.795202 2021-04-15 00:04:33,842 INFO : Epoch=0131 complete, best val top1-acc=68.58%, top5-acc=90.20% (epoch=131), remaining_time=1:31:17.982105, arrival_time=2021-04-15 01:35:51.824752, cost_time=2:53:20.226883 2021-04-15 00:04:33,843 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 00:04:37,763 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.69ms, fps=653 images/s, loss=0.0962, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:01:12.896748, arrival_time=2021-04-15 00:05:50.660107, cost_time=0:00:03.919180 2021-04-15 00:04:41,520 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.1007, top1-acc=97.29%, top5-acc=99.90%, remaining_time=0:01:07.547744, arrival_time=2021-04-15 00:05:49.067868, cost_time=0:00:07.675887 2021-04-15 00:04:45,279 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=2.06ms, fps=681 images/s, loss=0.0969, top1-acc=97.36%, top5-acc=99.92%, remaining_time=0:01:03.276212, arrival_time=2021-04-15 00:05:48.555919, cost_time=0:00:11.435463 2021-04-15 00:04:49,033 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0948, top1-acc=97.41%, top5-acc=99.94%, remaining_time=0:00:59.239596, arrival_time=2021-04-15 00:05:48.273416, cost_time=0:00:15.189640 2021-04-15 00:04:52,795 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.0926, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:55.337066, arrival_time=2021-04-15 00:05:48.132325, cost_time=0:00:18.951074 2021-04-15 00:04:56,553 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0916, top1-acc=97.55%, top5-acc=99.95%, remaining_time=0:00:51.473008, arrival_time=2021-04-15 00:05:48.025961, cost_time=0:00:22.708703 2021-04-15 00:05:00,316 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=2.66ms, fps=680 images/s, loss=0.0899, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:47.649294, arrival_time=2021-04-15 00:05:47.965382, cost_time=0:00:26.471849 2021-04-15 00:05:04,064 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0901, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:43.819000, arrival_time=2021-04-15 00:05:47.883180, cost_time=0:00:30.219996 2021-04-15 00:05:07,809 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0904, top1-acc=97.54%, top5-acc=99.95%, remaining_time=0:00:40.003764, arrival_time=2021-04-15 00:05:47.813354, cost_time=0:00:33.965419 2021-04-15 00:05:11,566 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=2.38ms, fps=682 images/s, loss=0.0905, top1-acc=97.56%, top5-acc=99.95%, remaining_time=0:00:36.213216, arrival_time=2021-04-15 00:05:47.779498, cost_time=0:00:37.722103 2021-04-15 00:05:15,315 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0913, top1-acc=97.56%, top5-acc=99.95%, remaining_time=0:00:32.422516, arrival_time=2021-04-15 00:05:47.737542, cost_time=0:00:41.470678 2021-04-15 00:05:19,135 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.0913, top1-acc=97.56%, top5-acc=99.95%, remaining_time=0:00:28.684452, arrival_time=2021-04-15 00:05:47.819915, cost_time=0:00:45.291231 2021-04-15 00:05:22,883 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.42ms, fps=683 images/s, loss=0.0919, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:24.896586, arrival_time=2021-04-15 00:05:47.779506, cost_time=0:00:49.038738 2021-04-15 00:05:26,631 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=2.52ms, fps=683 images/s, loss=0.0933, top1-acc=97.51%, top5-acc=99.96%, remaining_time=0:00:21.114968, arrival_time=2021-04-15 00:05:47.746519, cost_time=0:00:52.787369 2021-04-15 00:05:30,378 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0937, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:17.337262, arrival_time=2021-04-15 00:05:47.716071, cost_time=0:00:56.534583 2021-04-15 00:05:34,137 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=0.0946, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:13.565880, arrival_time=2021-04-15 00:05:47.702873, cost_time=0:01:00.292812 2021-04-15 00:05:37,897 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.0960, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:09.796436, arrival_time=2021-04-15 00:05:47.694164, cost_time=0:01:04.053546 2021-04-15 00:05:41,652 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0972, top1-acc=97.37%, top5-acc=99.97%, remaining_time=0:00:06.027392, arrival_time=2021-04-15 00:05:47.679796, cost_time=0:01:07.808226 2021-04-15 00:05:45,409 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0976, top1-acc=97.37%, top5-acc=99.97%, remaining_time=0:00:02.259948, arrival_time=2021-04-15 00:05:47.669230, cost_time=0:01:11.564951 2021-04-15 00:05:47,413 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.39ms, fps=679 images/s, loss=0.0987, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:47.413643, cost_time=0:01:13.569468 2021-04-15 00:05:48,726 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.46ms, fps=1953 images/s, loss=1.3510, top1-acc=68.63%, top5-acc=90.39%, remaining_time=0:00:03.932820, arrival_time=2021-04-15 00:05:52.659631, cost_time=0:00:01.310936 2021-04-15 00:05:49,925 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.54ms, fps=2137 images/s, loss=1.3753, top1-acc=68.11%, top5-acc=90.06%, remaining_time=0:00:02.509260, arrival_time=2021-04-15 00:05:52.434404, cost_time=0:00:02.509264 2021-04-15 00:05:51,123 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=2.02ms, fps=2137 images/s, loss=1.4067, top1-acc=67.47%, top5-acc=89.57%, remaining_time=0:00:01.235940, arrival_time=2021-04-15 00:05:52.359693, cost_time=0:00:03.707831 2021-04-15 00:05:52,206 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=1.38ms, fps=2144 images/s, loss=1.4124, top1-acc=67.41%, top5-acc=89.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:52.206196, cost_time=0:00:04.790442 2021-04-15 00:05:52,891 INFO : Epoch=0132 complete, best val top1-acc=68.58%, top5-acc=90.20% (epoch=131), remaining_time=1:29:58.414532, arrival_time=2021-04-15 01:35:51.305510, cost_time=2:54:39.275237 2021-04-15 00:05:52,892 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 00:05:56,812 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.50ms, fps=653 images/s, loss=0.0951, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:01:12.907908, arrival_time=2021-04-15 00:07:09.720220, cost_time=0:00:03.919776 2021-04-15 00:06:00,573 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=0.1061, top1-acc=97.25%, top5-acc=99.94%, remaining_time=0:01:07.589456, arrival_time=2021-04-15 00:07:08.162734, cost_time=0:00:07.680627 2021-04-15 00:06:04,338 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.23ms, fps=680 images/s, loss=0.1040, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:01:03.333482, arrival_time=2021-04-15 00:07:07.671845, cost_time=0:00:11.445821 2021-04-15 00:06:08,095 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.1015, top1-acc=97.30%, top5-acc=99.93%, remaining_time=0:00:59.290296, arrival_time=2021-04-15 00:07:07.385463, cost_time=0:00:15.202639 2021-04-15 00:06:11,848 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0997, top1-acc=97.41%, top5-acc=99.93%, remaining_time=0:00:55.349476, arrival_time=2021-04-15 00:07:07.197428, cost_time=0:00:18.955284 2021-04-15 00:06:15,609 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0994, top1-acc=97.40%, top5-acc=99.93%, remaining_time=0:00:51.492592, arrival_time=2021-04-15 00:07:07.102474, cost_time=0:00:22.717348 2021-04-15 00:06:19,380 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.66ms, fps=679 images/s, loss=0.0987, top1-acc=97.48%, top5-acc=99.94%, remaining_time=0:00:47.677392, arrival_time=2021-04-15 00:07:07.057390, cost_time=0:00:26.487468 2021-04-15 00:06:23,144 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.0988, top1-acc=97.43%, top5-acc=99.95%, remaining_time=0:00:43.864936, arrival_time=2021-04-15 00:07:07.009344, cost_time=0:00:30.251713 2021-04-15 00:06:26,894 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0989, top1-acc=97.41%, top5-acc=99.94%, remaining_time=0:00:40.047118, arrival_time=2021-04-15 00:07:06.941896, cost_time=0:00:34.002245 2021-04-15 00:06:30,650 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0985, top1-acc=97.41%, top5-acc=99.94%, remaining_time=0:00:36.247680, arrival_time=2021-04-15 00:07:06.898181, cost_time=0:00:37.757950 2021-04-15 00:06:34,416 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.08ms, fps=680 images/s, loss=0.0986, top1-acc=97.37%, top5-acc=99.94%, remaining_time=0:00:32.464140, arrival_time=2021-04-15 00:07:06.880611, cost_time=0:00:41.523851 2021-04-15 00:06:38,165 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.90ms, fps=683 images/s, loss=0.0986, top1-acc=97.35%, top5-acc=99.94%, remaining_time=0:00:28.672900, arrival_time=2021-04-15 00:07:06.838474, cost_time=0:00:45.272986 2021-04-15 00:06:41,920 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0991, top1-acc=97.33%, top5-acc=99.94%, remaining_time=0:00:24.891042, arrival_time=2021-04-15 00:07:06.811562, cost_time=0:00:49.027844 2021-04-15 00:06:45,675 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.0991, top1-acc=97.33%, top5-acc=99.95%, remaining_time=0:00:21.113120, arrival_time=2021-04-15 00:07:06.788447, cost_time=0:00:52.782741 2021-04-15 00:06:49,431 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0999, top1-acc=97.29%, top5-acc=99.95%, remaining_time=0:00:17.338642, arrival_time=2021-04-15 00:07:06.770283, cost_time=0:00:56.538988 2021-04-15 00:06:53,190 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.1005, top1-acc=97.28%, top5-acc=99.95%, remaining_time=0:00:13.566996, arrival_time=2021-04-15 00:07:06.757355, cost_time=0:01:00.297693 2021-04-15 00:06:56,941 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.1009, top1-acc=97.27%, top5-acc=99.95%, remaining_time=0:00:09.795682, arrival_time=2021-04-15 00:07:06.737042, cost_time=0:01:04.048767 2021-04-15 00:07:00,690 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.24ms, fps=683 images/s, loss=0.1010, top1-acc=97.26%, top5-acc=99.95%, remaining_time=0:00:06.026496, arrival_time=2021-04-15 00:07:06.717200, cost_time=0:01:07.798053 2021-04-15 00:07:04,449 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=2.18ms, fps=681 images/s, loss=0.1016, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:02.259696, arrival_time=2021-04-15 00:07:06.709452, cost_time=0:01:11.557101 2021-04-15 00:07:06,458 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.64ms, fps=677 images/s, loss=0.1025, top1-acc=97.24%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:06.458476, cost_time=0:01:13.565956 2021-04-15 00:07:07,816 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.36ms, fps=1887 images/s, loss=1.4064, top1-acc=67.15%, top5-acc=89.69%, remaining_time=0:00:04.069110, arrival_time=2021-04-15 00:07:11.885986, cost_time=0:00:01.356372 2021-04-15 00:07:09,013 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=2.11ms, fps=2140 images/s, loss=1.3547, top1-acc=67.73%, top5-acc=89.77%, remaining_time=0:00:02.553340, arrival_time=2021-04-15 00:07:11.567186, cost_time=0:00:02.553341 2021-04-15 00:07:10,209 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.70ms, fps=2142 images/s, loss=1.3591, top1-acc=67.99%, top5-acc=89.88%, remaining_time=0:00:01.249740, arrival_time=2021-04-15 00:07:11.459444, cost_time=0:00:03.749213 2021-04-15 00:07:11,292 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=1.16ms, fps=2143 images/s, loss=1.3557, top1-acc=68.25%, top5-acc=90.04%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:11.292723, cost_time=0:00:04.832364 2021-04-15 00:07:12,034 INFO : Epoch=0133 complete, best val top1-acc=68.58%, top5-acc=90.20% (epoch=131), remaining_time=1:28:38.902334, arrival_time=2021-04-15 01:35:50.936250, cost_time=2:55:58.418127 2021-04-15 00:07:12,036 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 00:07:15,963 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.86ms, fps=652 images/s, loss=0.0931, top1-acc=97.62%, top5-acc=99.96%, remaining_time=0:01:13.038852, arrival_time=2021-04-15 00:08:29.002652, cost_time=0:00:03.926815 2021-04-15 00:07:19,716 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0973, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:01:07.580832, arrival_time=2021-04-15 00:08:27.297602, cost_time=0:00:07.679643 2021-04-15 00:07:23,470 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0933, top1-acc=97.60%, top5-acc=99.96%, remaining_time=0:01:03.264094, arrival_time=2021-04-15 00:08:26.734346, cost_time=0:00:11.433279 2021-04-15 00:07:27,225 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0921, top1-acc=97.67%, top5-acc=99.96%, remaining_time=0:00:59.233044, arrival_time=2021-04-15 00:08:26.457984, cost_time=0:00:15.187964 2021-04-15 00:07:30,973 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.0906, top1-acc=97.69%, top5-acc=99.97%, remaining_time=0:00:55.295310, arrival_time=2021-04-15 00:08:26.269026, cost_time=0:00:18.936742 2021-04-15 00:07:34,728 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0899, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:51.434384, arrival_time=2021-04-15 00:08:26.163158, cost_time=0:00:22.691670 2021-04-15 00:07:38,481 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0898, top1-acc=97.69%, top5-acc=99.97%, remaining_time=0:00:47.600028, arrival_time=2021-04-15 00:08:26.081566, cost_time=0:00:26.444431 2021-04-15 00:07:42,236 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0892, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:43.789652, arrival_time=2021-04-15 00:08:26.026537, cost_time=0:00:30.199793 2021-04-15 00:07:45,994 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.0876, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:39.994436, arrival_time=2021-04-15 00:08:25.988997, cost_time=0:00:33.957581 2021-04-15 00:07:49,755 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.0879, top1-acc=97.73%, top5-acc=99.97%, remaining_time=0:00:36.209952, arrival_time=2021-04-15 00:08:25.965651, cost_time=0:00:37.718715 2021-04-15 00:07:53,517 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.57ms, fps=681 images/s, loss=0.0885, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:32.430256, arrival_time=2021-04-15 00:08:25.947807, cost_time=0:00:41.480584 2021-04-15 00:07:57,277 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.0898, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:28.652304, arrival_time=2021-04-15 00:08:25.929748, cost_time=0:00:45.240426 2021-04-15 00:08:01,031 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0903, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:24.873882, arrival_time=2021-04-15 00:08:25.904958, cost_time=0:00:48.993981 2021-04-15 00:08:04,787 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0910, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:21.100016, arrival_time=2021-04-15 00:08:25.887091, cost_time=0:00:52.750089 2021-04-15 00:08:08,543 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0914, top1-acc=97.64%, top5-acc=99.97%, remaining_time=0:00:17.328614, arrival_time=2021-04-15 00:08:25.871979, cost_time=0:00:56.506387 2021-04-15 00:08:12,306 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=3.67ms, fps=680 images/s, loss=0.0907, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:13.560552, arrival_time=2021-04-15 00:08:25.866627, cost_time=0:01:00.269045 2021-04-15 00:08:16,058 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0912, top1-acc=97.64%, top5-acc=99.97%, remaining_time=0:00:09.791496, arrival_time=2021-04-15 00:08:25.849796, cost_time=0:01:04.021326 2021-04-15 00:08:19,813 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0913, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:06.024576, arrival_time=2021-04-15 00:08:25.837978, cost_time=0:01:07.776414 2021-04-15 00:08:23,565 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=2.46ms, fps=682 images/s, loss=0.0914, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:02.258802, arrival_time=2021-04-15 00:08:25.824611, cost_time=0:01:11.528782 2021-04-15 00:08:25,567 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.38ms, fps=680 images/s, loss=0.0925, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:25.567596, cost_time=0:01:13.530615 2021-04-15 00:08:26,891 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.67ms, fps=1937 images/s, loss=1.3698, top1-acc=68.59%, top5-acc=89.84%, remaining_time=0:00:03.964380, arrival_time=2021-04-15 00:08:30.855653, cost_time=0:00:01.321460 2021-04-15 00:08:28,085 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.57ms, fps=2146 images/s, loss=1.3733, top1-acc=68.65%, top5-acc=89.92%, remaining_time=0:00:02.515080, arrival_time=2021-04-15 00:08:30.600012, cost_time=0:00:02.515078 2021-04-15 00:08:29,283 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=2.04ms, fps=2138 images/s, loss=1.3815, top1-acc=68.59%, top5-acc=89.95%, remaining_time=0:00:01.237760, arrival_time=2021-04-15 00:08:30.520856, cost_time=0:00:03.713276 2021-04-15 00:08:30,371 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=1.25ms, fps=2132 images/s, loss=1.3716, top1-acc=68.80%, top5-acc=89.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:30.371525, cost_time=0:00:04.801818 2021-04-15 00:08:31,755 INFO : Epoch=0134 complete, best val top1-acc=68.80%, top5-acc=89.95% (epoch=134), remaining_time=1:27:19.680864, arrival_time=2021-04-15 01:35:51.436589, cost_time=2:57:18.139974 2021-04-15 00:08:31,757 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 00:08:35,651 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=2.11ms, fps=657 images/s, loss=0.1002, top1-acc=97.03%, top5-acc=100.00%, remaining_time=0:01:12.422820, arrival_time=2021-04-15 00:09:48.073940, cost_time=0:00:03.893705 2021-04-15 00:08:39,408 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.0986, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:01:07.333376, arrival_time=2021-04-15 00:09:46.742184, cost_time=0:00:07.651514 2021-04-15 00:08:43,159 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0943, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:01:03.091952, arrival_time=2021-04-15 00:09:46.251400, cost_time=0:00:11.402155 2021-04-15 00:08:46,914 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.0907, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:59.112768, arrival_time=2021-04-15 00:09:46.027256, cost_time=0:00:15.157137 2021-04-15 00:08:50,668 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=0.0902, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:55.219828, arrival_time=2021-04-15 00:09:45.888086, cost_time=0:00:18.910918 2021-04-15 00:08:54,432 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=2.86ms, fps=680 images/s, loss=0.0888, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:51.396848, arrival_time=2021-04-15 00:09:45.829285, cost_time=0:00:22.675079 2021-04-15 00:08:58,188 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=2.26ms, fps=682 images/s, loss=0.0883, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:47.576592, arrival_time=2021-04-15 00:09:45.765387, cost_time=0:00:26.431419 2021-04-15 00:09:01,944 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0876, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:43.770744, arrival_time=2021-04-15 00:09:45.714759, cost_time=0:00:30.186714 2021-04-15 00:09:05,699 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=4.09ms, fps=682 images/s, loss=0.0871, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:39.976204, arrival_time=2021-04-15 00:09:45.675639, cost_time=0:00:33.942090 2021-04-15 00:09:09,453 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.0872, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:36.188064, arrival_time=2021-04-15 00:09:45.641421, cost_time=0:00:37.695883 2021-04-15 00:09:13,203 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.0877, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:32.403252, arrival_time=2021-04-15 00:09:45.606628, cost_time=0:00:41.445968 2021-04-15 00:09:16,964 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=2.98ms, fps=681 images/s, loss=0.0878, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:28.631328, arrival_time=2021-04-15 00:09:45.595964, cost_time=0:00:45.207323 2021-04-15 00:09:20,721 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.28ms, fps=682 images/s, loss=0.0877, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:24.858636, arrival_time=2021-04-15 00:09:45.579964, cost_time=0:00:48.964033 2021-04-15 00:09:24,471 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0885, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:21.085568, arrival_time=2021-04-15 00:09:45.556835, cost_time=0:00:52.713968 2021-04-15 00:09:28,231 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.0882, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:17.318862, arrival_time=2021-04-15 00:09:45.550754, cost_time=0:00:56.474554 2021-04-15 00:09:31,989 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.0887, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:13.552164, arrival_time=2021-04-15 00:09:45.541538, cost_time=0:01:00.231794 2021-04-15 00:09:35,748 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.0887, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:09.786816, arrival_time=2021-04-15 00:09:45.534840, cost_time=0:01:03.990726 2021-04-15 00:09:39,504 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0883, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:06.021920, arrival_time=2021-04-15 00:09:45.525826, cost_time=0:01:07.746612 2021-04-15 00:09:43,257 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0880, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:02.257908, arrival_time=2021-04-15 00:09:45.515570, cost_time=0:01:11.500350 2021-04-15 00:09:45,260 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.35ms, fps=679 images/s, loss=0.0881, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:45.260526, cost_time=0:01:13.503124 2021-04-15 00:09:46,597 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.22ms, fps=1919 images/s, loss=1.2339, top1-acc=71.13%, top5-acc=91.25%, remaining_time=0:00:04.002300, arrival_time=2021-04-15 00:09:50.599528, cost_time=0:00:01.334105 2021-04-15 00:09:47,795 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=2.23ms, fps=2137 images/s, loss=1.3239, top1-acc=69.80%, top5-acc=90.06%, remaining_time=0:00:02.532600, arrival_time=2021-04-15 00:09:50.328398, cost_time=0:00:02.532598 2021-04-15 00:09:48,991 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.38ms, fps=2142 images/s, loss=1.3709, top1-acc=69.36%, top5-acc=90.01%, remaining_time=0:00:01.242840, arrival_time=2021-04-15 00:09:50.234553, cost_time=0:00:03.728506 2021-04-15 00:09:50,080 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=1.20ms, fps=2131 images/s, loss=1.3684, top1-acc=69.21%, top5-acc=90.06%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:50.080959, cost_time=0:00:04.817913 2021-04-15 00:09:51,579 INFO : Epoch=0135 complete, best val top1-acc=69.21%, top5-acc=90.06% (epoch=135), remaining_time=1:26:00.500930, arrival_time=2021-04-15 01:35:52.080145, cost_time=2:58:37.963434 2021-04-15 00:09:51,581 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 00:09:55,533 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=2.12ms, fps=648 images/s, loss=0.0822, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:01:13.500132, arrival_time=2021-04-15 00:11:09.033219, cost_time=0:00:03.951621 2021-04-15 00:09:59,282 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0892, top1-acc=97.91%, top5-acc=99.96%, remaining_time=0:01:07.767040, arrival_time=2021-04-15 00:11:07.049169, cost_time=0:00:07.700802 2021-04-15 00:10:03,035 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.0835, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:01:03.379962, arrival_time=2021-04-15 00:11:06.415500, cost_time=0:00:11.454207 2021-04-15 00:10:06,790 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0813, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:59.313852, arrival_time=2021-04-15 00:11:06.103869, cost_time=0:00:15.208698 2021-04-15 00:10:10,562 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.71ms, fps=679 images/s, loss=0.0777, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:55.423644, arrival_time=2021-04-15 00:11:05.985676, cost_time=0:00:18.980717 2021-04-15 00:10:14,316 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0786, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:51.532304, arrival_time=2021-04-15 00:11:05.848504, cost_time=0:00:22.734840 2021-04-15 00:10:18,066 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0778, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:47.672478, arrival_time=2021-04-15 00:11:05.738631, cost_time=0:00:26.484699 2021-04-15 00:10:21,808 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.0777, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:43.829092, arrival_time=2021-04-15 00:11:05.637430, cost_time=0:00:30.226999 2021-04-15 00:10:25,564 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0770, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:40.024752, arrival_time=2021-04-15 00:11:05.589436, cost_time=0:00:33.983235 2021-04-15 00:10:29,325 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.87ms, fps=681 images/s, loss=0.0762, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:36.234240, arrival_time=2021-04-15 00:11:05.559685, cost_time=0:00:37.744040 2021-04-15 00:10:33,076 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0762, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:32.441350, arrival_time=2021-04-15 00:11:05.517538, cost_time=0:00:41.494795 2021-04-15 00:10:36,829 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.0778, top1-acc=98.00%, top5-acc=99.98%, remaining_time=0:00:28.656712, arrival_time=2021-04-15 00:11:05.486586, cost_time=0:00:45.247383 2021-04-15 00:10:40,591 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=5.17ms, fps=681 images/s, loss=0.0786, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:24.882066, arrival_time=2021-04-15 00:11:05.473547, cost_time=0:00:49.010118 2021-04-15 00:10:44,344 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.0791, top1-acc=97.96%, top5-acc=99.97%, remaining_time=0:00:21.105336, arrival_time=2021-04-15 00:11:05.450146, cost_time=0:00:52.763361 2021-04-15 00:10:48,098 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.0796, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:17.331880, arrival_time=2021-04-15 00:11:05.430275, cost_time=0:00:56.517046 2021-04-15 00:10:51,858 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0794, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:00:13.562388, arrival_time=2021-04-15 00:11:05.420954, cost_time=0:01:00.277253 2021-04-15 00:10:55,609 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0789, top1-acc=98.00%, top5-acc=99.97%, remaining_time=0:00:09.792536, arrival_time=2021-04-15 00:11:05.402069, cost_time=0:01:04.028129 2021-04-15 00:10:59,372 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=4.11ms, fps=680 images/s, loss=0.0789, top1-acc=98.00%, top5-acc=99.97%, remaining_time=0:00:06.025920, arrival_time=2021-04-15 00:11:05.398820, cost_time=0:01:07.791571 2021-04-15 00:11:03,118 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.37ms, fps=684 images/s, loss=0.0791, top1-acc=98.00%, top5-acc=99.97%, remaining_time=0:00:02.259078, arrival_time=2021-04-15 00:11:05.377900, cost_time=0:01:11.537396 2021-04-15 00:11:05,118 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.67ms, fps=680 images/s, loss=0.0794, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:05.118624, cost_time=0:01:13.537305 2021-04-15 00:11:06,471 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.51ms, fps=1895 images/s, loss=1.2543, top1-acc=70.70%, top5-acc=91.05%, remaining_time=0:00:04.052340, arrival_time=2021-04-15 00:11:10.523927, cost_time=0:00:01.350785 2021-04-15 00:11:07,670 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.01ms, fps=2136 images/s, loss=1.2558, top1-acc=71.09%, top5-acc=90.51%, remaining_time=0:00:02.550080, arrival_time=2021-04-15 00:11:10.220970, cost_time=0:00:02.550073 2021-04-15 00:11:08,867 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.34ms, fps=2140 images/s, loss=1.2633, top1-acc=70.73%, top5-acc=90.46%, remaining_time=0:00:01.248920, arrival_time=2021-04-15 00:11:10.116408, cost_time=0:00:03.746759 2021-04-15 00:11:09,959 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=1.68ms, fps=2126 images/s, loss=1.2599, top1-acc=70.79%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:09.959254, cost_time=0:00:04.838489 2021-04-15 00:11:11,398 INFO : Epoch=0136 complete, best val top1-acc=70.79%, top5-acc=90.95% (epoch=136), remaining_time=1:24:41.309440, arrival_time=2021-04-15 01:35:52.707816, cost_time=2:59:57.782624 2021-04-15 00:11:11,399 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 00:11:15,334 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.81ms, fps=651 images/s, loss=0.0670, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:13.177608, arrival_time=2021-04-15 00:12:28.511701, cost_time=0:00:03.934277 2021-04-15 00:11:19,083 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0704, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:01:07.618320, arrival_time=2021-04-15 00:12:26.702127, cost_time=0:00:07.683900 2021-04-15 00:11:22,839 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0699, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:01:03.296464, arrival_time=2021-04-15 00:12:26.135611, cost_time=0:00:11.439125 2021-04-15 00:11:26,594 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.0701, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:59.259096, arrival_time=2021-04-15 00:12:25.853642, cost_time=0:00:15.194641 2021-04-15 00:11:30,352 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=3.89ms, fps=681 images/s, loss=0.0691, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:55.340716, arrival_time=2021-04-15 00:12:25.692955, cost_time=0:00:18.952302 2021-04-15 00:11:34,100 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0692, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:51.455192, arrival_time=2021-04-15 00:12:25.555908, cost_time=0:00:22.700811 2021-04-15 00:11:37,861 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0690, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:47.629764, arrival_time=2021-04-15 00:12:25.490783, cost_time=0:00:26.461001 2021-04-15 00:11:41,616 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0695, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:43.814592, arrival_time=2021-04-15 00:12:25.431469, cost_time=0:00:30.216983 2021-04-15 00:11:45,370 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0715, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:40.009700, arrival_time=2021-04-15 00:12:25.380089, cost_time=0:00:33.970507 2021-04-15 00:11:49,131 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.0710, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:36.221856, arrival_time=2021-04-15 00:12:25.353126, cost_time=0:00:37.731104 2021-04-15 00:11:52,886 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=2.78ms, fps=682 images/s, loss=0.0704, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:32.434642, arrival_time=2021-04-15 00:12:25.320851, cost_time=0:00:41.486213 2021-04-15 00:11:56,636 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.0703, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:28.649872, arrival_time=2021-04-15 00:12:25.286444, cost_time=0:00:45.236674 2021-04-15 00:12:00,392 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.0709, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:24.873090, arrival_time=2021-04-15 00:12:25.265536, cost_time=0:00:48.992416 2021-04-15 00:12:04,144 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0713, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:21.097608, arrival_time=2021-04-15 00:12:25.241625, cost_time=0:00:52.744088 2021-04-15 00:12:07,894 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=2.53ms, fps=683 images/s, loss=0.0707, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:17.325026, arrival_time=2021-04-15 00:12:25.219568, cost_time=0:00:56.494618 2021-04-15 00:12:11,647 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0710, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:13.555764, arrival_time=2021-04-15 00:12:25.203518, cost_time=0:01:00.247856 2021-04-15 00:12:15,401 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.32ms, fps=682 images/s, loss=0.0706, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:09.788454, arrival_time=2021-04-15 00:12:25.189964, cost_time=0:01:04.001454 2021-04-15 00:12:19,155 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.0705, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:06.022720, arrival_time=2021-04-15 00:12:25.178206, cost_time=0:01:07.755582 2021-04-15 00:12:22,915 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.0702, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:02.258376, arrival_time=2021-04-15 00:12:25.173556, cost_time=0:01:11.515250 2021-04-15 00:12:24,918 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.37ms, fps=679 images/s, loss=0.0705, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:24.918436, cost_time=0:01:13.518530 2021-04-15 00:12:26,284 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.25ms, fps=1877 images/s, loss=1.2486, top1-acc=71.09%, top5-acc=91.05%, remaining_time=0:00:04.090830, arrival_time=2021-04-15 00:12:30.375385, cost_time=0:00:01.363614 2021-04-15 00:12:27,486 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.38ms, fps=2131 images/s, loss=1.2432, top1-acc=71.60%, top5-acc=90.82%, remaining_time=0:00:02.565880, arrival_time=2021-04-15 00:12:30.052598, cost_time=0:00:02.565889 2021-04-15 00:12:28,686 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=2.03ms, fps=2135 images/s, loss=1.2596, top1-acc=70.94%, top5-acc=90.86%, remaining_time=0:00:01.255200, arrival_time=2021-04-15 00:12:29.941426, cost_time=0:00:03.765606 2021-04-15 00:12:29,777 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.11ms, fps=2127 images/s, loss=1.2574, top1-acc=70.73%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:29.777247, cost_time=0:00:04.856592 2021-04-15 00:12:30,494 INFO : Epoch=0137 complete, best val top1-acc=70.79%, top5-acc=90.95% (epoch=136), remaining_time=1:23:21.776262, arrival_time=2021-04-15 01:35:52.270589, cost_time=3:01:16.878576 2021-04-15 00:12:30,495 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 00:12:34,454 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.87ms, fps=647 images/s, loss=0.0606, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:13.617870, arrival_time=2021-04-15 00:13:48.071795, cost_time=0:00:03.957951 2021-04-15 00:12:38,209 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0658, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:01:07.877744, arrival_time=2021-04-15 00:13:46.087087, cost_time=0:00:07.713381 2021-04-15 00:12:41,958 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.83ms, fps=683 images/s, loss=0.0674, top1-acc=98.33%, top5-acc=99.97%, remaining_time=0:01:03.424450, arrival_time=2021-04-15 00:13:45.382779, cost_time=0:00:11.462254 2021-04-15 00:12:45,726 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=2.11ms, fps=680 images/s, loss=0.0683, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:59.397624, arrival_time=2021-04-15 00:13:45.123801, cost_time=0:00:15.230147 2021-04-15 00:12:49,478 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.71ms, fps=682 images/s, loss=0.0666, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:55.427878, arrival_time=2021-04-15 00:13:44.906039, cost_time=0:00:18.982143 2021-04-15 00:12:53,237 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.0648, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:51.547128, arrival_time=2021-04-15 00:13:44.784442, cost_time=0:00:22.741352 2021-04-15 00:12:57,008 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.23ms, fps=679 images/s, loss=0.0643, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:47.722878, arrival_time=2021-04-15 00:13:44.731527, cost_time=0:00:26.512676 2021-04-15 00:13:00,780 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.90ms, fps=679 images/s, loss=0.0630, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:43.911800, arrival_time=2021-04-15 00:13:44.691866, cost_time=0:00:30.283987 2021-04-15 00:13:04,527 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0624, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:40.081356, arrival_time=2021-04-15 00:13:44.608634, cost_time=0:00:34.031315 2021-04-15 00:13:08,289 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.0624, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:36.281568, arrival_time=2021-04-15 00:13:44.570966, cost_time=0:00:37.793262 2021-04-15 00:13:12,050 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.0626, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:32.487704, arrival_time=2021-04-15 00:13:44.537773, cost_time=0:00:41.554060 2021-04-15 00:13:15,808 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=2.95ms, fps=681 images/s, loss=0.0638, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:28.698056, arrival_time=2021-04-15 00:13:44.506781, cost_time=0:00:45.312752 2021-04-15 00:13:19,566 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0636, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:24.912690, arrival_time=2021-04-15 00:13:44.479193, cost_time=0:00:49.070429 2021-04-15 00:13:23,328 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.0637, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:21.133056, arrival_time=2021-04-15 00:13:44.461862, cost_time=0:00:52.832692 2021-04-15 00:13:27,089 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0642, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:17.355432, arrival_time=2021-04-15 00:13:44.445214, cost_time=0:00:56.593734 2021-04-15 00:13:30,843 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.0648, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:13.578120, arrival_time=2021-04-15 00:13:44.421276, cost_time=0:01:00.347191 2021-04-15 00:13:34,599 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.0649, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:09.803976, arrival_time=2021-04-15 00:13:44.403135, cost_time=0:01:04.102938 2021-04-15 00:13:38,364 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.75ms, fps=680 images/s, loss=0.0650, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:06.032720, arrival_time=2021-04-15 00:13:44.396741, cost_time=0:01:07.868048 2021-04-15 00:13:42,121 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.95ms, fps=681 images/s, loss=0.0643, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:02.261844, arrival_time=2021-04-15 00:13:44.382956, cost_time=0:01:11.625118 2021-04-15 00:13:44,123 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.32ms, fps=679 images/s, loss=0.0647, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:44.123767, cost_time=0:01:13.627825 2021-04-15 00:13:45,477 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.24ms, fps=1894 images/s, loss=1.2995, top1-acc=70.16%, top5-acc=90.35%, remaining_time=0:00:04.054680, arrival_time=2021-04-15 00:13:49.532162, cost_time=0:00:01.351558 2021-04-15 00:13:46,672 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.45ms, fps=2144 images/s, loss=1.2693, top1-acc=70.53%, top5-acc=91.07%, remaining_time=0:00:02.546360, arrival_time=2021-04-15 00:13:49.218448, cost_time=0:00:02.546360 2021-04-15 00:13:47,866 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.53ms, fps=2144 images/s, loss=1.2400, top1-acc=71.33%, top5-acc=91.22%, remaining_time=0:00:01.246910, arrival_time=2021-04-15 00:13:49.113453, cost_time=0:00:03.740733 2021-04-15 00:13:48,952 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=1.93ms, fps=2137 images/s, loss=1.2681, top1-acc=71.00%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:48.952728, cost_time=0:00:04.826986 2021-04-15 00:13:50,333 INFO : Epoch=0138 complete, best val top1-acc=71.00%, top5-acc=90.96% (epoch=138), remaining_time=1:22:02.583372, arrival_time=2021-04-15 01:35:52.916977, cost_time=3:02:36.717831 2021-04-15 00:13:50,335 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 00:13:54,263 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=2.24ms, fps=652 images/s, loss=0.0533, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:01:13.034388, arrival_time=2021-04-15 00:15:07.297282, cost_time=0:00:03.926585 2021-04-15 00:13:58,017 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0505, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:01:07.592624, arrival_time=2021-04-15 00:15:05.609788, cost_time=0:00:07.680983 2021-04-15 00:14:01,769 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.0539, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:01:03.265090, arrival_time=2021-04-15 00:15:05.034743, cost_time=0:00:11.433436 2021-04-15 00:14:05,529 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.0537, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:59.252388, arrival_time=2021-04-15 00:15:04.781683, cost_time=0:00:15.192904 2021-04-15 00:14:09,285 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=2.60ms, fps=682 images/s, loss=0.0547, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:00:55.331810, arrival_time=2021-04-15 00:15:04.617349, cost_time=0:00:18.949251 2021-04-15 00:14:13,035 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.95ms, fps=683 images/s, loss=0.0544, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:51.452744, arrival_time=2021-04-15 00:15:04.488631, cost_time=0:00:22.699720 2021-04-15 00:14:16,788 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.58ms, fps=682 images/s, loss=0.0548, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:00:47.614140, arrival_time=2021-04-15 00:15:04.402671, cost_time=0:00:26.452300 2021-04-15 00:14:20,554 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=2.01ms, fps=680 images/s, loss=0.0552, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:43.816332, arrival_time=2021-04-15 00:15:04.370685, cost_time=0:00:30.218165 2021-04-15 00:14:24,313 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.0555, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:40.017650, arrival_time=2021-04-15 00:15:04.331147, cost_time=0:00:33.977267 2021-04-15 00:14:28,069 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.23ms, fps=682 images/s, loss=0.0552, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:36.223680, arrival_time=2021-04-15 00:15:04.292873, cost_time=0:00:37.733003 2021-04-15 00:14:31,826 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.0553, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:32.437738, arrival_time=2021-04-15 00:15:04.264024, cost_time=0:00:41.490113 2021-04-15 00:14:35,572 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=2.84ms, fps=684 images/s, loss=0.0557, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:00:28.649340, arrival_time=2021-04-15 00:15:04.221307, cost_time=0:00:45.235791 2021-04-15 00:14:39,312 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.0563, top1-acc=98.74%, top5-acc=99.98%, remaining_time=0:00:24.864576, arrival_time=2021-04-15 00:15:04.176517, cost_time=0:00:48.975707 2021-04-15 00:14:43,065 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=3.80ms, fps=682 images/s, loss=0.0571, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:21.091560, arrival_time=2021-04-15 00:15:04.156818, cost_time=0:00:52.728957 2021-04-15 00:14:46,821 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0579, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:17.322036, arrival_time=2021-04-15 00:15:04.143053, cost_time=0:00:56.484855 2021-04-15 00:14:50,571 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0582, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:13.552992, arrival_time=2021-04-15 00:15:04.124675, cost_time=0:01:00.235525 2021-04-15 00:14:54,323 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0589, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:09.786296, arrival_time=2021-04-15 00:15:04.109971, cost_time=0:01:03.987378 2021-04-15 00:14:58,075 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.0594, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:06.021296, arrival_time=2021-04-15 00:15:04.097142, cost_time=0:01:07.739617 2021-04-15 00:15:01,827 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0601, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:02.257614, arrival_time=2021-04-15 00:15:04.085087, cost_time=0:01:11.491176 2021-04-15 00:15:03,827 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=2.09ms, fps=680 images/s, loss=0.0606, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:03.827469, cost_time=0:01:13.491285 2021-04-15 00:15:05,186 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=2.16ms, fps=1886 images/s, loss=1.3339, top1-acc=70.51%, top5-acc=90.62%, remaining_time=0:00:04.071240, arrival_time=2021-04-15 00:15:09.257985, cost_time=0:00:01.357081 2021-04-15 00:15:06,376 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.98ms, fps=2153 images/s, loss=1.3391, top1-acc=70.45%, top5-acc=90.68%, remaining_time=0:00:02.546540, arrival_time=2021-04-15 00:15:08.922692, cost_time=0:00:02.546547 2021-04-15 00:15:07,576 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.48ms, fps=2134 images/s, loss=1.3133, top1-acc=70.60%, top5-acc=90.78%, remaining_time=0:00:01.248850, arrival_time=2021-04-15 00:15:08.825097, cost_time=0:00:03.746553 2021-04-15 00:15:08,657 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.32ms, fps=2146 images/s, loss=1.3224, top1-acc=70.54%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:08.657797, cost_time=0:00:04.828239 2021-04-15 00:15:09,336 INFO : Epoch=0139 complete, best val top1-acc=71.00%, top5-acc=90.96% (epoch=138), remaining_time=1:20:43.013931, arrival_time=2021-04-15 01:35:52.350003, cost_time=3:03:55.720329 2021-04-15 00:15:09,338 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 00:15:13,263 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.88ms, fps=652 images/s, loss=0.0496, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:01:13.001280, arrival_time=2021-04-15 00:16:26.264464, cost_time=0:00:03.924800 2021-04-15 00:15:17,016 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0614, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:07.564112, arrival_time=2021-04-15 00:16:24.580289, cost_time=0:00:07.677741 2021-04-15 00:15:20,768 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0615, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:01:03.243676, arrival_time=2021-04-15 00:16:24.011592, cost_time=0:00:11.429565 2021-04-15 00:15:24,522 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.82ms, fps=682 images/s, loss=0.0611, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:59.219160, arrival_time=2021-04-15 00:16:23.741896, cost_time=0:00:15.184396 2021-04-15 00:15:28,273 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0608, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:55.290784, arrival_time=2021-04-15 00:16:23.564346, cost_time=0:00:18.935220 2021-04-15 00:15:32,030 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.0634, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:51.435336, arrival_time=2021-04-15 00:16:23.465719, cost_time=0:00:22.692084 2021-04-15 00:15:35,787 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=2.21ms, fps=681 images/s, loss=0.0634, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:47.608974, arrival_time=2021-04-15 00:16:23.396739, cost_time=0:00:26.449464 2021-04-15 00:15:39,535 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0623, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:43.785824, arrival_time=2021-04-15 00:16:23.321305, cost_time=0:00:30.197138 2021-04-15 00:15:43,291 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0619, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:39.989242, arrival_time=2021-04-15 00:16:23.280767, cost_time=0:00:33.953098 2021-04-15 00:15:47,052 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=2.14ms, fps=681 images/s, loss=0.0609, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:36.205440, arrival_time=2021-04-15 00:16:23.257747, cost_time=0:00:37.713983 2021-04-15 00:15:50,805 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0602, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:32.420022, arrival_time=2021-04-15 00:16:23.225733, cost_time=0:00:41.467425 2021-04-15 00:15:54,558 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0598, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:28.639232, arrival_time=2021-04-15 00:16:23.197397, cost_time=0:00:45.219869 2021-04-15 00:15:58,318 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=0.0588, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:24.866754, arrival_time=2021-04-15 00:16:23.184984, cost_time=0:00:48.979942 2021-04-15 00:16:02,076 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.0589, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:21.095144, arrival_time=2021-04-15 00:16:23.171348, cost_time=0:00:52.737872 2021-04-15 00:16:05,826 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.93ms, fps=683 images/s, loss=0.0586, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:17.322910, arrival_time=2021-04-15 00:16:23.149074, cost_time=0:00:56.487727 2021-04-15 00:16:09,581 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.0584, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:13.554684, arrival_time=2021-04-15 00:16:23.136178, cost_time=0:01:00.243080 2021-04-15 00:16:13,335 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=3.73ms, fps=682 images/s, loss=0.0582, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:09.787804, arrival_time=2021-04-15 00:16:23.123295, cost_time=0:01:03.997158 2021-04-15 00:16:17,101 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.04ms, fps=680 images/s, loss=0.0584, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:06.023376, arrival_time=2021-04-15 00:16:23.124566, cost_time=0:01:07.762893 2021-04-15 00:16:20,860 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0585, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:02.258610, arrival_time=2021-04-15 00:16:23.119519, cost_time=0:01:11.522685 2021-04-15 00:16:22,869 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.39ms, fps=677 images/s, loss=0.0591, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:22.869398, cost_time=0:01:13.531115 2021-04-15 00:16:24,195 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=2.05ms, fps=1933 images/s, loss=1.1946, top1-acc=72.97%, top5-acc=91.60%, remaining_time=0:00:03.972180, arrival_time=2021-04-15 00:16:28.167782, cost_time=0:00:01.324058 2021-04-15 00:16:25,396 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.91ms, fps=2133 images/s, loss=1.2662, top1-acc=71.23%, top5-acc=91.25%, remaining_time=0:00:02.525040, arrival_time=2021-04-15 00:16:27.921654, cost_time=0:00:02.525043 2021-04-15 00:16:26,588 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.37ms, fps=2149 images/s, loss=1.2727, top1-acc=70.92%, top5-acc=91.09%, remaining_time=0:00:01.239100, arrival_time=2021-04-15 00:16:27.827927, cost_time=0:00:03.717290 2021-04-15 00:16:27,672 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=1.29ms, fps=2143 images/s, loss=1.2795, top1-acc=70.71%, top5-acc=90.85%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:27.671993, cost_time=0:00:04.800655 2021-04-15 00:16:28,394 INFO : Epoch=0140 complete, best val top1-acc=71.00%, top5-acc=90.96% (epoch=138), remaining_time=1:19:23.476440, arrival_time=2021-04-15 01:35:51.870491, cost_time=3:05:14.778300 2021-04-15 00:16:28,396 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 00:16:32,338 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.64ms, fps=649 images/s, loss=0.0625, top1-acc=98.36%, top5-acc=99.96%, remaining_time=0:01:13.318596, arrival_time=2021-04-15 00:17:45.656778, cost_time=0:00:03.941861 2021-04-15 00:16:36,091 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=2.86ms, fps=682 images/s, loss=0.0622, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:01:07.717408, arrival_time=2021-04-15 00:17:43.808894, cost_time=0:00:07.695162 2021-04-15 00:16:39,839 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=3.11ms, fps=683 images/s, loss=0.0614, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:01:03.318542, arrival_time=2021-04-15 00:17:43.158040, cost_time=0:00:11.443098 2021-04-15 00:16:43,592 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=2.96ms, fps=682 images/s, loss=0.0609, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:59.263152, arrival_time=2021-04-15 00:17:42.855212, cost_time=0:00:15.195696 2021-04-15 00:16:47,338 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0596, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:55.311954, arrival_time=2021-04-15 00:17:42.650744, cost_time=0:00:18.942467 2021-04-15 00:16:51,090 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.19ms, fps=682 images/s, loss=0.0578, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:51.440504, arrival_time=2021-04-15 00:17:42.531171, cost_time=0:00:22.694334 2021-04-15 00:16:54,854 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.76ms, fps=680 images/s, loss=0.0563, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:47.623716, arrival_time=2021-04-15 00:17:42.477746, cost_time=0:00:26.457591 2021-04-15 00:16:58,611 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=2.38ms, fps=681 images/s, loss=0.0558, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:43.811692, arrival_time=2021-04-15 00:17:42.422983, cost_time=0:00:30.214965 2021-04-15 00:17:02,365 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=2.63ms, fps=682 images/s, loss=0.0562, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:40.008216, arrival_time=2021-04-15 00:17:42.373776, cost_time=0:00:33.969242 2021-04-15 00:17:06,121 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.0560, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:36.215808, arrival_time=2021-04-15 00:17:42.336932, cost_time=0:00:37.724800 2021-04-15 00:17:09,876 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=4.19ms, fps=682 images/s, loss=0.0560, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:32.429912, arrival_time=2021-04-15 00:17:42.306349, cost_time=0:00:41.480109 2021-04-15 00:17:13,629 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.0565, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:28.647744, arrival_time=2021-04-15 00:17:42.277369, cost_time=0:00:45.233253 2021-04-15 00:17:17,386 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.0568, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:24.871770, arrival_time=2021-04-15 00:17:42.257960, cost_time=0:00:48.989853 2021-04-15 00:17:21,147 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=3.01ms, fps=681 images/s, loss=0.0575, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:21.100296, arrival_time=2021-04-15 00:17:42.247497, cost_time=0:00:52.750761 2021-04-15 00:17:24,905 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=2.27ms, fps=681 images/s, loss=0.0570, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:17.329534, arrival_time=2021-04-15 00:17:42.235184, cost_time=0:00:56.509280 2021-04-15 00:17:28,655 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.14ms, fps=683 images/s, loss=0.0570, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:13.558356, arrival_time=2021-04-15 00:17:42.214151, cost_time=0:01:00.259338 2021-04-15 00:17:32,412 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0566, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:09.790716, arrival_time=2021-04-15 00:17:42.203466, cost_time=0:01:04.016302 2021-04-15 00:17:36,161 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.42ms, fps=683 images/s, loss=0.0568, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:06.023600, arrival_time=2021-04-15 00:17:42.185420, cost_time=0:01:07.765452 2021-04-15 00:17:39,913 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0570, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:02.258442, arrival_time=2021-04-15 00:17:42.172131, cost_time=0:01:11.517357 2021-04-15 00:17:41,914 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.29ms, fps=680 images/s, loss=0.0574, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:41.914228, cost_time=0:01:13.517823 2021-04-15 00:17:43,219 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.36ms, fps=1965 images/s, loss=1.2989, top1-acc=69.73%, top5-acc=90.35%, remaining_time=0:00:03.907680, arrival_time=2021-04-15 00:17:47.126715, cost_time=0:00:01.302555 2021-04-15 00:17:44,417 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.90ms, fps=2137 images/s, loss=1.2910, top1-acc=70.06%, top5-acc=90.59%, remaining_time=0:00:02.501060, arrival_time=2021-04-15 00:17:46.918642, cost_time=0:00:02.501064 2021-04-15 00:17:45,610 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.56ms, fps=2147 images/s, loss=1.2670, top1-acc=70.61%, top5-acc=90.65%, remaining_time=0:00:01.231340, arrival_time=2021-04-15 00:17:46.841889, cost_time=0:00:03.694012 2021-04-15 00:17:46,698 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=1.97ms, fps=2134 images/s, loss=1.2586, top1-acc=70.92%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:46.698536, cost_time=0:00:04.782023 2021-04-15 00:17:47,397 INFO : Epoch=0141 complete, best val top1-acc=71.00%, top5-acc=90.96% (epoch=138), remaining_time=1:18:03.922680, arrival_time=2021-04-15 01:35:51.319803, cost_time=3:06:33.781378 2021-04-15 00:17:47,398 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 00:17:51,328 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.52ms, fps=651 images/s, loss=0.0478, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:01:13.088328, arrival_time=2021-04-15 00:19:04.416454, cost_time=0:00:03.929475 2021-04-15 00:17:55,079 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0507, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:07.592800, arrival_time=2021-04-15 00:19:02.672499, cost_time=0:00:07.681006 2021-04-15 00:17:58,830 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=3.44ms, fps=683 images/s, loss=0.0500, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:03.252972, arrival_time=2021-04-15 00:19:02.082950, cost_time=0:00:11.431249 2021-04-15 00:18:02,589 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.0495, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:59.242872, arrival_time=2021-04-15 00:19:01.832081, cost_time=0:00:15.190471 2021-04-15 00:18:06,348 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0501, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:55.334146, arrival_time=2021-04-15 00:19:01.682919, cost_time=0:00:18.950060 2021-04-15 00:18:10,102 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.61ms, fps=682 images/s, loss=0.0500, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:51.461040, arrival_time=2021-04-15 00:19:01.563343, cost_time=0:00:22.703397 2021-04-15 00:18:13,853 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0487, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:47.619306, arrival_time=2021-04-15 00:19:01.473170, cost_time=0:00:26.455165 2021-04-15 00:18:17,610 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.0478, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:43.806472, arrival_time=2021-04-15 00:19:01.416491, cost_time=0:00:30.211332 2021-04-15 00:18:21,359 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.88ms, fps=683 images/s, loss=0.0477, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:39.997828, arrival_time=2021-04-15 00:19:01.356909, cost_time=0:00:33.960404 2021-04-15 00:18:25,105 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=3.30ms, fps=683 images/s, loss=0.0470, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:36.198336, arrival_time=2021-04-15 00:19:01.303634, cost_time=0:00:37.706596 2021-04-15 00:18:28,864 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.71ms, fps=681 images/s, loss=0.0466, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:32.418646, arrival_time=2021-04-15 00:19:01.283125, cost_time=0:00:41.465730 2021-04-15 00:18:32,617 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0464, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:28.638624, arrival_time=2021-04-15 00:19:01.256125, cost_time=0:00:45.218824 2021-04-15 00:18:36,363 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=2.10ms, fps=684 images/s, loss=0.0464, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:24.858966, arrival_time=2021-04-15 00:19:01.222303, cost_time=0:00:48.964576 2021-04-15 00:18:40,116 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.0459, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:21.087136, arrival_time=2021-04-15 00:19:01.203735, cost_time=0:00:52.717788 2021-04-15 00:18:43,869 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.0456, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:17.317712, arrival_time=2021-04-15 00:19:01.187171, cost_time=0:00:56.470795 2021-04-15 00:18:47,612 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0459, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:13.548096, arrival_time=2021-04-15 00:19:01.160671, cost_time=0:01:00.213785 2021-04-15 00:18:51,362 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=2.38ms, fps=683 images/s, loss=0.0466, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:09.782656, arrival_time=2021-04-15 00:19:01.144871, cost_time=0:01:03.963513 2021-04-15 00:18:55,116 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=2.77ms, fps=682 images/s, loss=0.0469, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:06.019392, arrival_time=2021-04-15 00:19:01.136197, cost_time=0:01:07.718115 2021-04-15 00:18:58,862 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.76ms, fps=684 images/s, loss=0.0473, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:02.256738, arrival_time=2021-04-15 00:19:01.118803, cost_time=0:01:11.463279 2021-04-15 00:19:00,864 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.90ms, fps=679 images/s, loss=0.0476, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:00.864708, cost_time=0:01:13.466023 2021-04-15 00:19:02,202 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.24ms, fps=1917 images/s, loss=1.2451, top1-acc=71.68%, top5-acc=91.25%, remaining_time=0:00:04.005720, arrival_time=2021-04-15 00:19:06.207837, cost_time=0:00:01.335235 2021-04-15 00:19:03,396 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=2.52ms, fps=2145 images/s, loss=1.2605, top1-acc=71.04%, top5-acc=90.59%, remaining_time=0:00:02.529100, arrival_time=2021-04-15 00:19:05.925312, cost_time=0:00:02.529101 2021-04-15 00:19:04,592 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.34ms, fps=2142 images/s, loss=1.2414, top1-acc=71.42%, top5-acc=90.98%, remaining_time=0:00:01.241780, arrival_time=2021-04-15 00:19:05.834011, cost_time=0:00:03.725338 2021-04-15 00:19:05,677 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.10ms, fps=2138 images/s, loss=1.2175, top1-acc=71.83%, top5-acc=91.33%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:05.677727, cost_time=0:00:04.811024 2021-04-15 00:19:07,148 INFO : Epoch=0142 complete, best val top1-acc=71.83%, top5-acc=91.33% (epoch=142), remaining_time=1:16:44.682350, arrival_time=2021-04-15 01:35:51.830744, cost_time=3:07:53.532621 2021-04-15 00:19:07,150 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 00:19:11,104 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.71ms, fps=647 images/s, loss=0.0430, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:01:13.540494, arrival_time=2021-04-15 00:20:24.644719, cost_time=0:00:03.953790 2021-04-15 00:19:14,855 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=0.0425, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:01:07.806112, arrival_time=2021-04-15 00:20:22.661892, cost_time=0:00:07.705244 2021-04-15 00:19:18,615 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=2.60ms, fps=681 images/s, loss=0.0440, top1-acc=99.09%, top5-acc=99.97%, remaining_time=0:01:03.441050, arrival_time=2021-04-15 00:20:22.056843, cost_time=0:00:11.465236 2021-04-15 00:19:22,368 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0430, top1-acc=99.14%, top5-acc=99.98%, remaining_time=0:00:59.349264, arrival_time=2021-04-15 00:20:21.717626, cost_time=0:00:15.217776 2021-04-15 00:19:26,141 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.77ms, fps=679 images/s, loss=0.0431, top1-acc=99.13%, top5-acc=99.98%, remaining_time=0:00:55.454158, arrival_time=2021-04-15 00:20:21.595955, cost_time=0:00:18.991171 2021-04-15 00:19:29,897 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0427, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:51.559504, arrival_time=2021-04-15 00:20:21.456807, cost_time=0:00:22.746810 2021-04-15 00:19:33,646 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.0429, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:47.693142, arrival_time=2021-04-15 00:20:21.339900, cost_time=0:00:26.496171 2021-04-15 00:19:37,400 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0433, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:43.862616, arrival_time=2021-04-15 00:20:21.263228, cost_time=0:00:30.250095 2021-04-15 00:19:41,154 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0438, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:40.049026, arrival_time=2021-04-15 00:20:21.203445, cost_time=0:00:34.003933 2021-04-15 00:19:44,915 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.0436, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:36.254112, arrival_time=2021-04-15 00:20:21.169521, cost_time=0:00:37.764737 2021-04-15 00:19:48,664 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0437, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:32.456486, arrival_time=2021-04-15 00:20:21.121158, cost_time=0:00:41.514160 2021-04-15 00:19:52,412 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.0433, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:28.665984, arrival_time=2021-04-15 00:20:21.078610, cost_time=0:00:45.262077 2021-04-15 00:19:56,175 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.69ms, fps=680 images/s, loss=0.0431, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:24.889524, arrival_time=2021-04-15 00:20:21.064881, cost_time=0:00:49.024858 2021-04-15 00:19:59,936 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.0432, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:21.114520, arrival_time=2021-04-15 00:20:21.051311, cost_time=0:00:52.786256 2021-04-15 00:20:03,693 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0429, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:17.339884, arrival_time=2021-04-15 00:20:21.033614, cost_time=0:00:56.543121 2021-04-15 00:20:07,457 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.03ms, fps=680 images/s, loss=0.0431, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:13.568940, arrival_time=2021-04-15 00:20:21.025991, cost_time=0:01:00.306384 2021-04-15 00:20:11,226 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=5.60ms, fps=679 images/s, loss=0.0430, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:09.799816, arrival_time=2021-04-15 00:20:21.025972, cost_time=0:01:04.075656 2021-04-15 00:20:14,983 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.66ms, fps=681 images/s, loss=0.0433, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:06.029584, arrival_time=2021-04-15 00:20:21.012875, cost_time=0:01:07.832791 2021-04-15 00:20:18,740 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=2.44ms, fps=682 images/s, loss=0.0433, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:02.260728, arrival_time=2021-04-15 00:20:21.001030, cost_time=0:01:11.589799 2021-04-15 00:20:20,744 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.0433, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:20.744324, cost_time=0:01:13.593830 2021-04-15 00:20:22,054 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.42ms, fps=1958 images/s, loss=1.2191, top1-acc=70.74%, top5-acc=91.52%, remaining_time=0:00:03.922110, arrival_time=2021-04-15 00:20:25.976330, cost_time=0:00:01.307368 2021-04-15 00:20:23,248 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.54ms, fps=2144 images/s, loss=1.1861, top1-acc=71.13%, top5-acc=91.78%, remaining_time=0:00:02.501980, arrival_time=2021-04-15 00:20:25.750826, cost_time=0:00:02.501975 2021-04-15 00:20:24,444 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.53ms, fps=2142 images/s, loss=1.1821, top1-acc=71.29%, top5-acc=92.01%, remaining_time=0:00:01.232550, arrival_time=2021-04-15 00:20:25.677154, cost_time=0:00:03.697638 2021-04-15 00:20:25,533 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=2.09ms, fps=2132 images/s, loss=1.1674, top1-acc=71.61%, top5-acc=91.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:25.533424, cost_time=0:00:04.786640 2021-04-15 00:20:26,299 INFO : Epoch=0143 complete, best val top1-acc=71.83%, top5-acc=91.33% (epoch=142), remaining_time=1:15:25.195629, arrival_time=2021-04-15 01:35:51.495100, cost_time=3:09:12.683713 2021-04-15 00:20:26,301 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 00:20:30,235 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.48ms, fps=651 images/s, loss=0.0401, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:01:13.182444, arrival_time=2021-04-15 00:21:43.418189, cost_time=0:00:03.934536 2021-04-15 00:20:33,984 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0414, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:01:07.613392, arrival_time=2021-04-15 00:21:41.598022, cost_time=0:00:07.683340 2021-04-15 00:20:37,735 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.46ms, fps=683 images/s, loss=0.0373, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:03.267082, arrival_time=2021-04-15 00:21:41.002180, cost_time=0:00:11.433811 2021-04-15 00:20:41,487 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.0344, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:59.226492, arrival_time=2021-04-15 00:21:40.714247, cost_time=0:00:15.186292 2021-04-15 00:20:45,236 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.0346, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:55.290346, arrival_time=2021-04-15 00:21:40.526696, cost_time=0:00:18.935067 2021-04-15 00:20:48,984 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0342, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:51.414256, arrival_time=2021-04-15 00:21:40.398415, cost_time=0:00:22.682761 2021-04-15 00:20:52,731 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0339, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:47.574198, arrival_time=2021-04-15 00:21:40.305566, cost_time=0:00:26.430084 2021-04-15 00:20:56,490 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=2.23ms, fps=681 images/s, loss=0.0350, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:43.773644, arrival_time=2021-04-15 00:21:40.263630, cost_time=0:00:30.188690 2021-04-15 00:21:00,237 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0347, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:39.969420, arrival_time=2021-04-15 00:21:40.207041, cost_time=0:00:33.936342 2021-04-15 00:21:03,978 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0342, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:36.170304, arrival_time=2021-04-15 00:21:40.149021, cost_time=0:00:37.677400 2021-04-15 00:21:07,729 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0342, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:32.388976, arrival_time=2021-04-15 00:21:40.118133, cost_time=0:00:41.427785 2021-04-15 00:21:11,475 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.0345, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:28.610048, arrival_time=2021-04-15 00:21:40.085058, cost_time=0:00:45.173737 2021-04-15 00:21:15,229 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.00ms, fps=682 images/s, loss=0.0343, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:24.840156, arrival_time=2021-04-15 00:21:40.069136, cost_time=0:00:48.927584 2021-04-15 00:21:18,985 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0341, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:21.073304, arrival_time=2021-04-15 00:21:40.059049, cost_time=0:00:52.683309 2021-04-15 00:21:22,743 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=2.01ms, fps=681 images/s, loss=0.0347, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:17.308788, arrival_time=2021-04-15 00:21:40.051740, cost_time=0:00:56.441657 2021-04-15 00:21:26,501 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=2.77ms, fps=681 images/s, loss=0.0347, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:13.544928, arrival_time=2021-04-15 00:21:40.045861, cost_time=0:01:00.199635 2021-04-15 00:21:30,262 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.0346, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:09.782240, arrival_time=2021-04-15 00:21:40.044329, cost_time=0:01:03.960736 2021-04-15 00:21:34,017 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0348, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:06.019200, arrival_time=2021-04-15 00:21:40.036500, cost_time=0:01:07.716009 2021-04-15 00:21:37,771 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=2.56ms, fps=682 images/s, loss=0.0347, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:02.256960, arrival_time=2021-04-15 00:21:40.028709, cost_time=0:01:11.470384 2021-04-15 00:21:39,775 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.57ms, fps=679 images/s, loss=0.0348, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:39.775917, cost_time=0:01:13.474725 2021-04-15 00:21:41,085 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.40ms, fps=1958 images/s, loss=1.1773, top1-acc=72.50%, top5-acc=92.07%, remaining_time=0:00:03.922770, arrival_time=2021-04-15 00:21:45.008469, cost_time=0:00:01.307589 2021-04-15 00:21:42,280 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.59ms, fps=2145 images/s, loss=1.1970, top1-acc=72.52%, top5-acc=91.93%, remaining_time=0:00:02.502120, arrival_time=2021-04-15 00:21:44.782290, cost_time=0:00:02.502118 2021-04-15 00:21:43,478 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.46ms, fps=2137 images/s, loss=1.1809, top1-acc=72.49%, top5-acc=91.69%, remaining_time=0:00:01.233530, arrival_time=2021-04-15 00:21:44.712187, cost_time=0:00:03.700603 2021-04-15 00:21:44,563 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=1.50ms, fps=2139 images/s, loss=1.2226, top1-acc=72.14%, top5-acc=91.36%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:44.563767, cost_time=0:00:04.785770 2021-04-15 00:21:45,925 INFO : Epoch=0144 complete, best val top1-acc=72.14%, top5-acc=91.36% (epoch=144), remaining_time=1:14:05.898240, arrival_time=2021-04-15 01:35:51.823875, cost_time=3:10:32.309825 2021-04-15 00:21:45,928 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 00:21:49,866 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.47ms, fps=650 images/s, loss=0.0331, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:13.242336, arrival_time=2021-04-15 00:23:03.108305, cost_time=0:00:03.937759 2021-04-15 00:21:53,612 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0329, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:01:07.623424, arrival_time=2021-04-15 00:23:01.236268, cost_time=0:00:07.684485 2021-04-15 00:21:57,370 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.26ms, fps=682 images/s, loss=0.0326, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:01:03.309910, arrival_time=2021-04-15 00:23:00.679787, cost_time=0:00:11.441562 2021-04-15 00:22:01,136 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.0318, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:59.312136, arrival_time=2021-04-15 00:23:00.448719, cost_time=0:00:15.208248 2021-04-15 00:22:04,898 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=4.00ms, fps=681 images/s, loss=0.0318, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:55.393714, arrival_time=2021-04-15 00:23:00.292496, cost_time=0:00:18.970474 2021-04-15 00:22:08,655 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0322, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:51.515848, arrival_time=2021-04-15 00:23:00.171713, cost_time=0:00:22.727590 2021-04-15 00:22:12,408 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0325, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:47.663784, arrival_time=2021-04-15 00:23:00.071929, cost_time=0:00:26.479854 2021-04-15 00:22:16,160 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.0316, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:43.835936, arrival_time=2021-04-15 00:22:59.995840, cost_time=0:00:30.231643 2021-04-15 00:22:19,913 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.91ms, fps=682 images/s, loss=0.0309, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:40.026660, arrival_time=2021-04-15 00:22:59.939856, cost_time=0:00:33.984923 2021-04-15 00:22:23,669 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=2.02ms, fps=682 images/s, loss=0.0304, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:36.231936, arrival_time=2021-04-15 00:22:59.901771, cost_time=0:00:37.741568 2021-04-15 00:22:27,424 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0307, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:32.441952, arrival_time=2021-04-15 00:22:59.865847, cost_time=0:00:41.495489 2021-04-15 00:22:31,179 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0307, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:28.659296, arrival_time=2021-04-15 00:22:59.839162, cost_time=0:00:45.251492 2021-04-15 00:22:34,937 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.67ms, fps=681 images/s, loss=0.0313, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:24.881538, arrival_time=2021-04-15 00:22:59.818972, cost_time=0:00:49.009042 2021-04-15 00:22:38,689 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0312, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:21.104384, arrival_time=2021-04-15 00:22:59.793577, cost_time=0:00:52.760908 2021-04-15 00:22:42,439 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0312, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:17.330040, arrival_time=2021-04-15 00:22:59.769284, cost_time=0:00:56.510947 2021-04-15 00:22:46,197 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=2.50ms, fps=681 images/s, loss=0.0313, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:13.560552, arrival_time=2021-04-15 00:22:59.758018, cost_time=0:01:00.269090 2021-04-15 00:22:49,949 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0314, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:09.791418, arrival_time=2021-04-15 00:22:59.740555, cost_time=0:01:04.020864 2021-04-15 00:22:53,704 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0313, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:06.024560, arrival_time=2021-04-15 00:22:59.729237, cost_time=0:01:07.776363 2021-04-15 00:22:57,462 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.92ms, fps=681 images/s, loss=0.0313, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.258964, arrival_time=2021-04-15 00:22:59.721081, cost_time=0:01:11.533792 2021-04-15 00:22:59,468 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.37ms, fps=678 images/s, loss=0.0311, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:59.468357, cost_time=0:01:13.540085 2021-04-15 00:23:00,780 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.51ms, fps=1954 images/s, loss=1.1625, top1-acc=72.58%, top5-acc=91.72%, remaining_time=0:00:03.930120, arrival_time=2021-04-15 00:23:04.710715, cost_time=0:00:01.310039 2021-04-15 00:23:01,976 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=2.53ms, fps=2141 images/s, loss=1.1752, top1-acc=72.50%, top5-acc=91.52%, remaining_time=0:00:02.506440, arrival_time=2021-04-15 00:23:04.483191, cost_time=0:00:02.506435 2021-04-15 00:23:03,173 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.59ms, fps=2141 images/s, loss=1.1638, top1-acc=72.68%, top5-acc=91.61%, remaining_time=0:00:01.234250, arrival_time=2021-04-15 00:23:04.407435, cost_time=0:00:03.702747 2021-04-15 00:23:04,260 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=1.34ms, fps=2136 images/s, loss=1.1659, top1-acc=72.78%, top5-acc=91.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:04.260064, cost_time=0:00:04.789667 2021-04-15 00:23:05,635 INFO : Epoch=0145 complete, best val top1-acc=72.78%, top5-acc=91.74% (epoch=145), remaining_time=1:12:46.628365, arrival_time=2021-04-15 01:35:52.264302, cost_time=3:11:52.020172 2021-04-15 00:23:05,637 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 00:23:09,538 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.26ms, fps=656 images/s, loss=0.0287, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:01:12.554508, arrival_time=2021-04-15 00:24:22.092751, cost_time=0:00:03.900785 2021-04-15 00:23:13,286 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0270, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:07.310320, arrival_time=2021-04-15 00:24:20.596662, cost_time=0:00:07.648895 2021-04-15 00:23:17,034 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.0267, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:03.061242, arrival_time=2021-04-15 00:24:20.095564, cost_time=0:00:11.396611 2021-04-15 00:23:20,784 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0252, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:59.073300, arrival_time=2021-04-15 00:24:19.857995, cost_time=0:00:15.147018 2021-04-15 00:23:24,545 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=2.75ms, fps=681 images/s, loss=0.0255, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:55.211652, arrival_time=2021-04-15 00:24:19.757338, cost_time=0:00:18.908114 2021-04-15 00:23:28,299 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0259, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:51.366112, arrival_time=2021-04-15 00:24:19.665147, cost_time=0:00:22.661493 2021-04-15 00:23:32,051 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0254, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:47.543832, arrival_time=2021-04-15 00:24:19.594755, cost_time=0:00:26.413257 2021-04-15 00:23:35,807 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0251, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:43.746152, arrival_time=2021-04-15 00:24:19.553419, cost_time=0:00:30.169726 2021-04-15 00:23:39,558 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.68ms, fps=683 images/s, loss=0.0248, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:39.951400, arrival_time=2021-04-15 00:24:19.509948, cost_time=0:00:33.921006 2021-04-15 00:23:43,312 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0249, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:36.167904, arrival_time=2021-04-15 00:24:19.480529, cost_time=0:00:37.674911 2021-04-15 00:23:47,066 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=2.37ms, fps=682 images/s, loss=0.0253, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:32.389836, arrival_time=2021-04-15 00:24:19.456267, cost_time=0:00:41.428888 2021-04-15 00:23:50,819 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0254, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:28.615444, arrival_time=2021-04-15 00:24:19.435286, cost_time=0:00:45.182300 2021-04-15 00:23:54,575 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.63ms, fps=682 images/s, loss=0.0255, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:24.845304, arrival_time=2021-04-15 00:24:19.420726, cost_time=0:00:48.937747 2021-04-15 00:23:58,340 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=2.05ms, fps=680 images/s, loss=0.0257, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:21.080976, arrival_time=2021-04-15 00:24:19.420982, cost_time=0:00:52.702447 2021-04-15 00:24:02,097 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0259, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:17.314216, arrival_time=2021-04-15 00:24:19.411267, cost_time=0:00:56.459446 2021-04-15 00:24:05,851 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.95ms, fps=682 images/s, loss=0.0259, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:13.548024, arrival_time=2021-04-15 00:24:19.399090, cost_time=0:01:00.213514 2021-04-15 00:24:09,605 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0261, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:09.783280, arrival_time=2021-04-15 00:24:19.388468, cost_time=0:01:03.967636 2021-04-15 00:24:13,359 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=2.27ms, fps=682 images/s, loss=0.0262, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.019744, arrival_time=2021-04-15 00:24:19.379417, cost_time=0:01:07.722127 2021-04-15 00:24:17,125 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.0265, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:02.257494, arrival_time=2021-04-15 00:24:19.382403, cost_time=0:01:11.487353 2021-04-15 00:24:19,128 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.84ms, fps=679 images/s, loss=0.0269, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:19.128277, cost_time=0:01:13.490719 2021-04-15 00:24:20,436 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.40ms, fps=1961 images/s, loss=1.1275, top1-acc=73.48%, top5-acc=92.70%, remaining_time=0:00:03.915600, arrival_time=2021-04-15 00:24:24.352135, cost_time=0:00:01.305199 2021-04-15 00:24:21,628 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.45ms, fps=2149 images/s, loss=1.1586, top1-acc=72.87%, top5-acc=92.09%, remaining_time=0:00:02.497020, arrival_time=2021-04-15 00:24:24.125362, cost_time=0:00:02.497022 2021-04-15 00:24:22,815 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.44ms, fps=2158 images/s, loss=1.1681, top1-acc=72.63%, top5-acc=91.73%, remaining_time=0:00:01.228030, arrival_time=2021-04-15 00:24:24.043328, cost_time=0:00:03.684077 2021-04-15 00:24:23,900 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=1.27ms, fps=2138 images/s, loss=1.1574, top1-acc=72.83%, top5-acc=91.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:23.900795, cost_time=0:00:04.769511 2021-04-15 00:24:25,356 INFO : Epoch=0146 complete, best val top1-acc=72.83%, top5-acc=91.72% (epoch=146), remaining_time=1:11:27.356136, arrival_time=2021-04-15 01:35:52.712642, cost_time=3:13:11.740705 2021-04-15 00:24:25,358 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 00:24:29,262 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.45ms, fps=656 images/s, loss=0.0266, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:12.609006, arrival_time=2021-04-15 00:25:41.871617, cost_time=0:00:03.903712 2021-04-15 00:24:33,016 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0271, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:07.382128, arrival_time=2021-04-15 00:25:40.398270, cost_time=0:00:07.657054 2021-04-15 00:24:36,768 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0275, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:01:03.132124, arrival_time=2021-04-15 00:25:39.900661, cost_time=0:00:11.409421 2021-04-15 00:24:40,534 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=2.79ms, fps=680 images/s, loss=0.0273, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:59.183280, arrival_time=2021-04-15 00:25:39.717485, cost_time=0:00:15.175185 2021-04-15 00:24:44,285 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0268, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:55.264650, arrival_time=2021-04-15 00:25:39.549848, cost_time=0:00:18.926226 2021-04-15 00:24:48,040 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.0261, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:51.411808, arrival_time=2021-04-15 00:25:39.452506, cost_time=0:00:22.681709 2021-04-15 00:24:51,794 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0259, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:47.583774, arrival_time=2021-04-15 00:25:39.378214, cost_time=0:00:26.435460 2021-04-15 00:24:55,558 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=2.20ms, fps=680 images/s, loss=0.0262, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:43.789652, arrival_time=2021-04-15 00:25:39.348407, cost_time=0:00:30.199780 2021-04-15 00:24:59,308 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0260, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:39.985108, arrival_time=2021-04-15 00:25:39.293667, cost_time=0:00:33.949577 2021-04-15 00:25:03,061 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=2.95ms, fps=682 images/s, loss=0.0258, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:36.194304, arrival_time=2021-04-15 00:25:39.255768, cost_time=0:00:37.702371 2021-04-15 00:25:06,812 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.0253, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:32.409444, arrival_time=2021-04-15 00:25:39.222347, cost_time=0:00:41.453926 2021-04-15 00:25:10,568 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0258, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:28.632772, arrival_time=2021-04-15 00:25:39.201570, cost_time=0:00:45.209685 2021-04-15 00:25:14,328 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.73ms, fps=681 images/s, loss=0.0255, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:24.861606, arrival_time=2021-04-15 00:25:39.190458, cost_time=0:00:48.969873 2021-04-15 00:25:18,080 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0251, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:21.088368, arrival_time=2021-04-15 00:25:39.168393, cost_time=0:00:52.720920 2021-04-15 00:25:21,834 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0252, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:17.319276, arrival_time=2021-04-15 00:25:39.154113, cost_time=0:00:56.475858 2021-04-15 00:25:25,595 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.54ms, fps=681 images/s, loss=0.0250, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:13.553136, arrival_time=2021-04-15 00:25:39.148246, cost_time=0:01:00.236131 2021-04-15 00:25:29,348 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0249, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:09.786634, arrival_time=2021-04-15 00:25:39.135306, cost_time=0:01:03.989593 2021-04-15 00:25:33,103 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.28ms, fps=682 images/s, loss=0.0249, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:06.021712, arrival_time=2021-04-15 00:25:39.125078, cost_time=0:01:07.744336 2021-04-15 00:25:36,860 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=2.50ms, fps=682 images/s, loss=0.0247, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.257926, arrival_time=2021-04-15 00:25:39.118086, cost_time=0:01:11.501049 2021-04-15 00:25:38,865 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.34ms, fps=678 images/s, loss=0.0249, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:38.865670, cost_time=0:01:13.506685 2021-04-15 00:25:40,178 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.60ms, fps=1953 images/s, loss=1.0783, top1-acc=73.91%, top5-acc=92.23%, remaining_time=0:00:03.931680, arrival_time=2021-04-15 00:25:44.110141, cost_time=0:00:01.310556 2021-04-15 00:25:41,370 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.91ms, fps=2149 images/s, loss=1.0784, top1-acc=74.00%, top5-acc=92.38%, remaining_time=0:00:02.502380, arrival_time=2021-04-15 00:25:43.872607, cost_time=0:00:02.502377 2021-04-15 00:25:42,567 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.34ms, fps=2139 images/s, loss=1.0802, top1-acc=74.18%, top5-acc=92.25%, remaining_time=0:00:01.233310, arrival_time=2021-04-15 00:25:43.801156, cost_time=0:00:03.699940 2021-04-15 00:25:43,657 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.09ms, fps=2130 images/s, loss=1.1028, top1-acc=73.67%, top5-acc=92.13%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:43.657824, cost_time=0:00:04.789957 2021-04-15 00:25:45,228 INFO : Epoch=0147 complete, best val top1-acc=73.67%, top5-acc=92.13% (epoch=147), remaining_time=1:10:08.132531, arrival_time=2021-04-15 01:35:53.361193, cost_time=3:14:31.612907 2021-04-15 00:25:45,229 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 00:25:49,158 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.49ms, fps=652 images/s, loss=0.0158, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:13.063776, arrival_time=2021-04-15 00:27:02.222054, cost_time=0:00:03.928162 2021-04-15 00:25:52,906 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.73ms, fps=683 images/s, loss=0.0205, top1-acc=99.75%, top5-acc=99.98%, remaining_time=0:01:07.548272, arrival_time=2021-04-15 00:27:00.454421, cost_time=0:00:07.675944 2021-04-15 00:25:56,654 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0207, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:01:03.212136, arrival_time=2021-04-15 00:26:59.866337, cost_time=0:00:11.423878 2021-04-15 00:26:00,407 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0213, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:59.190924, arrival_time=2021-04-15 00:26:59.598288, cost_time=0:00:15.177165 2021-04-15 00:26:04,161 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.0216, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:55.278228, arrival_time=2021-04-15 00:26:59.439354, cost_time=0:00:18.930916 2021-04-15 00:26:07,917 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0222, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:51.422960, arrival_time=2021-04-15 00:26:59.339870, cost_time=0:00:22.686591 2021-04-15 00:26:11,662 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.88ms, fps=684 images/s, loss=0.0219, top1-acc=99.68%, top5-acc=99.99%, remaining_time=0:00:47.577348, arrival_time=2021-04-15 00:26:59.239513, cost_time=0:00:26.431857 2021-04-15 00:26:15,416 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0213, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:43.769352, arrival_time=2021-04-15 00:26:59.185439, cost_time=0:00:30.185779 2021-04-15 00:26:19,174 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.0208, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:39.979066, arrival_time=2021-04-15 00:26:59.153764, cost_time=0:00:33.944494 2021-04-15 00:26:22,938 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.92ms, fps=680 images/s, loss=0.0208, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:36.199776, arrival_time=2021-04-15 00:26:59.138100, cost_time=0:00:37.708143 2021-04-15 00:26:26,694 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.0206, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:32.417614, arrival_time=2021-04-15 00:26:59.112158, cost_time=0:00:41.464350 2021-04-15 00:26:30,443 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.0207, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:28.635128, arrival_time=2021-04-15 00:26:59.078678, cost_time=0:00:45.213329 2021-04-15 00:26:34,194 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.0208, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:24.858702, arrival_time=2021-04-15 00:26:59.053064, cost_time=0:00:48.964147 2021-04-15 00:26:37,957 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=4.77ms, fps=680 images/s, loss=0.0208, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:21.090888, arrival_time=2021-04-15 00:26:59.048250, cost_time=0:00:52.727163 2021-04-15 00:26:41,708 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.0209, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:17.320058, arrival_time=2021-04-15 00:26:59.028717, cost_time=0:00:56.478384 2021-04-15 00:26:45,464 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0207, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.552704, arrival_time=2021-04-15 00:26:59.017315, cost_time=0:01:00.234230 2021-04-15 00:26:49,217 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0210, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:09.786218, arrival_time=2021-04-15 00:26:59.003332, cost_time=0:01:03.986833 2021-04-15 00:26:52,979 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.62ms, fps=681 images/s, loss=0.0208, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.022128, arrival_time=2021-04-15 00:26:59.001365, cost_time=0:01:07.748994 2021-04-15 00:26:56,739 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.0209, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.258190, arrival_time=2021-04-15 00:26:58.997809, cost_time=0:01:11.509311 2021-04-15 00:26:58,745 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=2.12ms, fps=678 images/s, loss=0.0210, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:58.745864, cost_time=0:01:13.515680 2021-04-15 00:27:00,108 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.67ms, fps=1882 images/s, loss=1.0965, top1-acc=74.73%, top5-acc=92.66%, remaining_time=0:00:04.080330, arrival_time=2021-04-15 00:27:04.188432, cost_time=0:00:01.360110 2021-04-15 00:27:01,302 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.99ms, fps=2145 images/s, loss=1.1098, top1-acc=74.32%, top5-acc=92.64%, remaining_time=0:00:02.554580, arrival_time=2021-04-15 00:27:03.856944, cost_time=0:00:02.554577 2021-04-15 00:27:02,496 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.47ms, fps=2144 images/s, loss=1.1119, top1-acc=74.17%, top5-acc=92.49%, remaining_time=0:00:01.249660, arrival_time=2021-04-15 00:27:03.746540, cost_time=0:00:03.748980 2021-04-15 00:27:03,587 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=1.34ms, fps=2129 images/s, loss=1.1046, top1-acc=74.17%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:03.587043, cost_time=0:00:04.839152 2021-04-15 00:27:05,104 INFO : Epoch=0148 complete, best val top1-acc=74.17%, top5-acc=92.32% (epoch=148), remaining_time=1:08:48.901296, arrival_time=2021-04-15 01:35:54.005400, cost_time=3:15:51.488329 2021-04-15 00:27:05,105 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 00:27:09,043 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.64ms, fps=650 images/s, loss=0.0185, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:13.241034, arrival_time=2021-04-15 00:28:22.284442, cost_time=0:00:03.937688 2021-04-15 00:27:12,794 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.0173, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:07.658976, arrival_time=2021-04-15 00:28:20.453224, cost_time=0:00:07.688524 2021-04-15 00:27:16,547 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0171, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:03.312068, arrival_time=2021-04-15 00:28:19.859667, cost_time=0:00:11.441935 2021-04-15 00:27:20,307 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.65ms, fps=681 images/s, loss=0.0168, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:59.288424, arrival_time=2021-04-15 00:28:19.596250, cost_time=0:00:15.202151 2021-04-15 00:27:24,059 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=2.20ms, fps=683 images/s, loss=0.0167, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:55.344220, arrival_time=2021-04-15 00:28:19.403428, cost_time=0:00:18.953522 2021-04-15 00:27:27,813 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0165, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:51.471784, arrival_time=2021-04-15 00:28:19.285631, cost_time=0:00:22.708169 2021-04-15 00:27:31,577 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.99ms, fps=680 images/s, loss=0.0167, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:47.649672, arrival_time=2021-04-15 00:28:19.227442, cost_time=0:00:26.472023 2021-04-15 00:27:35,331 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.0171, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:43.827352, arrival_time=2021-04-15 00:28:19.158919, cost_time=0:00:30.225752 2021-04-15 00:27:39,083 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0173, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:40.017862, arrival_time=2021-04-15 00:28:19.100945, cost_time=0:00:33.977396 2021-04-15 00:27:42,832 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0172, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:36.217632, arrival_time=2021-04-15 00:28:19.050043, cost_time=0:00:37.726739 2021-04-15 00:27:46,599 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.52ms, fps=680 images/s, loss=0.0176, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:32.440060, arrival_time=2021-04-15 00:28:19.038999, cost_time=0:00:41.493130 2021-04-15 00:27:50,350 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0177, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:28.655192, arrival_time=2021-04-15 00:28:19.005915, cost_time=0:00:45.245009 2021-04-15 00:27:54,113 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.65ms, fps=680 images/s, loss=0.0179, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:24.880878, arrival_time=2021-04-15 00:28:18.994345, cost_time=0:00:49.007784 2021-04-15 00:27:57,866 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0180, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:21.104160, arrival_time=2021-04-15 00:28:18.970265, cost_time=0:00:52.760415 2021-04-15 00:28:01,619 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0180, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:17.330960, arrival_time=2021-04-15 00:28:18.950776, cost_time=0:00:56.514018 2021-04-15 00:28:05,371 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.0184, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:13.559688, arrival_time=2021-04-15 00:28:18.930625, cost_time=0:01:00.265239 2021-04-15 00:28:09,119 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0185, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.790326, arrival_time=2021-04-15 00:28:18.909922, cost_time=0:01:04.013752 2021-04-15 00:28:12,875 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.0185, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.023984, arrival_time=2021-04-15 00:28:18.899410, cost_time=0:01:07.769753 2021-04-15 00:28:16,637 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.0185, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.258904, arrival_time=2021-04-15 00:28:18.896522, cost_time=0:01:11.531933 2021-04-15 00:28:18,642 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.98ms, fps=679 images/s, loss=0.0186, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:18.642300, cost_time=0:01:13.536631 2021-04-15 00:28:19,957 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.23ms, fps=1950 images/s, loss=1.1302, top1-acc=74.57%, top5-acc=92.19%, remaining_time=0:00:03.938430, arrival_time=2021-04-15 00:28:23.895592, cost_time=0:00:01.312807 2021-04-15 00:28:21,162 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.02ms, fps=2125 images/s, loss=1.1071, top1-acc=74.12%, top5-acc=92.25%, remaining_time=0:00:02.517720, arrival_time=2021-04-15 00:28:23.679975, cost_time=0:00:02.517729 2021-04-15 00:28:22,360 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.45ms, fps=2137 images/s, loss=1.0888, top1-acc=74.90%, top5-acc=92.23%, remaining_time=0:00:01.238830, arrival_time=2021-04-15 00:28:23.599729, cost_time=0:00:03.716479 2021-04-15 00:28:23,447 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.10ms, fps=2136 images/s, loss=1.1151, top1-acc=74.21%, top5-acc=92.18%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:23.447596, cost_time=0:00:04.803218 2021-04-15 00:28:24,835 INFO : Epoch=0149 complete, best val top1-acc=74.21%, top5-acc=92.18% (epoch=149), remaining_time=1:07:29.612211, arrival_time=2021-04-15 01:35:54.448018, cost_time=3:17:11.220044 2021-04-15 00:28:24,837 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 00:28:28,761 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=2.16ms, fps=652 images/s, loss=0.0207, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:12.990120, arrival_time=2021-04-15 00:29:41.751905, cost_time=0:00:03.924197 2021-04-15 00:28:32,515 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.81ms, fps=682 images/s, loss=0.0226, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:07.567984, arrival_time=2021-04-15 00:29:40.083692, cost_time=0:00:07.678189 2021-04-15 00:28:36,269 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0227, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:03.254632, arrival_time=2021-04-15 00:29:39.523825, cost_time=0:00:11.431565 2021-04-15 00:28:40,031 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.0226, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:59.257692, arrival_time=2021-04-15 00:29:39.289487, cost_time=0:00:15.194282 2021-04-15 00:28:43,782 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0223, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:55.318232, arrival_time=2021-04-15 00:29:39.100432, cost_time=0:00:18.944587 2021-04-15 00:28:47,537 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.0213, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:51.452744, arrival_time=2021-04-15 00:29:38.990045, cost_time=0:00:22.699730 2021-04-15 00:28:51,290 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.45ms, fps=682 images/s, loss=0.0211, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:47.615652, arrival_time=2021-04-15 00:29:38.906454, cost_time=0:00:26.453145 2021-04-15 00:28:55,047 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=3.04ms, fps=682 images/s, loss=0.0208, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:43.804384, arrival_time=2021-04-15 00:29:38.851832, cost_time=0:00:30.209928 2021-04-15 00:28:58,816 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.60ms, fps=679 images/s, loss=0.0206, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:40.019028, arrival_time=2021-04-15 00:29:38.835014, cost_time=0:00:33.978438 2021-04-15 00:29:02,575 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.42ms, fps=681 images/s, loss=0.0205, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:36.227904, arrival_time=2021-04-15 00:29:38.802828, cost_time=0:00:37.737416 2021-04-15 00:29:06,334 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=2.44ms, fps=681 images/s, loss=0.0206, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:32.442726, arrival_time=2021-04-15 00:29:38.776978, cost_time=0:00:41.496562 2021-04-15 00:29:10,093 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.96ms, fps=681 images/s, loss=0.0208, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:28.662032, arrival_time=2021-04-15 00:29:38.755433, cost_time=0:00:45.255804 2021-04-15 00:29:13,866 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.99ms, fps=679 images/s, loss=0.0207, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:24.891702, arrival_time=2021-04-15 00:29:38.758425, cost_time=0:00:49.029065 2021-04-15 00:29:17,621 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0205, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.113624, arrival_time=2021-04-15 00:29:38.735236, cost_time=0:00:52.784092 2021-04-15 00:29:21,374 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.0202, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:17.338044, arrival_time=2021-04-15 00:29:38.712830, cost_time=0:00:56.537115 2021-04-15 00:29:25,146 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=2.75ms, fps=679 images/s, loss=0.0201, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.569408, arrival_time=2021-04-15 00:29:38.715524, cost_time=0:01:00.308516 2021-04-15 00:29:28,909 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.0201, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:09.799062, arrival_time=2021-04-15 00:29:38.708021, cost_time=0:01:04.070740 2021-04-15 00:29:32,667 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.0202, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.029296, arrival_time=2021-04-15 00:29:38.696441, cost_time=0:01:07.829583 2021-04-15 00:29:36,423 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0204, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:02.260602, arrival_time=2021-04-15 00:29:38.683849, cost_time=0:01:11.585724 2021-04-15 00:29:38,427 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.45ms, fps=679 images/s, loss=0.0204, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:38.427651, cost_time=0:01:13.590035 2021-04-15 00:29:39,772 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.21ms, fps=1907 images/s, loss=1.1312, top1-acc=74.22%, top5-acc=91.09%, remaining_time=0:00:04.026750, arrival_time=2021-04-15 00:29:43.799463, cost_time=0:00:01.342254 2021-04-15 00:29:40,969 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.73ms, fps=2140 images/s, loss=1.1308, top1-acc=73.81%, top5-acc=91.45%, remaining_time=0:00:02.539400, arrival_time=2021-04-15 00:29:43.509067, cost_time=0:00:02.539402 2021-04-15 00:29:42,168 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.43ms, fps=2137 images/s, loss=1.1471, top1-acc=73.44%, top5-acc=91.74%, remaining_time=0:00:01.245870, arrival_time=2021-04-15 00:29:43.413843, cost_time=0:00:03.737613 2021-04-15 00:29:43,257 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=1.26ms, fps=2131 images/s, loss=1.1079, top1-acc=73.66%, top5-acc=91.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:43.257071, cost_time=0:00:04.826765 2021-04-15 00:29:43,977 INFO : Epoch=0150 complete, best val top1-acc=74.21%, top5-acc=92.18% (epoch=149), remaining_time=1:06:10.120650, arrival_time=2021-04-15 01:35:54.098401, cost_time=3:18:30.361992 2021-04-15 00:29:43,979 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 00:29:47,918 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.56ms, fps=650 images/s, loss=0.0193, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:13.263354, arrival_time=2021-04-15 00:31:01.181884, cost_time=0:00:03.938888 2021-04-15 00:29:51,668 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0191, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:07.661968, arrival_time=2021-04-15 00:30:59.330204, cost_time=0:00:07.688853 2021-04-15 00:29:55,416 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=2.49ms, fps=683 images/s, loss=0.0187, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:03.285840, arrival_time=2021-04-15 00:30:58.702438, cost_time=0:00:11.437200 2021-04-15 00:29:59,172 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0185, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:59.251296, arrival_time=2021-04-15 00:30:58.423329, cost_time=0:00:15.192649 2021-04-15 00:30:02,927 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0183, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:55.328744, arrival_time=2021-04-15 00:30:58.256328, cost_time=0:00:18.948213 2021-04-15 00:30:06,685 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0183, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:51.465936, arrival_time=2021-04-15 00:30:58.151110, cost_time=0:00:22.705573 2021-04-15 00:30:10,445 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0184, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:47.638206, arrival_time=2021-04-15 00:30:58.083290, cost_time=0:00:26.465695 2021-04-15 00:30:14,203 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0179, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:43.823988, arrival_time=2021-04-15 00:30:58.026962, cost_time=0:00:30.223478 2021-04-15 00:30:17,952 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.93ms, fps=683 images/s, loss=0.0177, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:40.012562, arrival_time=2021-04-15 00:30:57.964906, cost_time=0:00:33.972898 2021-04-15 00:30:21,710 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.15ms, fps=681 images/s, loss=0.0176, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:36.222048, arrival_time=2021-04-15 00:30:57.932689, cost_time=0:00:37.731264 2021-04-15 00:30:25,472 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=2.36ms, fps=681 images/s, loss=0.0179, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:32.439974, arrival_time=2021-04-15 00:30:57.912333, cost_time=0:00:41.492973 2021-04-15 00:30:29,231 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=2.33ms, fps=681 images/s, loss=0.0177, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:28.659600, arrival_time=2021-04-15 00:30:57.891167, cost_time=0:00:45.252060 2021-04-15 00:30:32,983 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0177, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:24.878832, arrival_time=2021-04-15 00:30:57.862149, cost_time=0:00:49.003812 2021-04-15 00:30:36,744 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.12ms, fps=681 images/s, loss=0.0178, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.105896, arrival_time=2021-04-15 00:30:57.850006, cost_time=0:00:52.764732 2021-04-15 00:30:40,495 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.0176, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:17.331650, arrival_time=2021-04-15 00:30:57.827299, cost_time=0:00:56.516268 2021-04-15 00:30:44,245 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.93ms, fps=683 images/s, loss=0.0175, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:13.559868, arrival_time=2021-04-15 00:30:57.805313, cost_time=0:01:00.266055 2021-04-15 00:30:48,005 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=2.49ms, fps=681 images/s, loss=0.0175, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.792276, arrival_time=2021-04-15 00:30:57.798089, cost_time=0:01:04.026435 2021-04-15 00:30:51,757 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=2.71ms, fps=683 images/s, loss=0.0174, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.024672, arrival_time=2021-04-15 00:30:57.781610, cost_time=0:01:07.777512 2021-04-15 00:30:55,509 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.79ms, fps=682 images/s, loss=0.0176, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:02.258856, arrival_time=2021-04-15 00:30:57.768688, cost_time=0:01:11.530402 2021-04-15 00:30:57,521 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.56ms, fps=676 images/s, loss=0.0176, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:57.521645, cost_time=0:01:13.542260 2021-04-15 00:30:58,882 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.24ms, fps=1884 images/s, loss=1.1084, top1-acc=74.37%, top5-acc=91.68%, remaining_time=0:00:04.076100, arrival_time=2021-04-15 00:31:02.958782, cost_time=0:00:01.358700 2021-04-15 00:31:00,082 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=2.12ms, fps=2135 images/s, loss=1.0878, top1-acc=74.51%, top5-acc=91.99%, remaining_time=0:00:02.558480, arrival_time=2021-04-15 00:31:02.640841, cost_time=0:00:02.558489 2021-04-15 00:31:01,279 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.80ms, fps=2139 images/s, loss=1.0782, top1-acc=74.47%, top5-acc=92.12%, remaining_time=0:00:01.251940, arrival_time=2021-04-15 00:31:02.531617, cost_time=0:00:03.755834 2021-04-15 00:31:02,375 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=1.50ms, fps=2118 images/s, loss=1.0863, top1-acc=74.21%, top5-acc=92.23%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:02.375516, cost_time=0:00:04.851776 2021-04-15 00:31:03,072 INFO : Epoch=0151 complete, best val top1-acc=74.21%, top5-acc=92.18% (epoch=149), remaining_time=1:04:50.618228, arrival_time=2021-04-15 01:35:53.690214, cost_time=3:19:49.456211 2021-04-15 00:31:03,073 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 00:31:06,950 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.50ms, fps=660 images/s, loss=0.0176, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:12.094716, arrival_time=2021-04-15 00:32:19.044708, cost_time=0:00:03.876058 2021-04-15 00:31:10,694 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.90ms, fps=684 images/s, loss=0.0162, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:07.058112, arrival_time=2021-04-15 00:32:17.752294, cost_time=0:00:07.620247 2021-04-15 00:31:14,444 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0163, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:02.918814, arrival_time=2021-04-15 00:32:17.363520, cost_time=0:00:11.370874 2021-04-15 00:31:18,189 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.78ms, fps=684 images/s, loss=0.0170, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:58.950996, arrival_time=2021-04-15 00:32:17.140670, cost_time=0:00:15.115648 2021-04-15 00:31:21,944 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0166, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:55.102736, arrival_time=2021-04-15 00:32:17.047291, cost_time=0:00:18.870789 2021-04-15 00:31:25,701 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=2.70ms, fps=682 images/s, loss=0.0165, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:51.288728, arrival_time=2021-04-15 00:32:16.989904, cost_time=0:00:22.627389 2021-04-15 00:31:29,457 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0162, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:47.490786, arrival_time=2021-04-15 00:32:16.948416, cost_time=0:00:26.383743 2021-04-15 00:31:33,207 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0160, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:43.694184, arrival_time=2021-04-15 00:32:16.901876, cost_time=0:00:30.133939 2021-04-15 00:31:36,957 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0161, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:39.907092, arrival_time=2021-04-15 00:32:16.864388, cost_time=0:00:33.883386 2021-04-15 00:31:40,714 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.0162, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:36.134688, arrival_time=2021-04-15 00:32:16.848731, cost_time=0:00:37.640274 2021-04-15 00:31:44,470 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0163, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.364122, arrival_time=2021-04-15 00:32:16.834102, cost_time=0:00:41.395929 2021-04-15 00:31:48,223 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=2.39ms, fps=682 images/s, loss=0.0164, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:28.594772, arrival_time=2021-04-15 00:32:16.818298, cost_time=0:00:45.149689 2021-04-15 00:31:51,977 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=0.0163, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:24.828012, arrival_time=2021-04-15 00:32:16.805513, cost_time=0:00:48.903688 2021-04-15 00:31:55,729 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.22ms, fps=682 images/s, loss=0.0162, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.062216, arrival_time=2021-04-15 00:32:16.791607, cost_time=0:00:52.655570 2021-04-15 00:31:59,481 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0161, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.298208, arrival_time=2021-04-15 00:32:16.779306, cost_time=0:00:56.407199 2021-04-15 00:32:03,238 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=2.46ms, fps=682 images/s, loss=0.0160, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:13.536936, arrival_time=2021-04-15 00:32:16.775031, cost_time=0:01:00.164207 2021-04-15 00:32:07,000 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.90ms, fps=681 images/s, loss=0.0160, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.777040, arrival_time=2021-04-15 00:32:16.777745, cost_time=0:01:03.926775 2021-04-15 00:32:10,766 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=2.62ms, fps=680 images/s, loss=0.0159, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.017152, arrival_time=2021-04-15 00:32:16.783814, cost_time=0:01:07.692896 2021-04-15 00:32:14,528 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.91ms, fps=681 images/s, loss=0.0157, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.256450, arrival_time=2021-04-15 00:32:16.784493, cost_time=0:01:11.454221 2021-04-15 00:32:16,532 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.34ms, fps=679 images/s, loss=0.0159, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:16.531888, cost_time=0:01:13.458016 2021-04-15 00:32:17,869 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.48ms, fps=1918 images/s, loss=1.0403, top1-acc=74.30%, top5-acc=92.97%, remaining_time=0:00:04.003920, arrival_time=2021-04-15 00:32:21.873790, cost_time=0:00:01.334639 2021-04-15 00:32:19,067 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.35ms, fps=2139 images/s, loss=1.0660, top1-acc=74.79%, top5-acc=92.48%, remaining_time=0:00:02.532240, arrival_time=2021-04-15 00:32:21.599759, cost_time=0:00:02.532236 2021-04-15 00:32:20,267 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.39ms, fps=2135 images/s, loss=1.0803, top1-acc=74.48%, top5-acc=92.55%, remaining_time=0:00:01.244050, arrival_time=2021-04-15 00:32:21.511527, cost_time=0:00:03.732153 2021-04-15 00:32:21,355 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.08ms, fps=2133 images/s, loss=1.0838, top1-acc=74.48%, top5-acc=92.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:21.355688, cost_time=0:00:04.820600 2021-04-15 00:32:23,497 INFO : Epoch=0152 complete, best val top1-acc=74.48%, top5-acc=92.55% (epoch=152), remaining_time=1:03:31.541712, arrival_time=2021-04-15 01:35:55.039571, cost_time=3:21:09.882057 2021-04-15 00:32:23,499 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 00:32:27,411 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.46ms, fps=655 images/s, loss=0.0120, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:12.742554, arrival_time=2021-04-15 00:33:40.153721, cost_time=0:00:03.910887 2021-04-15 00:32:31,162 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0114, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:07.431232, arrival_time=2021-04-15 00:33:38.594039, cost_time=0:00:07.662631 2021-04-15 00:32:34,924 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.89ms, fps=681 images/s, loss=0.0113, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:03.216784, arrival_time=2021-04-15 00:33:38.141678, cost_time=0:00:11.424714 2021-04-15 00:32:38,683 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.03ms, fps=681 images/s, loss=0.0129, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:59.214480, arrival_time=2021-04-15 00:33:37.897865, cost_time=0:00:15.183207 2021-04-15 00:32:42,432 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=2.02ms, fps=683 images/s, loss=0.0136, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:55.283192, arrival_time=2021-04-15 00:33:37.715940, cost_time=0:00:18.932581 2021-04-15 00:32:46,193 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.0134, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:51.437376, arrival_time=2021-04-15 00:33:37.630513, cost_time=0:00:22.692961 2021-04-15 00:32:49,954 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=2.77ms, fps=681 images/s, loss=0.0132, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:47.617038, arrival_time=2021-04-15 00:33:37.571131, cost_time=0:00:26.453923 2021-04-15 00:32:53,718 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.16ms, fps=680 images/s, loss=0.0132, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:43.815636, arrival_time=2021-04-15 00:33:37.533688, cost_time=0:00:30.217644 2021-04-15 00:32:57,476 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.0132, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:40.017014, arrival_time=2021-04-15 00:33:37.493887, cost_time=0:00:33.976699 2021-04-15 00:33:01,242 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.82ms, fps=680 images/s, loss=0.0131, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:36.232704, arrival_time=2021-04-15 00:33:37.475338, cost_time=0:00:37.742450 2021-04-15 00:33:04,990 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.0134, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:32.437566, arrival_time=2021-04-15 00:33:37.427727, cost_time=0:00:41.489961 2021-04-15 00:33:08,736 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0136, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:28.649568, arrival_time=2021-04-15 00:33:37.386090, cost_time=0:00:45.236197 2021-04-15 00:33:12,492 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0136, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.872826, arrival_time=2021-04-15 00:33:37.364966, cost_time=0:00:48.991870 2021-04-15 00:33:16,256 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.73ms, fps=680 images/s, loss=0.0138, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.102424, arrival_time=2021-04-15 00:33:37.358696, cost_time=0:00:52.756113 2021-04-15 00:33:20,011 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0136, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.330086, arrival_time=2021-04-15 00:33:37.341496, cost_time=0:00:56.511108 2021-04-15 00:33:23,766 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0135, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.559832, arrival_time=2021-04-15 00:33:37.325956, cost_time=0:01:00.265843 2021-04-15 00:33:27,529 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.47ms, fps=680 images/s, loss=0.0135, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.792666, arrival_time=2021-04-15 00:33:37.321783, cost_time=0:01:04.028923 2021-04-15 00:33:31,283 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.94ms, fps=682 images/s, loss=0.0135, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.025184, arrival_time=2021-04-15 00:33:37.308872, cost_time=0:01:07.783389 2021-04-15 00:33:35,037 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.32ms, fps=682 images/s, loss=0.0137, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.259054, arrival_time=2021-04-15 00:33:37.296014, cost_time=0:01:11.536651 2021-04-15 00:33:37,040 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.45ms, fps=679 images/s, loss=0.0137, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:37.040561, cost_time=0:01:13.540361 2021-04-15 00:33:38,365 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.66ms, fps=1936 images/s, loss=1.0616, top1-acc=74.88%, top5-acc=92.11%, remaining_time=0:00:03.967740, arrival_time=2021-04-15 00:33:42.333027, cost_time=0:00:01.322581 2021-04-15 00:33:39,563 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=2.08ms, fps=2138 images/s, loss=1.0892, top1-acc=74.08%, top5-acc=91.89%, remaining_time=0:00:02.520700, arrival_time=2021-04-15 00:33:42.084108, cost_time=0:00:02.520702 2021-04-15 00:33:40,765 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=2.07ms, fps=2131 images/s, loss=1.0801, top1-acc=74.17%, top5-acc=91.98%, remaining_time=0:00:01.240830, arrival_time=2021-04-15 00:33:42.006043, cost_time=0:00:03.722490 2021-04-15 00:33:41,855 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.10ms, fps=2129 images/s, loss=1.0949, top1-acc=74.20%, top5-acc=92.12%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:41.855218, cost_time=0:00:04.812628 2021-04-15 00:33:42,579 INFO : Epoch=0153 complete, best val top1-acc=74.48%, top5-acc=92.55% (epoch=152), remaining_time=1:02:12.034624, arrival_time=2021-04-15 01:35:54.614171, cost_time=3:22:28.963769 2021-04-15 00:33:42,581 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 00:33:46,502 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.78ms, fps=653 images/s, loss=0.0118, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:12.924462, arrival_time=2021-04-15 00:34:59.426980, cost_time=0:00:03.920672 2021-04-15 00:33:50,250 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.52ms, fps=683 images/s, loss=0.0134, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:07.487200, arrival_time=2021-04-15 00:34:57.738043, cost_time=0:00:07.669002 2021-04-15 00:33:53,995 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0142, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:03.154534, arrival_time=2021-04-15 00:34:57.149973, cost_time=0:00:11.413483 2021-04-15 00:33:57,743 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.85ms, fps=683 images/s, loss=0.0134, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:59.128524, arrival_time=2021-04-15 00:34:56.871549, cost_time=0:00:15.161161 2021-04-15 00:34:01,496 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.73ms, fps=682 images/s, loss=0.0131, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:55.229318, arrival_time=2021-04-15 00:34:56.725312, cost_time=0:00:18.914135 2021-04-15 00:34:05,256 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=3.30ms, fps=681 images/s, loss=0.0125, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:51.396032, arrival_time=2021-04-15 00:34:56.652641, cost_time=0:00:22.674738 2021-04-15 00:34:09,009 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0122, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:47.569788, arrival_time=2021-04-15 00:34:56.579315, cost_time=0:00:26.427654 2021-04-15 00:34:12,763 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0119, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:43.763204, arrival_time=2021-04-15 00:34:56.526572, cost_time=0:00:30.181527 2021-04-15 00:34:16,518 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.0122, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:39.969420, arrival_time=2021-04-15 00:34:56.487731, cost_time=0:00:33.936256 2021-04-15 00:34:20,274 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=5.60ms, fps=682 images/s, loss=0.0120, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.184704, arrival_time=2021-04-15 00:34:56.459003, cost_time=0:00:37.692418 2021-04-15 00:34:24,020 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.0120, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:32.397232, arrival_time=2021-04-15 00:34:56.417483, cost_time=0:00:41.438357 2021-04-15 00:34:27,779 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.0122, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:28.624944, arrival_time=2021-04-15 00:34:56.404182, cost_time=0:00:45.197306 2021-04-15 00:34:31,541 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.55ms, fps=681 images/s, loss=0.0123, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.856524, arrival_time=2021-04-15 00:34:56.398306, cost_time=0:00:48.959809 2021-04-15 00:34:35,296 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0123, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.085792, arrival_time=2021-04-15 00:34:56.382276, cost_time=0:00:52.714505 2021-04-15 00:34:39,049 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0122, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.316746, arrival_time=2021-04-15 00:34:56.366232, cost_time=0:00:56.467622 2021-04-15 00:34:42,805 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0122, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.550184, arrival_time=2021-04-15 00:34:56.355190, cost_time=0:01:00.223031 2021-04-15 00:34:46,565 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.70ms, fps=681 images/s, loss=0.0126, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.785672, arrival_time=2021-04-15 00:34:56.350821, cost_time=0:01:03.983277 2021-04-15 00:34:50,321 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=6.04ms, fps=682 images/s, loss=0.0129, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.021280, arrival_time=2021-04-15 00:34:56.342602, cost_time=0:01:07.739428 2021-04-15 00:34:54,073 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.36ms, fps=682 images/s, loss=0.0130, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.257638, arrival_time=2021-04-15 00:34:56.331282, cost_time=0:01:11.491797 2021-04-15 00:34:56,076 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.37ms, fps=679 images/s, loss=0.0131, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:56.076612, cost_time=0:01:13.494744 2021-04-15 00:34:57,454 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.61ms, fps=1862 images/s, loss=1.0514, top1-acc=75.20%, top5-acc=91.99%, remaining_time=0:00:04.125540, arrival_time=2021-04-15 00:35:01.579608, cost_time=0:00:01.375175 2021-04-15 00:34:58,648 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=2.09ms, fps=2145 images/s, loss=1.0498, top1-acc=74.96%, top5-acc=92.09%, remaining_time=0:00:02.569420, arrival_time=2021-04-15 00:35:01.217635, cost_time=0:00:02.569427 2021-04-15 00:34:59,851 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.45ms, fps=2129 images/s, loss=1.0397, top1-acc=75.34%, top5-acc=92.27%, remaining_time=0:00:01.257480, arrival_time=2021-04-15 00:35:01.108804, cost_time=0:00:03.772455 2021-04-15 00:35:00,940 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.09ms, fps=2131 images/s, loss=1.0658, top1-acc=75.01%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:00.940636, cost_time=0:00:04.861909 2021-04-15 00:35:02,479 INFO : Epoch=0154 complete, best val top1-acc=75.01%, top5-acc=92.32% (epoch=154), remaining_time=1:00:52.777292, arrival_time=2021-04-15 01:35:55.256247, cost_time=3:23:48.863128 2021-04-15 00:35:02,481 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 00:35:06,347 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=2.07ms, fps=662 images/s, loss=0.0108, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:11.901834, arrival_time=2021-04-15 00:36:18.249724, cost_time=0:00:03.865694 2021-04-15 00:35:10,098 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=2.16ms, fps=683 images/s, loss=0.0110, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.025200, arrival_time=2021-04-15 00:36:17.123982, cost_time=0:00:07.616491 2021-04-15 00:35:13,853 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0105, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:02.921968, arrival_time=2021-04-15 00:36:16.775689, cost_time=0:00:11.371442 2021-04-15 00:35:17,609 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=2.47ms, fps=682 images/s, loss=0.0110, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:58.996080, arrival_time=2021-04-15 00:36:16.605449, cost_time=0:00:15.127183 2021-04-15 00:35:21,366 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0108, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.143324, arrival_time=2021-04-15 00:36:16.510216, cost_time=0:00:18.884721 2021-04-15 00:35:25,118 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.59ms, fps=683 images/s, loss=0.0107, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:51.308448, arrival_time=2021-04-15 00:36:16.426839, cost_time=0:00:22.636077 2021-04-15 00:35:28,877 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.0107, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.510442, arrival_time=2021-04-15 00:36:16.387390, cost_time=0:00:26.394717 2021-04-15 00:35:32,628 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.0108, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:43.711932, arrival_time=2021-04-15 00:36:16.340239, cost_time=0:00:30.146132 2021-04-15 00:35:36,381 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.0107, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.925642, arrival_time=2021-04-15 00:36:16.307027, cost_time=0:00:33.899108 2021-04-15 00:35:40,133 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0109, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.145056, arrival_time=2021-04-15 00:36:16.278507, cost_time=0:00:37.651133 2021-04-15 00:35:43,899 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.95ms, fps=680 images/s, loss=0.0110, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:32.380892, arrival_time=2021-04-15 00:36:16.280537, cost_time=0:00:41.417440 2021-04-15 00:35:47,652 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.0109, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:28.607616, arrival_time=2021-04-15 00:36:16.259785, cost_time=0:00:45.169881 2021-04-15 00:35:51,409 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.51ms, fps=681 images/s, loss=0.0109, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.839958, arrival_time=2021-04-15 00:36:16.249375, cost_time=0:00:48.927238 2021-04-15 00:35:55,172 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.0109, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.075824, arrival_time=2021-04-15 00:36:16.247727, cost_time=0:00:52.689501 2021-04-15 00:35:58,925 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0108, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.309294, arrival_time=2021-04-15 00:36:16.234846, cost_time=0:00:56.443335 2021-04-15 00:36:02,686 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.41ms, fps=681 images/s, loss=0.0108, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.545900, arrival_time=2021-04-15 00:36:16.232133, cost_time=0:01:00.203943 2021-04-15 00:36:06,445 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.0108, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.782656, arrival_time=2021-04-15 00:36:16.228433, cost_time=0:01:03.963443 2021-04-15 00:36:10,198 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0109, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.019216, arrival_time=2021-04-15 00:36:16.217634, cost_time=0:01:07.716260 2021-04-15 00:36:13,944 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.80ms, fps=684 images/s, loss=0.0109, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.256690, arrival_time=2021-04-15 00:36:16.200688, cost_time=0:01:11.461793 2021-04-15 00:36:15,942 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.45ms, fps=681 images/s, loss=0.0110, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:15.942140, cost_time=0:01:13.459969 2021-04-15 00:36:17,299 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.22ms, fps=1889 images/s, loss=1.0717, top1-acc=73.95%, top5-acc=92.46%, remaining_time=0:00:04.066680, arrival_time=2021-04-15 00:36:21.366470, cost_time=0:00:01.355558 2021-04-15 00:36:18,496 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=2.01ms, fps=2140 images/s, loss=1.0592, top1-acc=74.77%, top5-acc=92.52%, remaining_time=0:00:02.552160, arrival_time=2021-04-15 00:36:21.048563, cost_time=0:00:02.552166 2021-04-15 00:36:19,699 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.55ms, fps=2130 images/s, loss=1.0452, top1-acc=75.16%, top5-acc=92.60%, remaining_time=0:00:01.251570, arrival_time=2021-04-15 00:36:20.950574, cost_time=0:00:03.754722 2021-04-15 00:36:20,791 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.09ms, fps=2125 images/s, loss=1.0549, top1-acc=75.08%, top5-acc=92.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:20.791660, cost_time=0:00:04.847454 2021-04-15 00:36:22,545 INFO : Epoch=0155 complete, best val top1-acc=75.08%, top5-acc=92.72% (epoch=155), remaining_time=0:59:33.560250, arrival_time=2021-04-15 01:35:56.105816, cost_time=3:25:08.929762 2021-04-15 00:36:22,548 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 00:36:26,463 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.70ms, fps=654 images/s, loss=0.0096, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:12.821046, arrival_time=2021-04-15 00:37:39.284684, cost_time=0:00:03.915111 2021-04-15 00:36:30,214 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.0102, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:07.463616, arrival_time=2021-04-15 00:37:37.678354, cost_time=0:00:07.666327 2021-04-15 00:36:33,962 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.84ms, fps=683 images/s, loss=0.0099, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:03.158186, arrival_time=2021-04-15 00:37:37.120714, cost_time=0:00:11.414126 2021-04-15 00:36:37,710 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0103, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:59.132892, arrival_time=2021-04-15 00:37:36.843563, cost_time=0:00:15.162265 2021-04-15 00:36:41,459 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0103, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:55.220850, arrival_time=2021-04-15 00:37:36.680502, cost_time=0:00:18.911250 2021-04-15 00:36:45,209 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=2.52ms, fps=683 images/s, loss=0.0107, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:51.365024, arrival_time=2021-04-15 00:37:36.574573, cost_time=0:00:22.661057 2021-04-15 00:36:48,960 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.0104, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.541438, arrival_time=2021-04-15 00:37:36.501970, cost_time=0:00:26.411909 2021-04-15 00:36:52,712 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.42ms, fps=683 images/s, loss=0.0102, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:43.737800, arrival_time=2021-04-15 00:37:36.450220, cost_time=0:00:30.164012 2021-04-15 00:36:56,457 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0100, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:39.937090, arrival_time=2021-04-15 00:37:36.394436, cost_time=0:00:33.908833 2021-04-15 00:37:00,209 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.87ms, fps=682 images/s, loss=0.0102, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.155040, arrival_time=2021-04-15 00:37:36.364908, cost_time=0:00:37.661457 2021-04-15 00:37:03,963 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0102, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:32.378570, arrival_time=2021-04-15 00:37:36.341511, cost_time=0:00:41.414400 2021-04-15 00:37:07,712 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0103, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:28.603892, arrival_time=2021-04-15 00:37:36.316661, cost_time=0:00:45.164098 2021-04-15 00:37:11,473 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.0102, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.838704, arrival_time=2021-04-15 00:37:36.311913, cost_time=0:00:48.924752 2021-04-15 00:37:15,237 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=2.07ms, fps=680 images/s, loss=0.0101, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.075712, arrival_time=2021-04-15 00:37:36.313445, cost_time=0:00:52.689216 2021-04-15 00:37:18,996 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.75ms, fps=681 images/s, loss=0.0102, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.310674, arrival_time=2021-04-15 00:37:36.306998, cost_time=0:00:56.447915 2021-04-15 00:37:22,751 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=2.41ms, fps=682 images/s, loss=0.0105, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.545648, arrival_time=2021-04-15 00:37:36.296906, cost_time=0:01:00.202860 2021-04-15 00:37:26,520 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.20ms, fps=679 images/s, loss=0.0104, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.783930, arrival_time=2021-04-15 00:37:36.304137, cost_time=0:01:03.971780 2021-04-15 00:37:30,286 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.72ms, fps=680 images/s, loss=0.0104, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.021168, arrival_time=2021-04-15 00:37:36.307786, cost_time=0:01:07.738224 2021-04-15 00:37:34,048 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0104, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.257902, arrival_time=2021-04-15 00:37:36.306640, cost_time=0:01:11.500235 2021-04-15 00:37:36,055 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.99ms, fps=678 images/s, loss=0.0103, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:36.055183, cost_time=0:01:13.506740 2021-04-15 00:37:37,403 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.23ms, fps=1901 images/s, loss=1.0670, top1-acc=75.23%, top5-acc=92.73%, remaining_time=0:00:04.039290, arrival_time=2021-04-15 00:37:41.443208, cost_time=0:00:01.346431 2021-04-15 00:37:38,601 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.55ms, fps=2139 images/s, loss=1.0546, top1-acc=74.86%, top5-acc=92.58%, remaining_time=0:00:02.543440, arrival_time=2021-04-15 00:37:41.144532, cost_time=0:00:02.543446 2021-04-15 00:37:39,800 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.53ms, fps=2137 images/s, loss=1.0386, top1-acc=75.30%, top5-acc=92.59%, remaining_time=0:00:01.247460, arrival_time=2021-04-15 00:37:41.047415, cost_time=0:00:03.742378 2021-04-15 00:37:40,890 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=1.35ms, fps=2128 images/s, loss=1.0754, top1-acc=74.96%, top5-acc=92.38%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:40.890670, cost_time=0:00:04.833244 2021-04-15 00:37:41,629 INFO : Epoch=0156 complete, best val top1-acc=75.08%, top5-acc=92.72% (epoch=155), remaining_time=0:58:14.055224, arrival_time=2021-04-15 01:35:55.684961, cost_time=3:26:28.013987 2021-04-15 00:37:41,631 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 00:37:45,532 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=2.16ms, fps=656 images/s, loss=0.0069, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.561948, arrival_time=2021-04-15 00:38:58.094596, cost_time=0:00:03.901179 2021-04-15 00:37:49,287 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.68ms, fps=682 images/s, loss=0.0079, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.376848, arrival_time=2021-04-15 00:38:56.664676, cost_time=0:00:07.656452 2021-04-15 00:37:53,042 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=3.47ms, fps=682 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.140922, arrival_time=2021-04-15 00:38:56.183355, cost_time=0:00:11.411016 2021-04-15 00:37:56,806 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=2.32ms, fps=680 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.181564, arrival_time=2021-04-15 00:38:55.987693, cost_time=0:00:15.174746 2021-04-15 00:38:00,565 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.82ms, fps=681 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.287280, arrival_time=2021-04-15 00:38:55.852649, cost_time=0:00:18.933977 2021-04-15 00:38:04,314 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.416024, arrival_time=2021-04-15 00:38:55.730905, cost_time=0:00:22.683519 2021-04-15 00:38:08,067 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=3.23ms, fps=682 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.584026, arrival_time=2021-04-15 00:38:55.651020, cost_time=0:00:26.435563 2021-04-15 00:38:11,812 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.763088, arrival_time=2021-04-15 00:38:55.575893, cost_time=0:00:30.181447 2021-04-15 00:38:15,562 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.74ms, fps=683 images/s, loss=0.0086, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:39.962954, arrival_time=2021-04-15 00:38:55.525097, cost_time=0:00:33.930777 2021-04-15 00:38:19,318 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=2.44ms, fps=682 images/s, loss=0.0086, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.179232, arrival_time=2021-04-15 00:38:55.497306, cost_time=0:00:37.686651 2021-04-15 00:38:23,070 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0088, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.398092, arrival_time=2021-04-15 00:38:55.468925, cost_time=0:00:41.439460 2021-04-15 00:38:26,824 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0088, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.621980, arrival_time=2021-04-15 00:38:55.446108, cost_time=0:00:45.192636 2021-04-15 00:38:30,578 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0090, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.849858, arrival_time=2021-04-15 00:38:55.427920, cost_time=0:00:48.946644 2021-04-15 00:38:34,321 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0089, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.076160, arrival_time=2021-04-15 00:38:55.398018, cost_time=0:00:52.690374 2021-04-15 00:38:38,072 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.92ms, fps=683 images/s, loss=0.0090, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.308650, arrival_time=2021-04-15 00:38:55.381303, cost_time=0:00:56.441284 2021-04-15 00:38:41,819 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.10ms, fps=683 images/s, loss=0.0089, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.542372, arrival_time=2021-04-15 00:38:55.362070, cost_time=0:01:00.188342 2021-04-15 00:38:45,571 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0090, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.779042, arrival_time=2021-04-15 00:38:55.350249, cost_time=0:01:03.939845 2021-04-15 00:38:49,327 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=2.10ms, fps=682 images/s, loss=0.0090, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.017408, arrival_time=2021-04-15 00:38:55.344702, cost_time=0:01:07.695785 2021-04-15 00:38:53,075 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0090, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.256114, arrival_time=2021-04-15 00:38:55.331152, cost_time=0:01:11.443680 2021-04-15 00:38:55,078 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.58ms, fps=679 images/s, loss=0.0090, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:55.078098, cost_time=0:01:13.446740 2021-04-15 00:38:56,412 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.43ms, fps=1921 images/s, loss=1.0842, top1-acc=73.98%, top5-acc=91.72%, remaining_time=0:00:03.997500, arrival_time=2021-04-15 00:39:00.410288, cost_time=0:00:01.332505 2021-04-15 00:38:57,611 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.39ms, fps=2138 images/s, loss=1.0583, top1-acc=74.79%, top5-acc=92.01%, remaining_time=0:00:02.530680, arrival_time=2021-04-15 00:39:00.141637, cost_time=0:00:02.530681 2021-04-15 00:38:58,811 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.56ms, fps=2134 images/s, loss=1.0516, top1-acc=74.77%, top5-acc=92.37%, remaining_time=0:00:01.243540, arrival_time=2021-04-15 00:39:00.054506, cost_time=0:00:03.730633 2021-04-15 00:38:59,907 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=2.44ms, fps=2117 images/s, loss=1.0389, top1-acc=75.09%, top5-acc=92.41%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:59.907713, cost_time=0:00:04.827508 2021-04-15 00:39:01,351 INFO : Epoch=0157 complete, best val top1-acc=75.09%, top5-acc=92.41% (epoch=157), remaining_time=0:56:54.730233, arrival_time=2021-04-15 01:35:56.081908, cost_time=3:27:47.735894 2021-04-15 00:39:01,353 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 00:39:05,280 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.99ms, fps=652 images/s, loss=0.0080, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.040340, arrival_time=2021-04-15 00:40:18.321017, cost_time=0:00:03.926896 2021-04-15 00:39:09,027 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.23ms, fps=683 images/s, loss=0.0080, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.529264, arrival_time=2021-04-15 00:40:16.556837, cost_time=0:00:07.673779 2021-04-15 00:39:12,774 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.192714, arrival_time=2021-04-15 00:40:15.966893, cost_time=0:00:11.420380 2021-04-15 00:39:16,523 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.163000, arrival_time=2021-04-15 00:40:15.686871, cost_time=0:00:15.169995 2021-04-15 00:39:20,270 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.237640, arrival_time=2021-04-15 00:40:15.508415, cost_time=0:00:18.917025 2021-04-15 00:39:24,020 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=3.37ms, fps=683 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.377128, arrival_time=2021-04-15 00:40:15.397274, cost_time=0:00:22.666381 2021-04-15 00:39:27,773 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=2.34ms, fps=682 images/s, loss=0.0078, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.554920, arrival_time=2021-04-15 00:40:15.328107, cost_time=0:00:26.419431 2021-04-15 00:39:31,530 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.0080, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.756476, arrival_time=2021-04-15 00:40:15.287262, cost_time=0:00:30.176898 2021-04-15 00:39:35,285 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.963484, arrival_time=2021-04-15 00:40:15.248492, cost_time=0:00:33.931264 2021-04-15 00:39:39,036 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=2.77ms, fps=683 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.175200, arrival_time=2021-04-15 00:40:15.211432, cost_time=0:00:37.682466 2021-04-15 00:39:42,796 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.0079, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.400758, arrival_time=2021-04-15 00:40:15.197486, cost_time=0:00:41.442821 2021-04-15 00:39:46,560 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.66ms, fps=680 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.630872, arrival_time=2021-04-15 00:40:15.191267, cost_time=0:00:45.206633 2021-04-15 00:39:50,314 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.857118, arrival_time=2021-04-15 00:40:15.171940, cost_time=0:00:48.961030 2021-04-15 00:39:54,062 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.083496, arrival_time=2021-04-15 00:40:15.145962, cost_time=0:00:52.708713 2021-04-15 00:39:57,814 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.79ms, fps=683 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.314446, arrival_time=2021-04-15 00:40:15.128434, cost_time=0:00:56.460224 2021-04-15 00:40:01,565 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.547556, arrival_time=2021-04-15 00:40:15.112680, cost_time=0:01:00.211317 2021-04-15 00:40:05,310 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=3.56ms, fps=684 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.781590, arrival_time=2021-04-15 00:40:15.091902, cost_time=0:01:03.956486 2021-04-15 00:40:09,065 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=2.29ms, fps=682 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.018800, arrival_time=2021-04-15 00:40:15.083996, cost_time=0:01:07.711435 2021-04-15 00:40:12,819 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.256810, arrival_time=2021-04-15 00:40:15.076507, cost_time=0:01:11.465711 2021-04-15 00:40:14,824 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.83ms, fps=679 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:14.824514, cost_time=0:01:13.470737 2021-04-15 00:40:16,187 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.57ms, fps=1887 images/s, loss=0.9539, top1-acc=76.64%, top5-acc=93.12%, remaining_time=0:00:04.070100, arrival_time=2021-04-15 00:40:20.257187, cost_time=0:00:01.356695 2021-04-15 00:40:17,386 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.70ms, fps=2136 images/s, loss=0.9919, top1-acc=75.96%, top5-acc=92.91%, remaining_time=0:00:02.555960, arrival_time=2021-04-15 00:40:19.942332, cost_time=0:00:02.555963 2021-04-15 00:40:18,585 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=2.19ms, fps=2136 images/s, loss=1.0038, top1-acc=75.90%, top5-acc=92.75%, remaining_time=0:00:01.251720, arrival_time=2021-04-15 00:40:19.837278, cost_time=0:00:03.755158 2021-04-15 00:40:19,678 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=1.31ms, fps=2124 images/s, loss=1.0010, top1-acc=75.36%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:19.678465, cost_time=0:00:04.848179 2021-04-15 00:40:21,063 INFO : Epoch=0158 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:55:35.397408, arrival_time=2021-04-15 01:35:56.460640, cost_time=3:29:07.447459 2021-04-15 00:40:21,065 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 00:40:25,000 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.52ms, fps=651 images/s, loss=0.0104, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:13.181328, arrival_time=2021-04-15 00:41:38.181271, cost_time=0:00:03.934482 2021-04-15 00:40:28,751 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0090, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.638208, arrival_time=2021-04-15 00:41:36.389679, cost_time=0:00:07.686150 2021-04-15 00:40:32,505 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0088, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.297626, arrival_time=2021-04-15 00:41:35.802932, cost_time=0:00:11.439327 2021-04-15 00:40:36,264 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.85ms, fps=681 images/s, loss=0.0085, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.276256, arrival_time=2021-04-15 00:41:35.540758, cost_time=0:00:15.199057 2021-04-15 00:40:40,016 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0085, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.336336, arrival_time=2021-04-15 00:41:35.352467, cost_time=0:00:18.950809 2021-04-15 00:40:43,772 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=2.85ms, fps=682 images/s, loss=0.0084, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.470016, arrival_time=2021-04-15 00:41:35.242691, cost_time=0:00:22.707361 2021-04-15 00:40:47,524 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.626740, arrival_time=2021-04-15 00:41:35.151315, cost_time=0:00:26.459269 2021-04-15 00:40:51,283 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=2.01ms, fps=681 images/s, loss=0.0084, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.815752, arrival_time=2021-04-15 00:41:35.098769, cost_time=0:00:30.217722 2021-04-15 00:40:55,035 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=2.58ms, fps=682 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:40.009276, arrival_time=2021-04-15 00:41:35.044811, cost_time=0:00:33.970121 2021-04-15 00:40:58,788 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.214080, arrival_time=2021-04-15 00:41:35.002616, cost_time=0:00:37.723003 2021-04-15 00:41:02,547 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.431546, arrival_time=2021-04-15 00:41:34.979154, cost_time=0:00:41.482204 2021-04-15 00:41:06,305 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.86ms, fps=681 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.651848, arrival_time=2021-04-15 00:41:34.957192, cost_time=0:00:45.239765 2021-04-15 00:41:10,065 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.77ms, fps=681 images/s, loss=0.0082, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.877182, arrival_time=2021-04-15 00:41:34.942994, cost_time=0:00:49.000456 2021-04-15 00:41:13,819 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0082, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.101808, arrival_time=2021-04-15 00:41:34.921657, cost_time=0:00:52.754556 2021-04-15 00:41:17,570 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=3.30ms, fps=683 images/s, loss=0.0082, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.328338, arrival_time=2021-04-15 00:41:34.899157, cost_time=0:00:56.505514 2021-04-15 00:41:21,324 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=2.01ms, fps=682 images/s, loss=0.0081, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.558284, arrival_time=2021-04-15 00:41:34.882651, cost_time=0:01:00.259023 2021-04-15 00:41:25,070 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.789000, arrival_time=2021-04-15 00:41:34.859361, cost_time=0:01:04.005079 2021-04-15 00:41:28,826 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=2.95ms, fps=682 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.023216, arrival_time=2021-04-15 00:41:34.849722, cost_time=0:01:07.761162 2021-04-15 00:41:32,584 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.258496, arrival_time=2021-04-15 00:41:34.842814, cost_time=0:01:11.519014 2021-04-15 00:41:34,582 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.28ms, fps=681 images/s, loss=0.0083, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:34.582188, cost_time=0:01:13.516835 2021-04-15 00:41:35,914 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.25ms, fps=1924 images/s, loss=1.0707, top1-acc=73.95%, top5-acc=92.03%, remaining_time=0:00:03.991260, arrival_time=2021-04-15 00:41:39.906048, cost_time=0:00:01.330417 2021-04-15 00:41:37,111 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.44ms, fps=2140 images/s, loss=1.0651, top1-acc=74.65%, top5-acc=92.36%, remaining_time=0:00:02.527280, arrival_time=2021-04-15 00:41:39.638981, cost_time=0:00:02.527275 2021-04-15 00:41:38,308 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.88ms, fps=2141 images/s, loss=1.0291, top1-acc=75.25%, top5-acc=92.72%, remaining_time=0:00:01.241200, arrival_time=2021-04-15 00:41:39.549181, cost_time=0:00:03.723611 2021-04-15 00:41:39,399 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=1.27ms, fps=2126 images/s, loss=1.0307, top1-acc=75.35%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:39.399486, cost_time=0:00:04.815244 2021-04-15 00:41:40,156 INFO : Epoch=0159 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:54:15.900364, arrival_time=2021-04-15 01:35:56.056615, cost_time=3:30:26.540466 2021-04-15 00:41:40,158 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 00:41:44,105 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.92ms, fps=649 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.406202, arrival_time=2021-04-15 00:42:57.511246, cost_time=0:00:03.946572 2021-04-15 00:41:47,859 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.766512, arrival_time=2021-04-15 00:42:55.625715, cost_time=0:00:07.700735 2021-04-15 00:41:51,614 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=2.73ms, fps=682 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.390088, arrival_time=2021-04-15 00:42:55.004512, cost_time=0:00:11.456040 2021-04-15 00:41:55,369 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.0077, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.321496, arrival_time=2021-04-15 00:42:54.690593, cost_time=0:00:15.210623 2021-04-15 00:41:59,120 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.67ms, fps=683 images/s, loss=0.0076, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:55.367434, arrival_time=2021-04-15 00:42:54.487366, cost_time=0:00:18.961449 2021-04-15 00:42:02,872 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.67ms, fps=682 images/s, loss=0.0075, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.486200, arrival_time=2021-04-15 00:42:54.359014, cost_time=0:00:22.714472 2021-04-15 00:42:06,627 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.644758, arrival_time=2021-04-15 00:42:54.272378, cost_time=0:00:26.469302 2021-04-15 00:42:10,395 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=4.70ms, fps=680 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.843708, arrival_time=2021-04-15 00:42:54.239173, cost_time=0:00:30.237057 2021-04-15 00:42:14,149 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.0079, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:40.033762, arrival_time=2021-04-15 00:42:54.183065, cost_time=0:00:33.990970 2021-04-15 00:42:17,902 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=2.09ms, fps=682 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.234144, arrival_time=2021-04-15 00:42:54.136605, cost_time=0:00:37.743945 2021-04-15 00:42:21,659 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.445908, arrival_time=2021-04-15 00:42:54.104909, cost_time=0:00:41.500610 2021-04-15 00:42:25,414 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.53ms, fps=682 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.662260, arrival_time=2021-04-15 00:42:54.076807, cost_time=0:00:45.256218 2021-04-15 00:42:29,170 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.882990, arrival_time=2021-04-15 00:42:54.053340, cost_time=0:00:49.011909 2021-04-15 00:42:32,922 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.96ms, fps=682 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.105616, arrival_time=2021-04-15 00:42:54.027944, cost_time=0:00:52.763996 2021-04-15 00:42:36,673 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.331236, arrival_time=2021-04-15 00:42:54.004593, cost_time=0:00:56.514904 2021-04-15 00:42:40,427 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.560516, arrival_time=2021-04-15 00:42:53.987744, cost_time=0:01:00.268909 2021-04-15 00:42:44,182 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.791964, arrival_time=2021-04-15 00:42:53.974746, cost_time=0:01:04.024444 2021-04-15 00:42:47,932 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=3.13ms, fps=683 images/s, loss=0.0079, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.024336, arrival_time=2021-04-15 00:42:53.956573, cost_time=0:01:07.773862 2021-04-15 00:42:51,680 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.60ms, fps=683 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.258586, arrival_time=2021-04-15 00:42:53.938883, cost_time=0:01:11.521909 2021-04-15 00:42:53,682 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:53.682093, cost_time=0:01:13.522977 2021-04-15 00:42:55,047 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.29ms, fps=1880 images/s, loss=1.0202, top1-acc=75.43%, top5-acc=92.85%, remaining_time=0:00:04.084050, arrival_time=2021-04-15 00:42:59.131374, cost_time=0:00:01.361354 2021-04-15 00:42:56,245 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.03ms, fps=2137 images/s, loss=0.9985, top1-acc=75.86%, top5-acc=92.87%, remaining_time=0:00:02.559620, arrival_time=2021-04-15 00:42:58.805367, cost_time=0:00:02.559618 2021-04-15 00:42:57,453 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.39ms, fps=2122 images/s, loss=1.0101, top1-acc=75.39%, top5-acc=92.72%, remaining_time=0:00:01.255740, arrival_time=2021-04-15 00:42:58.709268, cost_time=0:00:03.767211 2021-04-15 00:42:58,546 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=1.33ms, fps=2125 images/s, loss=1.0427, top1-acc=75.26%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:58.546196, cost_time=0:00:04.860337 2021-04-15 00:42:59,342 INFO : Epoch=0160 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:52:56.431720, arrival_time=2021-04-15 01:35:55.774352, cost_time=3:31:45.726892 2021-04-15 00:42:59,343 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 00:43:03,245 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=3.54ms, fps=656 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.557670, arrival_time=2021-04-15 00:44:15.802717, cost_time=0:00:03.900946 2021-04-15 00:43:06,999 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0083, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:07.365584, arrival_time=2021-04-15 00:44:14.364838, cost_time=0:00:07.655175 2021-04-15 00:43:10,747 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.0081, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:03.097762, arrival_time=2021-04-15 00:44:13.845164, cost_time=0:00:11.403210 2021-04-15 00:43:14,498 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=3.05ms, fps=683 images/s, loss=0.0080, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:59.102004, arrival_time=2021-04-15 00:44:13.600522, cost_time=0:00:15.154376 2021-04-15 00:43:18,253 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:55.215156, arrival_time=2021-04-15 00:44:13.468687, cost_time=0:00:18.909308 2021-04-15 00:43:22,004 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.0087, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:51.362848, arrival_time=2021-04-15 00:44:13.367022, cost_time=0:00:22.660101 2021-04-15 00:43:25,746 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.86ms, fps=684 images/s, loss=0.0088, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:47.524428, arrival_time=2021-04-15 00:44:13.271007, cost_time=0:00:26.402491 2021-04-15 00:43:29,495 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.0088, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.719588, arrival_time=2021-04-15 00:44:13.215176, cost_time=0:00:30.151404 2021-04-15 00:43:33,243 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:39.925430, arrival_time=2021-04-15 00:44:13.168453, cost_time=0:00:33.898958 2021-04-15 00:43:36,996 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=5.35ms, fps=682 images/s, loss=0.0085, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.146208, arrival_time=2021-04-15 00:44:13.142597, cost_time=0:00:37.652296 2021-04-15 00:43:40,749 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.86ms, fps=682 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.371002, arrival_time=2021-04-15 00:44:13.120227, cost_time=0:00:41.404770 2021-04-15 00:43:44,515 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=2.18ms, fps=680 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.608224, arrival_time=2021-04-15 00:44:13.123279, cost_time=0:00:45.170897 2021-04-15 00:43:48,269 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.838506, arrival_time=2021-04-15 00:44:13.107401, cost_time=0:00:48.924298 2021-04-15 00:43:52,019 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=2.25ms, fps=683 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.070000, arrival_time=2021-04-15 00:44:13.089392, cost_time=0:00:52.674937 2021-04-15 00:43:55,757 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.87ms, fps=685 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.300002, arrival_time=2021-04-15 00:44:13.057144, cost_time=0:00:56.413073 2021-04-15 00:43:59,488 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=2.05ms, fps=686 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.532544, arrival_time=2021-04-15 00:44:13.021193, cost_time=0:01:00.144570 2021-04-15 00:44:03,235 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0084, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.771580, arrival_time=2021-04-15 00:44:13.006834, cost_time=0:01:03.891143 2021-04-15 00:44:06,979 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=2.12ms, fps=684 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.012032, arrival_time=2021-04-15 00:44:12.991504, cost_time=0:01:07.635405 2021-04-15 00:44:10,717 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.30ms, fps=685 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.253900, arrival_time=2021-04-15 00:44:12.971548, cost_time=0:01:11.373537 2021-04-15 00:44:12,711 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.26ms, fps=682 images/s, loss=0.0083, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:12.711032, cost_time=0:01:13.367044 2021-04-15 00:44:14,064 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.27ms, fps=1895 images/s, loss=1.0366, top1-acc=75.16%, top5-acc=92.85%, remaining_time=0:00:04.052400, arrival_time=2021-04-15 00:44:18.116475, cost_time=0:00:01.350801 2021-04-15 00:44:15,266 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.65ms, fps=2131 images/s, loss=1.0359, top1-acc=74.67%, top5-acc=92.38%, remaining_time=0:00:02.552760, arrival_time=2021-04-15 00:44:17.818749, cost_time=0:00:02.552754 2021-04-15 00:44:16,464 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.42ms, fps=2138 images/s, loss=1.0330, top1-acc=74.64%, top5-acc=92.49%, remaining_time=0:00:01.250240, arrival_time=2021-04-15 00:44:17.714145, cost_time=0:00:03.750732 2021-04-15 00:44:17,543 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.12ms, fps=2150 images/s, loss=1.0335, top1-acc=74.79%, top5-acc=92.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:17.543627, cost_time=0:00:04.830421 2021-04-15 00:44:18,263 INFO : Epoch=0161 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:51:36.902133, arrival_time=2021-04-15 01:35:55.165153, cost_time=3:33:04.647245 2021-04-15 00:44:18,264 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 00:44:22,200 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.91ms, fps=651 images/s, loss=0.0079, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.178352, arrival_time=2021-04-15 00:45:35.378523, cost_time=0:00:03.934325 2021-04-15 00:44:25,966 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.71ms, fps=680 images/s, loss=0.0076, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.765104, arrival_time=2021-04-15 00:45:33.731118, cost_time=0:00:07.700573 2021-04-15 00:44:29,715 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=2.36ms, fps=683 images/s, loss=0.0086, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.355892, arrival_time=2021-04-15 00:45:33.070852, cost_time=0:00:11.449875 2021-04-15 00:44:33,467 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.0087, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.290608, arrival_time=2021-04-15 00:45:32.758305, cost_time=0:00:15.202701 2021-04-15 00:44:37,217 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.11ms, fps=683 images/s, loss=0.0084, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.341300, arrival_time=2021-04-15 00:45:32.558954, cost_time=0:00:18.952523 2021-04-15 00:44:40,971 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.0084, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.467704, arrival_time=2021-04-15 00:45:32.439151, cost_time=0:00:22.706348 2021-04-15 00:44:44,732 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.79ms, fps=681 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.641608, arrival_time=2021-04-15 00:45:32.374237, cost_time=0:00:26.467533 2021-04-15 00:44:48,480 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=2.28ms, fps=683 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.812852, arrival_time=2021-04-15 00:45:32.293696, cost_time=0:00:30.215761 2021-04-15 00:44:52,236 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:40.009912, arrival_time=2021-04-15 00:45:32.245847, cost_time=0:00:33.970725 2021-04-15 00:44:55,991 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.217536, arrival_time=2021-04-15 00:45:32.209220, cost_time=0:00:37.726562 2021-04-15 00:44:59,740 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.97ms, fps=683 images/s, loss=0.0079, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.425870, arrival_time=2021-04-15 00:45:32.165902, cost_time=0:00:41.474937 2021-04-15 00:45:03,495 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0080, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.645844, arrival_time=2021-04-15 00:45:32.141241, cost_time=0:00:45.230272 2021-04-15 00:45:07,245 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.866952, arrival_time=2021-04-15 00:45:32.112340, cost_time=0:00:48.980310 2021-04-15 00:45:10,988 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=2.09ms, fps=684 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.089264, arrival_time=2021-04-15 00:45:32.077642, cost_time=0:00:52.723168 2021-04-15 00:45:14,739 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.318908, arrival_time=2021-04-15 00:45:32.058777, cost_time=0:00:56.474671 2021-04-15 00:45:18,488 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.550256, arrival_time=2021-04-15 00:45:32.038828, cost_time=0:01:00.223360 2021-04-15 00:45:22,245 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0081, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.785230, arrival_time=2021-04-15 00:45:32.030738, cost_time=0:01:03.980407 2021-04-15 00:45:26,004 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.83ms, fps=681 images/s, loss=0.0082, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.021280, arrival_time=2021-04-15 00:45:32.025896, cost_time=0:01:07.739379 2021-04-15 00:45:29,765 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.80ms, fps=681 images/s, loss=0.0082, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.257884, arrival_time=2021-04-15 00:45:32.022781, cost_time=0:01:11.499694 2021-04-15 00:45:31,771 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.48ms, fps=678 images/s, loss=0.0083, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:31.771338, cost_time=0:01:13.506163 2021-04-15 00:45:33,106 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.34ms, fps=1921 images/s, loss=0.9638, top1-acc=76.02%, top5-acc=92.93%, remaining_time=0:00:03.997260, arrival_time=2021-04-15 00:45:37.103668, cost_time=0:00:01.332423 2021-04-15 00:45:34,299 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.38ms, fps=2147 images/s, loss=1.0075, top1-acc=75.27%, top5-acc=92.64%, remaining_time=0:00:02.525480, arrival_time=2021-04-15 00:45:36.824987, cost_time=0:00:02.525470 2021-04-15 00:45:35,497 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.45ms, fps=2138 images/s, loss=0.9949, top1-acc=75.47%, top5-acc=92.96%, remaining_time=0:00:01.241210, arrival_time=2021-04-15 00:45:36.738963, cost_time=0:00:03.723637 2021-04-15 00:45:36,594 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.12ms, fps=2116 images/s, loss=1.0155, top1-acc=75.28%, top5-acc=92.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:36.594562, cost_time=0:00:04.820643 2021-04-15 00:45:37,317 INFO : Epoch=0162 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:50:17.411622, arrival_time=2021-04-15 01:35:54.729502, cost_time=3:34:23.702106 2021-04-15 00:45:37,319 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 00:45:41,223 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.67ms, fps=656 images/s, loss=0.0067, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.600636, arrival_time=2021-04-15 00:46:53.823798, cost_time=0:00:03.903258 2021-04-15 00:45:44,972 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.58ms, fps=683 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.342000, arrival_time=2021-04-15 00:46:52.314571, cost_time=0:00:07.652493 2021-04-15 00:45:48,723 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.101248, arrival_time=2021-04-15 00:46:51.825025, cost_time=0:00:11.403832 2021-04-15 00:45:52,478 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.75ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.118072, arrival_time=2021-04-15 00:46:51.596447, cost_time=0:00:15.158497 2021-04-15 00:45:56,238 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.242020, arrival_time=2021-04-15 00:46:51.480459, cost_time=0:00:18.918504 2021-04-15 00:45:59,991 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.76ms, fps=682 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.389096, arrival_time=2021-04-15 00:46:51.380775, cost_time=0:00:22.671679 2021-04-15 00:46:03,747 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.570040, arrival_time=2021-04-15 00:46:51.317776, cost_time=0:00:26.427792 2021-04-15 00:46:07,500 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=2.51ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.761232, arrival_time=2021-04-15 00:46:51.261277, cost_time=0:00:30.180163 2021-04-15 00:46:11,251 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.99ms, fps=683 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.963166, arrival_time=2021-04-15 00:46:51.214320, cost_time=0:00:33.931020 2021-04-15 00:46:15,007 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0079, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.179904, arrival_time=2021-04-15 00:46:51.187217, cost_time=0:00:37.687437 2021-04-15 00:46:18,775 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=3.61ms, fps=680 images/s, loss=0.0078, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.410304, arrival_time=2021-04-15 00:46:51.185289, cost_time=0:00:41.455048 2021-04-15 00:46:22,527 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.631556, arrival_time=2021-04-15 00:46:51.159264, cost_time=0:00:45.207768 2021-04-15 00:46:26,283 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=2.16ms, fps=682 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.858174, arrival_time=2021-04-15 00:46:51.141216, cost_time=0:00:48.963122 2021-04-15 00:46:30,041 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.0077, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.088816, arrival_time=2021-04-15 00:46:51.130710, cost_time=0:00:52.721996 2021-04-15 00:46:33,800 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=2.63ms, fps=681 images/s, loss=0.0076, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.320610, arrival_time=2021-04-15 00:46:51.120691, cost_time=0:00:56.480177 2021-04-15 00:46:37,556 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=2.04ms, fps=682 images/s, loss=0.0079, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.553028, arrival_time=2021-04-15 00:46:51.109032, cost_time=0:01:00.235754 2021-04-15 00:46:41,314 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.787362, arrival_time=2021-04-15 00:46:51.101641, cost_time=0:01:03.994250 2021-04-15 00:46:45,066 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=2.35ms, fps=682 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.021936, arrival_time=2021-04-15 00:46:51.088675, cost_time=0:01:07.746844 2021-04-15 00:46:48,819 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.29ms, fps=682 images/s, loss=0.0078, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.257872, arrival_time=2021-04-15 00:46:51.077088, cost_time=0:01:11.499204 2021-04-15 00:46:50,820 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.36ms, fps=680 images/s, loss=0.0080, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:50.820873, cost_time=0:01:13.501086 2021-04-15 00:46:52,135 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.84ms, fps=1950 images/s, loss=0.9764, top1-acc=75.78%, top5-acc=93.28%, remaining_time=0:00:03.938100, arrival_time=2021-04-15 00:46:56.073651, cost_time=0:00:01.312697 2021-04-15 00:46:53,332 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=2.08ms, fps=2140 images/s, loss=1.0276, top1-acc=75.06%, top5-acc=92.70%, remaining_time=0:00:02.509500, arrival_time=2021-04-15 00:46:55.841843, cost_time=0:00:02.509501 2021-04-15 00:46:54,529 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=2.26ms, fps=2139 images/s, loss=1.0302, top1-acc=74.99%, top5-acc=92.71%, remaining_time=0:00:01.235670, arrival_time=2021-04-15 00:46:55.765540, cost_time=0:00:03.707020 2021-04-15 00:46:55,619 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=1.44ms, fps=2130 images/s, loss=1.0296, top1-acc=75.25%, top5-acc=92.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:55.619749, cost_time=0:00:04.797024 2021-04-15 00:46:56,338 INFO : Epoch=0163 complete, best val top1-acc=75.36%, top5-acc=92.73% (epoch=158), remaining_time=0:48:57.918696, arrival_time=2021-04-15 01:35:54.257366, cost_time=3:35:42.722928 2021-04-15 00:46:56,340 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 00:47:00,263 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.55ms, fps=653 images/s, loss=0.0063, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.966312, arrival_time=2021-04-15 00:48:13.229450, cost_time=0:00:03.922924 2021-04-15 00:47:04,017 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0071, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.559008, arrival_time=2021-04-15 00:48:11.576414, cost_time=0:00:07.677165 2021-04-15 00:47:07,775 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=2.81ms, fps=681 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.276046, arrival_time=2021-04-15 00:48:11.051729, cost_time=0:00:11.435417 2021-04-15 00:47:11,534 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.0074, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.256444, arrival_time=2021-04-15 00:48:10.790668, cost_time=0:00:15.193969 2021-04-15 00:47:15,292 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.56ms, fps=681 images/s, loss=0.0073, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.339402, arrival_time=2021-04-15 00:48:10.631469, cost_time=0:00:18.951854 2021-04-15 00:47:19,042 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.458320, arrival_time=2021-04-15 00:48:10.500751, cost_time=0:00:22.702177 2021-04-15 00:47:22,793 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=2.51ms, fps=683 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.616156, arrival_time=2021-04-15 00:48:10.409905, cost_time=0:00:26.453441 2021-04-15 00:47:26,538 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.51ms, fps=684 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.786868, arrival_time=2021-04-15 00:48:10.324951, cost_time=0:00:30.197869 2021-04-15 00:47:30,298 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=2.17ms, fps=681 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.995602, arrival_time=2021-04-15 00:48:10.294424, cost_time=0:00:33.958522 2021-04-15 00:47:34,049 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0075, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.201120, arrival_time=2021-04-15 00:48:10.250912, cost_time=0:00:37.709524 2021-04-15 00:47:37,797 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=2.46ms, fps=683 images/s, loss=0.0074, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.411852, arrival_time=2021-04-15 00:48:10.209171, cost_time=0:00:41.457073 2021-04-15 00:47:41,553 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=3.01ms, fps=682 images/s, loss=0.0074, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.635052, arrival_time=2021-04-15 00:48:10.188588, cost_time=0:00:45.213268 2021-04-15 00:47:45,310 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=2.76ms, fps=682 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.861606, arrival_time=2021-04-15 00:48:10.171686, cost_time=0:00:48.969823 2021-04-15 00:47:49,069 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.091840, arrival_time=2021-04-15 00:48:10.161612, cost_time=0:00:52.729555 2021-04-15 00:47:52,827 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.0075, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.322864, arrival_time=2021-04-15 00:48:10.150688, cost_time=0:00:56.487565 2021-04-15 00:47:56,582 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=2.15ms, fps=682 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.554504, arrival_time=2021-04-15 00:48:10.137046, cost_time=0:01:00.242304 2021-04-15 00:48:00,342 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=2.35ms, fps=681 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.788480, arrival_time=2021-04-15 00:48:10.130389, cost_time=0:01:04.001683 2021-04-15 00:48:04,099 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.73ms, fps=681 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.023024, arrival_time=2021-04-15 00:48:10.122347, cost_time=0:01:07.759005 2021-04-15 00:48:07,851 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.69ms, fps=683 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.258232, arrival_time=2021-04-15 00:48:10.109143, cost_time=0:01:11.510706 2021-04-15 00:48:09,857 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=2.06ms, fps=678 images/s, loss=0.0078, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:09.857778, cost_time=0:01:13.517574 2021-04-15 00:48:11,234 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.44ms, fps=1863 images/s, loss=0.9891, top1-acc=75.82%, top5-acc=92.89%, remaining_time=0:00:04.122510, arrival_time=2021-04-15 00:48:15.356601, cost_time=0:00:01.374171 2021-04-15 00:48:12,435 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.91ms, fps=2132 images/s, loss=1.0024, top1-acc=75.86%, top5-acc=92.93%, remaining_time=0:00:02.575740, arrival_time=2021-04-15 00:48:15.011413, cost_time=0:00:02.575743 2021-04-15 00:48:13,633 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.41ms, fps=2138 images/s, loss=1.0170, top1-acc=75.68%, top5-acc=92.81%, remaining_time=0:00:01.257980, arrival_time=2021-04-15 00:48:14.891857, cost_time=0:00:03.773950 2021-04-15 00:48:14,723 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=1.34ms, fps=2130 images/s, loss=1.0007, top1-acc=75.71%, top5-acc=92.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:14.723406, cost_time=0:00:04.863515 2021-04-15 00:48:16,157 INFO : Epoch=0164 complete, best val top1-acc=75.71%, top5-acc=92.87% (epoch=164), remaining_time=0:47:38.606640, arrival_time=2021-04-15 01:35:54.763806, cost_time=3:37:02.541404 2021-04-15 00:48:16,158 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 00:48:20,089 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=2.80ms, fps=651 images/s, loss=0.0074, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.107672, arrival_time=2021-04-15 00:49:33.196932, cost_time=0:00:03.930524 2021-04-15 00:48:23,853 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.59ms, fps=680 images/s, loss=0.0075, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:07.710544, arrival_time=2021-04-15 00:49:31.563729, cost_time=0:00:07.694378 2021-04-15 00:48:27,611 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=2.29ms, fps=681 images/s, loss=0.0074, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:03.370500, arrival_time=2021-04-15 00:49:30.981813, cost_time=0:00:11.452507 2021-04-15 00:48:31,366 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=2.12ms, fps=682 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.310420, arrival_time=2021-04-15 00:49:30.676934, cost_time=0:00:15.207790 2021-04-15 00:48:35,120 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=3.79ms, fps=682 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.366996, arrival_time=2021-04-15 00:49:30.487045, cost_time=0:00:18.961314 2021-04-15 00:48:38,875 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.490960, arrival_time=2021-04-15 00:49:30.366261, cost_time=0:00:22.716585 2021-04-15 00:48:42,635 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.657358, arrival_time=2021-04-15 00:49:30.292480, cost_time=0:00:26.476327 2021-04-15 00:48:46,390 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.71ms, fps=682 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.836400, arrival_time=2021-04-15 00:49:30.227100, cost_time=0:00:30.231987 2021-04-15 00:48:50,140 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.81ms, fps=683 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:40.022208, arrival_time=2021-04-15 00:49:30.162177, cost_time=0:00:33.981164 2021-04-15 00:48:53,888 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0075, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.220416, arrival_time=2021-04-15 00:49:30.108875, cost_time=0:00:37.729602 2021-04-15 00:48:57,639 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=2.27ms, fps=683 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.430428, arrival_time=2021-04-15 00:49:30.069953, cost_time=0:00:41.480802 2021-04-15 00:49:01,396 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.99ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.650176, arrival_time=2021-04-15 00:49:30.046204, cost_time=0:00:45.237138 2021-04-15 00:49:05,158 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.876654, arrival_time=2021-04-15 00:49:30.034846, cost_time=0:00:48.999458 2021-04-15 00:49:08,910 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.100520, arrival_time=2021-04-15 00:49:30.010740, cost_time=0:00:52.751367 2021-04-15 00:49:12,664 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=2.24ms, fps=682 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.328154, arrival_time=2021-04-15 00:49:29.992071, cost_time=0:00:56.504866 2021-04-15 00:49:16,427 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=5.34ms, fps=680 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.560516, arrival_time=2021-04-15 00:49:29.988317, cost_time=0:01:00.269021 2021-04-15 00:49:20,177 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.791132, arrival_time=2021-04-15 00:49:29.968777, cost_time=0:01:04.018927 2021-04-15 00:49:23,911 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.022448, arrival_time=2021-04-15 00:49:29.934113, cost_time=0:01:07.752586 2021-04-15 00:49:27,655 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.257794, arrival_time=2021-04-15 00:49:29.913313, cost_time=0:01:11.496786 2021-04-15 00:49:29,651 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.39ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:29.651493, cost_time=0:01:13.492804 2021-04-15 00:49:30,989 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.38ms, fps=1916 images/s, loss=0.9565, top1-acc=75.16%, top5-acc=93.79%, remaining_time=0:00:04.007640, arrival_time=2021-04-15 00:49:34.997467, cost_time=0:00:01.335877 2021-04-15 00:49:32,178 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.53ms, fps=2154 images/s, loss=0.9884, top1-acc=75.12%, top5-acc=93.40%, remaining_time=0:00:02.525320, arrival_time=2021-04-15 00:49:34.704250, cost_time=0:00:02.525310 2021-04-15 00:49:33,374 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.50ms, fps=2143 images/s, loss=0.9980, top1-acc=75.33%, top5-acc=93.01%, remaining_time=0:00:01.240030, arrival_time=2021-04-15 00:49:34.614008, cost_time=0:00:03.720081 2021-04-15 00:49:34,469 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=1.36ms, fps=2120 images/s, loss=0.9898, top1-acc=75.31%, top5-acc=93.13%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:34.469029, cost_time=0:00:04.815353 2021-04-15 00:49:35,122 INFO : Epoch=0165 complete, best val top1-acc=75.71%, top5-acc=92.87% (epoch=164), remaining_time=0:46:19.107415, arrival_time=2021-04-15 01:35:54.229605, cost_time=3:38:21.506426 2021-04-15 00:49:35,123 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 00:49:39,075 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.60ms, fps=648 images/s, loss=0.0068, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.480974, arrival_time=2021-04-15 00:50:52.555968, cost_time=0:00:03.950591 2021-04-15 00:49:42,823 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=2.57ms, fps=683 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.753312, arrival_time=2021-04-15 00:50:50.576664, cost_time=0:00:07.699244 2021-04-15 00:49:46,577 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=2.11ms, fps=682 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.374152, arrival_time=2021-04-15 00:50:49.951399, cost_time=0:00:11.453156 2021-04-15 00:49:50,330 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=2.05ms, fps=682 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.304336, arrival_time=2021-04-15 00:50:49.634691, cost_time=0:00:15.206237 2021-04-15 00:49:54,080 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=4.32ms, fps=683 images/s, loss=0.0069, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.351520, arrival_time=2021-04-15 00:50:49.431565, cost_time=0:00:18.956016 2021-04-15 00:49:57,825 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.68ms, fps=684 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.457232, arrival_time=2021-04-15 00:50:49.283012, cost_time=0:00:22.701747 2021-04-15 00:50:01,578 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=2.52ms, fps=682 images/s, loss=0.0073, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.618046, arrival_time=2021-04-15 00:50:49.196580, cost_time=0:00:26.454479 2021-04-15 00:50:05,329 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.798352, arrival_time=2021-04-15 00:50:49.128183, cost_time=0:00:30.205797 2021-04-15 00:50:09,081 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.88ms, fps=683 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.994118, arrival_time=2021-04-15 00:50:49.075420, cost_time=0:00:33.957240 2021-04-15 00:50:12,845 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.85ms, fps=680 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.212640, arrival_time=2021-04-15 00:50:49.058226, cost_time=0:00:37.721468 2021-04-15 00:50:16,593 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.71ms, fps=683 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.421742, arrival_time=2021-04-15 00:50:49.015421, cost_time=0:00:41.469639 2021-04-15 00:50:20,338 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=2.21ms, fps=684 images/s, loss=0.0076, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.635432, arrival_time=2021-04-15 00:50:48.973360, cost_time=0:00:45.213836 2021-04-15 00:50:24,087 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=2.61ms, fps=683 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.858240, arrival_time=2021-04-15 00:50:48.945575, cost_time=0:00:48.963239 2021-04-15 00:50:27,830 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.082712, arrival_time=2021-04-15 00:50:48.913578, cost_time=0:00:52.706788 2021-04-15 00:50:31,583 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.314078, arrival_time=2021-04-15 00:50:48.897252, cost_time=0:00:56.458986 2021-04-15 00:50:35,335 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=2.19ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.547592, arrival_time=2021-04-15 00:50:48.883122, cost_time=0:01:00.211473 2021-04-15 00:50:39,077 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.780966, arrival_time=2021-04-15 00:50:48.858040, cost_time=0:01:03.952438 2021-04-15 00:50:42,815 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.017040, arrival_time=2021-04-15 00:50:48.832604, cost_time=0:01:07.691622 2021-04-15 00:50:46,569 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.49ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.256180, arrival_time=2021-04-15 00:50:48.825860, cost_time=0:01:11.445724 2021-04-15 00:50:48,565 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0075, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:48.565104, cost_time=0:01:13.441058 2021-04-15 00:50:49,872 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.82ms, fps=1962 images/s, loss=0.9761, top1-acc=76.09%, top5-acc=93.40%, remaining_time=0:00:03.913350, arrival_time=2021-04-15 00:50:53.785299, cost_time=0:00:01.304453 2021-04-15 00:50:51,056 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.95ms, fps=2162 images/s, loss=1.0094, top1-acc=75.16%, top5-acc=93.22%, remaining_time=0:00:02.489400, arrival_time=2021-04-15 00:50:53.546242, cost_time=0:00:02.489406 2021-04-15 00:50:52,244 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.59ms, fps=2156 images/s, loss=1.0118, top1-acc=74.92%, top5-acc=93.12%, remaining_time=0:00:01.225730, arrival_time=2021-04-15 00:50:53.470506, cost_time=0:00:03.677194 2021-04-15 00:50:53,324 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=1.40ms, fps=2150 images/s, loss=1.0250, top1-acc=75.35%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:53.324240, cost_time=0:00:04.756921 2021-04-15 00:50:54,070 INFO : Epoch=0166 complete, best val top1-acc=75.71%, top5-acc=92.87% (epoch=164), remaining_time=0:44:59.611288, arrival_time=2021-04-15 01:35:53.682149, cost_time=3:39:40.455082 2021-04-15 00:50:54,073 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 00:50:58,002 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.39ms, fps=652 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.070472, arrival_time=2021-04-15 00:52:11.072554, cost_time=0:00:03.928519 2021-04-15 00:51:01,752 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.49ms, fps=683 images/s, loss=0.0073, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:07.575376, arrival_time=2021-04-15 00:52:09.327894, cost_time=0:00:07.679026 2021-04-15 00:51:05,498 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.216784, arrival_time=2021-04-15 00:52:08.714970, cost_time=0:00:11.424711 2021-04-15 00:51:09,235 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.132268, arrival_time=2021-04-15 00:52:08.367978, cost_time=0:00:15.162111 2021-04-15 00:51:12,972 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.186686, arrival_time=2021-04-15 00:52:08.159614, cost_time=0:00:18.899569 2021-04-15 00:51:16,702 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.71ms, fps=687 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.291040, arrival_time=2021-04-15 00:52:07.992976, cost_time=0:00:22.628400 2021-04-15 00:51:20,451 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.479698, arrival_time=2021-04-15 00:52:07.930862, cost_time=0:00:26.377576 2021-04-15 00:51:24,184 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=2.04ms, fps=686 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.661240, arrival_time=2021-04-15 00:52:07.845919, cost_time=0:00:30.111222 2021-04-15 00:51:27,926 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=2.00ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.868826, arrival_time=2021-04-15 00:52:07.793233, cost_time=0:00:33.850913 2021-04-15 00:51:31,658 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.71ms, fps=686 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.081216, arrival_time=2021-04-15 00:52:07.739314, cost_time=0:00:37.584648 2021-04-15 00:51:35,394 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.82ms, fps=685 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.305814, arrival_time=2021-04-15 00:52:07.700620, cost_time=0:00:41.321354 2021-04-15 00:51:39,135 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.539292, arrival_time=2021-04-15 00:52:07.674794, cost_time=0:00:45.062050 2021-04-15 00:51:42,872 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.774684, arrival_time=2021-04-15 00:52:07.646857, cost_time=0:00:48.798678 2021-04-15 00:51:46,616 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=2.27ms, fps=684 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.017024, arrival_time=2021-04-15 00:52:07.633092, cost_time=0:00:52.542614 2021-04-15 00:51:50,351 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.258648, arrival_time=2021-04-15 00:52:07.610345, cost_time=0:00:56.278242 2021-04-15 00:51:54,089 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=2.10ms, fps=685 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.503528, arrival_time=2021-04-15 00:52:07.592778, cost_time=0:01:00.015678 2021-04-15 00:51:57,827 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.750624, arrival_time=2021-04-15 00:52:07.578035, cost_time=0:01:03.754053 2021-04-15 00:52:01,558 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.54ms, fps=686 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.998640, arrival_time=2021-04-15 00:52:07.556778, cost_time=0:01:07.484695 2021-04-15 00:52:05,299 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.74ms, fps=684 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.249250, arrival_time=2021-04-15 00:52:07.548854, cost_time=0:01:11.226232 2021-04-15 00:52:07,297 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.36ms, fps=681 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:07.297566, cost_time=0:01:13.224114 2021-04-15 00:52:08,603 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.39ms, fps=1963 images/s, loss=1.0184, top1-acc=75.16%, top5-acc=92.62%, remaining_time=0:00:03.911370, arrival_time=2021-04-15 00:52:12.514963, cost_time=0:00:01.303791 2021-04-15 00:52:09,795 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.49ms, fps=2148 images/s, loss=0.9900, top1-acc=75.76%, top5-acc=93.26%, remaining_time=0:00:02.496080, arrival_time=2021-04-15 00:52:12.291935, cost_time=0:00:02.496070 2021-04-15 00:52:10,982 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.57ms, fps=2159 images/s, loss=0.9862, top1-acc=75.96%, top5-acc=93.14%, remaining_time=0:00:01.227470, arrival_time=2021-04-15 00:52:12.209653, cost_time=0:00:03.682410 2021-04-15 00:52:12,061 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=1.23ms, fps=2150 images/s, loss=0.9968, top1-acc=75.55%, top5-acc=92.90%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:12.061575, cost_time=0:00:04.761830 2021-04-15 00:52:12,759 INFO : Epoch=0167 complete, best val top1-acc=75.71%, top5-acc=92.87% (epoch=164), remaining_time=0:43:40.070343, arrival_time=2021-04-15 01:35:52.829898, cost_time=3:40:59.143782 2021-04-15 00:52:12,761 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 00:52:16,721 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.87ms, fps=646 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.653396, arrival_time=2021-04-15 00:53:30.374567, cost_time=0:00:03.959857 2021-04-15 00:52:20,461 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.77ms, fps=685 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.763520, arrival_time=2021-04-15 00:53:28.225193, cost_time=0:00:07.700404 2021-04-15 00:52:24,202 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=2.35ms, fps=684 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.307088, arrival_time=2021-04-15 00:53:27.509529, cost_time=0:00:11.441041 2021-04-15 00:52:27,940 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.199816, arrival_time=2021-04-15 00:53:27.140506, cost_time=0:00:15.179432 2021-04-15 00:52:31,678 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.236764, arrival_time=2021-04-15 00:53:26.914746, cost_time=0:00:18.916714 2021-04-15 00:52:35,413 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.344760, arrival_time=2021-04-15 00:53:26.758160, cost_time=0:00:22.652091 2021-04-15 00:52:39,143 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.56ms, fps=687 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.487006, arrival_time=2021-04-15 00:53:26.630002, cost_time=0:00:26.381649 2021-04-15 00:52:42,892 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.689312, arrival_time=2021-04-15 00:53:26.581314, cost_time=0:00:30.130597 2021-04-15 00:52:46,639 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.43ms, fps=683 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.901050, arrival_time=2021-04-15 00:53:26.540532, cost_time=0:00:33.878219 2021-04-15 00:52:50,371 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.105696, arrival_time=2021-04-15 00:53:26.477079, cost_time=0:00:37.610110 2021-04-15 00:52:54,107 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=2.10ms, fps=685 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.325336, arrival_time=2021-04-15 00:53:26.432912, cost_time=0:00:41.346317 2021-04-15 00:52:57,862 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.563460, arrival_time=2021-04-15 00:53:26.425665, cost_time=0:00:45.100147 2021-04-15 00:53:01,617 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.803658, arrival_time=2021-04-15 00:53:26.421078, cost_time=0:00:48.855750 2021-04-15 00:53:05,377 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.046312, arrival_time=2021-04-15 00:53:26.423417, cost_time=0:00:52.615719 2021-04-15 00:53:09,118 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.283028, arrival_time=2021-04-15 00:53:26.401910, cost_time=0:00:56.357687 2021-04-15 00:53:12,875 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=2.36ms, fps=682 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.525668, arrival_time=2021-04-15 00:53:26.400983, cost_time=0:01:00.114012 2021-04-15 00:53:16,620 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=2.34ms, fps=684 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.766692, arrival_time=2021-04-15 00:53:26.387177, cost_time=0:01:03.859207 2021-04-15 00:53:20,372 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.009856, arrival_time=2021-04-15 00:53:26.382014, cost_time=0:01:07.610873 2021-04-15 00:53:24,126 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.23ms, fps=682 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.253636, arrival_time=2021-04-15 00:53:26.380211, cost_time=0:01:11.365176 2021-04-15 00:53:26,130 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.79ms, fps=679 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:26.130123, cost_time=0:01:13.368797 2021-04-15 00:53:27,441 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.29ms, fps=1956 images/s, loss=0.9750, top1-acc=75.94%, top5-acc=93.44%, remaining_time=0:00:03.925590, arrival_time=2021-04-15 00:53:31.366607, cost_time=0:00:01.308526 2021-04-15 00:53:28,639 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.37ms, fps=2138 images/s, loss=0.9985, top1-acc=75.37%, top5-acc=92.77%, remaining_time=0:00:02.506520, arrival_time=2021-04-15 00:53:31.145628, cost_time=0:00:02.506510 2021-04-15 00:53:29,833 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=2.17ms, fps=2144 images/s, loss=0.9994, top1-acc=75.26%, top5-acc=92.80%, remaining_time=0:00:01.233780, arrival_time=2021-04-15 00:53:31.067577, cost_time=0:00:03.701326 2021-04-15 00:53:30,926 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=2123 images/s, loss=0.9878, top1-acc=75.26%, top5-acc=92.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:30.926877, cost_time=0:00:04.794503 2021-04-15 00:53:31,711 INFO : Epoch=0168 complete, best val top1-acc=75.71%, top5-acc=92.87% (epoch=164), remaining_time=0:42:20.589568, arrival_time=2021-04-15 01:35:52.300662, cost_time=3:42:18.095311 2021-04-15 00:53:31,713 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 00:53:35,650 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.98ms, fps=650 images/s, loss=0.0069, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.225968, arrival_time=2021-04-15 00:54:48.876519, cost_time=0:00:03.936875 2021-04-15 00:53:39,406 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0069, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.694704, arrival_time=2021-04-15 00:54:47.100928, cost_time=0:00:07.692586 2021-04-15 00:53:43,172 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=2.01ms, fps=680 images/s, loss=0.0074, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:03.404696, arrival_time=2021-04-15 00:54:46.577011, cost_time=0:00:11.458694 2021-04-15 00:53:46,928 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=2.65ms, fps=682 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:59.337876, arrival_time=2021-04-15 00:54:46.266457, cost_time=0:00:15.214826 2021-04-15 00:53:50,683 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.57ms, fps=682 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.392254, arrival_time=2021-04-15 00:54:46.075846, cost_time=0:00:18.969972 2021-04-15 00:53:54,429 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.73ms, fps=684 images/s, loss=0.0075, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.487832, arrival_time=2021-04-15 00:54:45.916817, cost_time=0:00:22.715228 2021-04-15 00:53:58,184 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0075, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.648034, arrival_time=2021-04-15 00:54:45.832822, cost_time=0:00:26.471138 2021-04-15 00:54:01,938 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0075, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:43.826424, arrival_time=2021-04-15 00:54:45.765167, cost_time=0:00:30.225125 2021-04-15 00:54:05,687 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0074, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:40.013410, arrival_time=2021-04-15 00:54:45.700702, cost_time=0:00:33.973654 2021-04-15 00:54:09,435 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.0075, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.213120, arrival_time=2021-04-15 00:54:45.648776, cost_time=0:00:37.722030 2021-04-15 00:54:13,191 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=2.58ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.428192, arrival_time=2021-04-15 00:54:45.619869, cost_time=0:00:41.477941 2021-04-15 00:54:16,946 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.52ms, fps=682 images/s, loss=0.0073, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.647288, arrival_time=2021-04-15 00:54:45.593649, cost_time=0:00:45.232599 2021-04-15 00:54:20,704 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.872232, arrival_time=2021-04-15 00:54:45.576653, cost_time=0:00:48.990751 2021-04-15 00:54:24,460 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=2.57ms, fps=682 images/s, loss=0.0074, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.098784, arrival_time=2021-04-15 00:54:45.559353, cost_time=0:00:52.746902 2021-04-15 00:54:28,212 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=2.35ms, fps=683 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.326176, arrival_time=2021-04-15 00:54:45.538158, cost_time=0:00:56.498372 2021-04-15 00:54:31,956 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.554684, arrival_time=2021-04-15 00:54:45.511499, cost_time=0:01:00.243040 2021-04-15 00:54:35,711 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.43ms, fps=682 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.787934, arrival_time=2021-04-15 00:54:45.499781, cost_time=0:01:03.998104 2021-04-15 00:54:39,466 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.022480, arrival_time=2021-04-15 00:54:45.489164, cost_time=0:01:07.752955 2021-04-15 00:54:43,222 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.82ms, fps=682 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.258166, arrival_time=2021-04-15 00:54:45.480321, cost_time=0:01:11.508525 2021-04-15 00:54:45,222 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.41ms, fps=680 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:45.222866, cost_time=0:01:13.509252 2021-04-15 00:54:46,558 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.55ms, fps=1920 images/s, loss=0.9212, top1-acc=76.72%, top5-acc=94.14%, remaining_time=0:00:03.999990, arrival_time=2021-04-15 00:54:50.558401, cost_time=0:00:01.333334 2021-04-15 00:54:47,754 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.78ms, fps=2141 images/s, loss=1.0001, top1-acc=75.57%, top5-acc=93.05%, remaining_time=0:00:02.529680, arrival_time=2021-04-15 00:54:50.284437, cost_time=0:00:02.529674 2021-04-15 00:54:48,952 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.40ms, fps=2138 images/s, loss=0.9904, top1-acc=75.92%, top5-acc=93.09%, remaining_time=0:00:01.242510, arrival_time=2021-04-15 00:54:50.195142, cost_time=0:00:03.727535 2021-04-15 00:54:50,038 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=1.23ms, fps=2139 images/s, loss=0.9977, top1-acc=75.77%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:50.037963, cost_time=0:00:04.812941 2021-04-15 00:54:51,646 INFO : Epoch=0169 complete, best val top1-acc=75.77%, top5-acc=92.88% (epoch=169), remaining_time=0:41:01.295499, arrival_time=2021-04-15 01:35:52.941590, cost_time=3:43:38.030282 2021-04-15 00:54:51,648 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 00:54:55,690 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.44ms, fps=633 images/s, loss=0.0060, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:15.173946, arrival_time=2021-04-15 00:56:10.864254, cost_time=0:00:04.041613 2021-04-15 00:54:59,438 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.0063, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:08.546720, arrival_time=2021-04-15 00:56:07.984927, cost_time=0:00:07.789408 2021-04-15 00:55:03,187 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.91ms, fps=683 images/s, loss=0.0067, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.849908, arrival_time=2021-04-15 00:56:07.037726, cost_time=0:00:11.539135 2021-04-15 00:55:06,939 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.634744, arrival_time=2021-04-15 00:56:06.574414, cost_time=0:00:15.290966 2021-04-15 00:55:10,687 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.593150, arrival_time=2021-04-15 00:56:06.280554, cost_time=0:00:19.038729 2021-04-15 00:55:14,432 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.14ms, fps=684 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.642192, arrival_time=2021-04-15 00:56:06.074200, cost_time=0:00:22.783326 2021-04-15 00:55:18,182 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.760552, arrival_time=2021-04-15 00:56:05.942881, cost_time=0:00:26.533622 2021-04-15 00:55:21,934 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.914120, arrival_time=2021-04-15 00:56:05.848368, cost_time=0:00:30.285573 2021-04-15 00:55:25,683 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.52ms, fps=683 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.085702, arrival_time=2021-04-15 00:56:05.769455, cost_time=0:00:34.035011 2021-04-15 00:55:29,456 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.53ms, fps=679 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.295296, arrival_time=2021-04-15 00:56:05.751717, cost_time=0:00:37.807583 2021-04-15 00:55:33,211 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.494068, arrival_time=2021-04-15 00:56:05.705783, cost_time=0:00:41.562207 2021-04-15 00:55:36,964 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.96ms, fps=683 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.699500, arrival_time=2021-04-15 00:56:05.663584, cost_time=0:00:45.314958 2021-04-15 00:55:40,713 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.909984, arrival_time=2021-04-15 00:56:05.623796, cost_time=0:00:49.065109 2021-04-15 00:55:44,450 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.120512, arrival_time=2021-04-15 00:56:05.570535, cost_time=0:00:52.801225 2021-04-15 00:55:48,197 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.53ms, fps=683 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.341494, arrival_time=2021-04-15 00:56:05.538578, cost_time=0:00:56.548413 2021-04-15 00:55:51,931 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.563648, arrival_time=2021-04-15 00:56:05.495144, cost_time=0:01:00.282813 2021-04-15 00:55:55,673 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.791938, arrival_time=2021-04-15 00:56:05.464883, cost_time=0:01:04.024200 2021-04-15 00:55:59,412 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.69ms, fps=685 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.023456, arrival_time=2021-04-15 00:56:05.436096, cost_time=0:01:07.763839 2021-04-15 00:56:03,150 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.257950, arrival_time=2021-04-15 00:56:05.408299, cost_time=0:01:11.501759 2021-04-15 00:56:05,151 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.49ms, fps=680 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:05.151370, cost_time=0:01:13.502692 2021-04-15 00:56:06,461 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.76ms, fps=1958 images/s, loss=0.9926, top1-acc=75.39%, top5-acc=92.93%, remaining_time=0:00:03.922380, arrival_time=2021-04-15 00:56:10.383862, cost_time=0:00:01.307463 2021-04-15 00:56:07,655 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=2.00ms, fps=2145 images/s, loss=0.9948, top1-acc=74.98%, top5-acc=93.11%, remaining_time=0:00:02.501320, arrival_time=2021-04-15 00:56:10.156851, cost_time=0:00:02.501328 2021-04-15 00:56:08,861 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.68ms, fps=2127 images/s, loss=1.0088, top1-acc=74.93%, top5-acc=93.05%, remaining_time=0:00:01.235260, arrival_time=2021-04-15 00:56:10.095482, cost_time=0:00:03.705794 2021-04-15 00:56:09,942 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=1.28ms, fps=2149 images/s, loss=1.0127, top1-acc=75.30%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:09.941979, cost_time=0:00:04.787949 2021-04-15 00:56:10,629 INFO : Epoch=0170 complete, best val top1-acc=75.77%, top5-acc=92.88% (epoch=169), remaining_time=0:39:41.826000, arrival_time=2021-04-15 01:35:52.455704, cost_time=3:44:57.013928 2021-04-15 00:56:10,631 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 00:56:14,554 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.84ms, fps=653 images/s, loss=0.0060, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.947340, arrival_time=2021-04-15 00:57:27.501801, cost_time=0:00:03.921900 2021-04-15 00:56:18,292 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.89ms, fps=685 images/s, loss=0.0082, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.408528, arrival_time=2021-04-15 00:57:25.700732, cost_time=0:00:07.660053 2021-04-15 00:56:22,029 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.63ms, fps=685 images/s, loss=0.0077, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.063234, arrival_time=2021-04-15 00:57:25.092375, cost_time=0:00:11.396982 2021-04-15 00:56:25,772 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0073, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.046780, arrival_time=2021-04-15 00:57:24.819274, cost_time=0:00:15.140211 2021-04-15 00:56:29,509 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0073, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.122008, arrival_time=2021-04-15 00:57:24.631583, cost_time=0:00:18.877414 2021-04-15 00:56:33,248 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0072, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.263976, arrival_time=2021-04-15 00:57:24.512507, cost_time=0:00:22.616448 2021-04-15 00:56:36,983 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.96ms, fps=686 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.431440, arrival_time=2021-04-15 00:57:24.414394, cost_time=0:00:26.350785 2021-04-15 00:56:40,715 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.63ms, fps=686 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.621568, arrival_time=2021-04-15 00:57:24.337481, cost_time=0:00:30.083852 2021-04-15 00:56:44,456 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.54ms, fps=685 images/s, loss=0.0074, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.836920, arrival_time=2021-04-15 00:57:24.292847, cost_time=0:00:33.823762 2021-04-15 00:56:48,191 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0073, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.056928, arrival_time=2021-04-15 00:57:24.248396, cost_time=0:00:37.559313 2021-04-15 00:56:51,929 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.286894, arrival_time=2021-04-15 00:57:24.216273, cost_time=0:00:41.297220 2021-04-15 00:56:55,668 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.68ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.522800, arrival_time=2021-04-15 00:57:24.191006, cost_time=0:00:45.036050 2021-04-15 00:56:59,408 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.91ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.763398, arrival_time=2021-04-15 00:57:24.171813, cost_time=0:00:48.776328 2021-04-15 00:57:03,146 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.005712, arrival_time=2021-04-15 00:57:24.152122, cost_time=0:00:52.514307 2021-04-15 00:57:06,891 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=2.22ms, fps=684 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.252898, arrival_time=2021-04-15 00:57:24.144428, cost_time=0:00:56.259377 2021-04-15 00:57:10,636 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=2.45ms, fps=684 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.500972, arrival_time=2021-04-15 00:57:24.137500, cost_time=0:01:00.004364 2021-04-15 00:57:14,383 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.750156, arrival_time=2021-04-15 00:57:24.133513, cost_time=0:01:03.751069 2021-04-15 00:57:18,134 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.000160, arrival_time=2021-04-15 00:57:24.134125, cost_time=0:01:07.501806 2021-04-15 00:57:21,876 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.27ms, fps=684 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.249808, arrival_time=2021-04-15 00:57:24.125891, cost_time=0:01:11.243929 2021-04-15 00:57:23,875 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.38ms, fps=680 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:23.875436, cost_time=0:01:13.243360 2021-04-15 00:57:25,197 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.57ms, fps=1939 images/s, loss=0.9992, top1-acc=74.77%, top5-acc=92.97%, remaining_time=0:00:03.960270, arrival_time=2021-04-15 00:57:29.157952, cost_time=0:00:01.320093 2021-04-15 00:57:26,396 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.58ms, fps=2137 images/s, loss=0.9931, top1-acc=75.20%, top5-acc=92.97%, remaining_time=0:00:02.518440, arrival_time=2021-04-15 00:57:28.914551, cost_time=0:00:02.518436 2021-04-15 00:57:27,579 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.57ms, fps=2164 images/s, loss=0.9839, top1-acc=75.64%, top5-acc=92.92%, remaining_time=0:00:01.234050, arrival_time=2021-04-15 00:57:28.813659, cost_time=0:00:03.702136 2021-04-15 00:57:28,670 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=1.65ms, fps=2127 images/s, loss=0.9962, top1-acc=75.71%, top5-acc=92.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:28.670737, cost_time=0:00:04.793193 2021-04-15 00:57:29,426 INFO : Epoch=0171 complete, best val top1-acc=75.77%, top5-acc=92.88% (epoch=169), remaining_time=0:38:22.330503, arrival_time=2021-04-15 01:35:51.757191, cost_time=3:46:15.810935 2021-04-15 00:57:29,428 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 00:57:33,396 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.58ms, fps=645 images/s, loss=0.0064, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.803312, arrival_time=2021-04-15 00:58:47.199606, cost_time=0:00:03.967916 2021-04-15 00:57:37,131 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.85ms, fps=686 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.776720, arrival_time=2021-04-15 00:58:44.908260, cost_time=0:00:07.701892 2021-04-15 00:57:40,890 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.420632, arrival_time=2021-04-15 00:58:44.310699, cost_time=0:00:11.461574 2021-04-15 00:57:44,643 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.51ms, fps=682 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.340060, arrival_time=2021-04-15 00:58:43.983835, cost_time=0:00:15.215389 2021-04-15 00:57:48,399 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.394882, arrival_time=2021-04-15 00:58:43.794241, cost_time=0:00:18.970851 2021-04-15 00:57:52,145 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.01ms, fps=683 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.492048, arrival_time=2021-04-15 00:58:43.637756, cost_time=0:00:22.717081 2021-04-15 00:57:55,902 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.77ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.653578, arrival_time=2021-04-15 00:58:43.556278, cost_time=0:00:26.474225 2021-04-15 00:57:59,662 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.838952, arrival_time=2021-04-15 00:58:43.501209, cost_time=0:00:30.233743 2021-04-15 00:58:03,415 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=2.57ms, fps=682 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:40.029098, arrival_time=2021-04-15 00:58:43.444684, cost_time=0:00:33.986973 2021-04-15 00:58:07,172 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.85ms, fps=682 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.234240, arrival_time=2021-04-15 00:58:43.406911, cost_time=0:00:37.743987 2021-04-15 00:58:10,927 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.444360, arrival_time=2021-04-15 00:58:43.371513, cost_time=0:00:41.498632 2021-04-15 00:58:14,678 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.658308, arrival_time=2021-04-15 00:58:43.336759, cost_time=0:00:45.249921 2021-04-15 00:58:18,425 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.66ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.875400, arrival_time=2021-04-15 00:58:43.300819, cost_time=0:00:48.996945 2021-04-15 00:58:22,182 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.101640, arrival_time=2021-04-15 00:58:43.284240, cost_time=0:00:52.754134 2021-04-15 00:58:25,936 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.62ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.329258, arrival_time=2021-04-15 00:58:43.266121, cost_time=0:00:56.508402 2021-04-15 00:58:29,688 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.78ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.558428, arrival_time=2021-04-15 00:58:43.246723, cost_time=0:01:00.259717 2021-04-15 00:58:33,446 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.52ms, fps=681 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.791002, arrival_time=2021-04-15 00:58:43.237531, cost_time=0:01:04.018037 2021-04-15 00:58:37,199 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.024064, arrival_time=2021-04-15 00:58:43.223216, cost_time=0:01:07.770673 2021-04-15 00:58:40,955 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.258748, arrival_time=2021-04-15 00:58:43.214301, cost_time=0:01:11.526962 2021-04-15 00:58:42,966 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=2.61ms, fps=677 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:42.966583, cost_time=0:01:13.538041 2021-04-15 00:58:44,302 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.44ms, fps=1921 images/s, loss=1.0046, top1-acc=76.21%, top5-acc=92.15%, remaining_time=0:00:03.997740, arrival_time=2021-04-15 00:58:48.299923, cost_time=0:00:01.332577 2021-04-15 00:58:45,496 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.29ms, fps=2144 images/s, loss=1.0162, top1-acc=75.80%, top5-acc=92.60%, remaining_time=0:00:02.527200, arrival_time=2021-04-15 00:58:48.023890, cost_time=0:00:02.527204 2021-04-15 00:58:46,690 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.44ms, fps=2145 images/s, loss=1.0096, top1-acc=75.73%, top5-acc=92.81%, remaining_time=0:00:01.240310, arrival_time=2021-04-15 00:58:47.930835, cost_time=0:00:03.720942 2021-04-15 00:58:47,782 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=1.50ms, fps=2126 images/s, loss=0.9974, top1-acc=75.69%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:47.782317, cost_time=0:00:04.812776 2021-04-15 00:58:48,504 INFO : Epoch=0172 complete, best val top1-acc=75.77%, top5-acc=92.88% (epoch=169), remaining_time=0:37:02.888780, arrival_time=2021-04-15 01:35:51.392762, cost_time=3:47:34.888205 2021-04-15 00:58:48,505 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 00:58:52,369 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=2.91ms, fps=663 images/s, loss=0.0073, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:11.871888, arrival_time=2021-04-15 01:00:04.241737, cost_time=0:00:03.864077 2021-04-15 00:58:56,121 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.64ms, fps=682 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.022560, arrival_time=2021-04-15 01:00:03.144445, cost_time=0:00:07.616204 2021-04-15 00:58:59,877 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:02.922466, arrival_time=2021-04-15 01:00:02.799668, cost_time=0:00:11.371527 2021-04-15 00:59:03,629 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.98ms, fps=682 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.984068, arrival_time=2021-04-15 01:00:02.613871, cost_time=0:00:15.124117 2021-04-15 00:59:07,394 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.86ms, fps=680 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.154566, arrival_time=2021-04-15 01:00:02.548772, cost_time=0:00:18.888527 2021-04-15 00:59:11,148 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.324496, arrival_time=2021-04-15 01:00:02.473359, cost_time=0:00:22.643135 2021-04-15 00:59:14,895 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.65ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.501496, arrival_time=2021-04-15 01:00:02.396967, cost_time=0:00:26.389709 2021-04-15 00:59:18,662 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=3.01ms, fps=680 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.726896, arrival_time=2021-04-15 01:00:02.389126, cost_time=0:00:30.156501 2021-04-15 00:59:22,411 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.932956, arrival_time=2021-04-15 01:00:02.344020, cost_time=0:00:33.905328 2021-04-15 00:59:26,158 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=4.80ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.146496, arrival_time=2021-04-15 01:00:02.304804, cost_time=0:00:37.652608 2021-04-15 00:59:29,914 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.374184, arrival_time=2021-04-15 01:00:02.288914, cost_time=0:00:41.408826 2021-04-15 00:59:33,670 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.604120, arrival_time=2021-04-15 01:00:02.274225, cost_time=0:00:45.164401 2021-04-15 00:59:37,438 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.42ms, fps=680 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.842202, arrival_time=2021-04-15 01:00:02.279962, cost_time=0:00:48.931567 2021-04-15 00:59:41,178 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.20ms, fps=685 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.069104, arrival_time=2021-04-15 01:00:02.247640, cost_time=0:00:52.672825 2021-04-15 00:59:44,927 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.64ms, fps=683 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.302762, arrival_time=2021-04-15 01:00:02.230519, cost_time=0:00:56.421981 2021-04-15 00:59:48,675 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.63ms, fps=683 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.538160, arrival_time=2021-04-15 01:00:02.213490, cost_time=0:01:00.169662 2021-04-15 00:59:52,419 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.65ms, fps=684 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.775038, arrival_time=2021-04-15 01:00:02.194496, cost_time=0:01:03.913698 2021-04-15 00:59:56,167 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.49ms, fps=683 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.014400, arrival_time=2021-04-15 01:00:02.182010, cost_time=0:01:07.661941 2021-04-15 00:59:59,900 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.26ms, fps=686 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.254578, arrival_time=2021-04-15 01:00:02.155199, cost_time=0:01:11.394963 2021-04-15 01:00:01,895 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:01.895205, cost_time=0:01:13.389624 2021-04-15 01:00:03,252 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.26ms, fps=1889 images/s, loss=1.0057, top1-acc=76.09%, top5-acc=92.93%, remaining_time=0:00:04.065330, arrival_time=2021-04-15 01:00:07.318142, cost_time=0:00:01.355106 2021-04-15 01:00:04,451 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.40ms, fps=2137 images/s, loss=1.0000, top1-acc=75.66%, top5-acc=93.09%, remaining_time=0:00:02.553680, arrival_time=2021-04-15 01:00:07.005116, cost_time=0:00:02.553684 2021-04-15 01:00:05,651 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.64ms, fps=2134 images/s, loss=1.0010, top1-acc=75.62%, top5-acc=93.02%, remaining_time=0:00:01.251220, arrival_time=2021-04-15 01:00:06.902686, cost_time=0:00:03.753675 2021-04-15 01:00:06,729 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=1.29ms, fps=2153 images/s, loss=0.9974, top1-acc=75.79%, top5-acc=92.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:06.729500, cost_time=0:00:04.831794 2021-04-15 01:00:08,116 INFO : Epoch=0173 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:35:43.534752, arrival_time=2021-04-15 01:35:51.650916, cost_time=3:48:54.500370 2021-04-15 01:00:08,118 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 01:00:12,099 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=4.54ms, fps=643 images/s, loss=0.0069, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:14.042508, arrival_time=2021-04-15 01:01:26.141870, cost_time=0:00:03.980780 2021-04-15 01:00:15,862 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=2.10ms, fps=680 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:08.150368, arrival_time=2021-04-15 01:01:24.013066, cost_time=0:00:07.744357 2021-04-15 01:00:19,616 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=2.18ms, fps=682 images/s, loss=0.0069, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:03.617674, arrival_time=2021-04-15 01:01:23.233667, cost_time=0:00:11.497174 2021-04-15 01:00:23,370 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:59.480928, arrival_time=2021-04-15 01:01:22.850882, cost_time=0:00:15.251508 2021-04-15 01:00:27,128 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0072, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:55.507886, arrival_time=2021-04-15 01:01:22.635908, cost_time=0:00:19.009562 2021-04-15 01:00:30,881 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0069, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.594864, arrival_time=2021-04-15 01:01:22.475930, cost_time=0:00:22.762441 2021-04-15 01:00:34,637 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.734092, arrival_time=2021-04-15 01:01:22.371686, cost_time=0:00:26.518968 2021-04-15 01:00:38,392 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.20ms, fps=682 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:43.897068, arrival_time=2021-04-15 01:01:22.289400, cost_time=0:00:30.273843 2021-04-15 01:00:42,154 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.99ms, fps=681 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:40.086444, arrival_time=2021-04-15 01:01:22.240545, cost_time=0:00:34.035665 2021-04-15 01:00:45,899 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.0071, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:36.269664, arrival_time=2021-04-15 01:01:22.169017, cost_time=0:00:37.780929 2021-04-15 01:00:49,646 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.466892, arrival_time=2021-04-15 01:01:22.112996, cost_time=0:00:41.527397 2021-04-15 01:00:53,409 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=2.00ms, fps=680 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.684224, arrival_time=2021-04-15 01:01:22.093774, cost_time=0:00:45.290826 2021-04-15 01:00:57,179 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.49ms, fps=679 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.908004, arrival_time=2021-04-15 01:01:22.087613, cost_time=0:00:49.061170 2021-04-15 01:01:00,937 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=2.37ms, fps=681 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.127568, arrival_time=2021-04-15 01:01:22.064873, cost_time=0:00:52.818867 2021-04-15 01:01:04,690 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.348808, arrival_time=2021-04-15 01:01:22.039568, cost_time=0:00:56.572209 2021-04-15 01:01:08,450 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=2.04ms, fps=681 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.574700, arrival_time=2021-04-15 01:01:22.025198, cost_time=0:01:00.332033 2021-04-15 01:01:12,211 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.49ms, fps=681 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.802416, arrival_time=2021-04-15 01:01:22.013751, cost_time=0:01:04.092785 2021-04-15 01:01:15,961 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.61ms, fps=683 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.030464, arrival_time=2021-04-15 01:01:21.991693, cost_time=0:01:07.842779 2021-04-15 01:01:19,714 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.44ms, fps=682 images/s, loss=0.0070, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.260914, arrival_time=2021-04-15 01:01:21.975123, cost_time=0:01:11.595659 2021-04-15 01:01:21,717 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.34ms, fps=679 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:21.717144, cost_time=0:01:13.598710 2021-04-15 01:01:23,030 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.45ms, fps=1953 images/s, loss=0.9795, top1-acc=75.78%, top5-acc=93.36%, remaining_time=0:00:03.932910, arrival_time=2021-04-15 01:01:26.963247, cost_time=0:00:01.310970 2021-04-15 01:01:24,230 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.79ms, fps=2135 images/s, loss=0.9881, top1-acc=75.96%, top5-acc=93.18%, remaining_time=0:00:02.510780, arrival_time=2021-04-15 01:01:26.740974, cost_time=0:00:02.510775 2021-04-15 01:01:25,423 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.85ms, fps=2145 images/s, loss=1.0041, top1-acc=75.48%, top5-acc=92.85%, remaining_time=0:00:01.234890, arrival_time=2021-04-15 01:01:26.658821, cost_time=0:00:03.704660 2021-04-15 01:01:26,517 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=1.35ms, fps=2123 images/s, loss=0.9933, top1-acc=75.67%, top5-acc=92.92%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:26.517085, cost_time=0:00:04.797752 2021-04-15 01:01:27,250 INFO : Epoch=0174 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:34:24.106278, arrival_time=2021-04-15 01:35:51.356369, cost_time=3:50:13.634310 2021-04-15 01:01:27,251 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 01:01:31,152 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.47ms, fps=656 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:12.540744, arrival_time=2021-04-15 01:02:43.692927, cost_time=0:00:03.900037 2021-04-15 01:01:34,902 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=4.85ms, fps=683 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.320000, arrival_time=2021-04-15 01:02:42.222382, cost_time=0:00:07.649994 2021-04-15 01:01:38,642 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=2.17ms, fps=685 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.023892, arrival_time=2021-04-15 01:02:41.666333, cost_time=0:00:11.389874 2021-04-15 01:01:42,393 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.76ms, fps=683 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.049744, arrival_time=2021-04-15 01:02:41.442879, cost_time=0:00:15.140976 2021-04-15 01:01:46,136 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=2.71ms, fps=684 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.141718, arrival_time=2021-04-15 01:02:41.278196, cost_time=0:00:18.884139 2021-04-15 01:01:49,879 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.289272, arrival_time=2021-04-15 01:02:41.169138, cost_time=0:00:22.627600 2021-04-15 01:01:53,628 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=2.61ms, fps=683 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.476800, arrival_time=2021-04-15 01:02:41.104933, cost_time=0:00:26.375989 2021-04-15 01:01:57,363 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.661820, arrival_time=2021-04-15 01:02:41.025597, cost_time=0:00:30.111588 2021-04-15 01:02:01,107 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.61ms, fps=684 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.874020, arrival_time=2021-04-15 01:02:40.981419, cost_time=0:00:33.855264 2021-04-15 01:02:04,853 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.096960, arrival_time=2021-04-15 01:02:40.950132, cost_time=0:00:37.601009 2021-04-15 01:02:08,587 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.316822, arrival_time=2021-04-15 01:02:40.904347, cost_time=0:00:41.335477 2021-04-15 01:02:12,332 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.550996, arrival_time=2021-04-15 01:02:40.883660, cost_time=0:00:45.080509 2021-04-15 01:02:16,077 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.788082, arrival_time=2021-04-15 01:02:40.865159, cost_time=0:00:48.825029 2021-04-15 01:02:19,812 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.024136, arrival_time=2021-04-15 01:02:40.836660, cost_time=0:00:52.560354 2021-04-15 01:02:23,560 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.98ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.267710, arrival_time=2021-04-15 01:02:40.827674, cost_time=0:00:56.307777 2021-04-15 01:02:27,297 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.510260, arrival_time=2021-04-15 01:02:40.807965, cost_time=0:01:00.045521 2021-04-15 01:02:31,035 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.51ms, fps=685 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.755018, arrival_time=2021-04-15 01:02:40.790026, cost_time=0:01:03.782877 2021-04-15 01:02:34,787 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.003136, arrival_time=2021-04-15 01:02:40.790479, cost_time=0:01:07.535205 2021-04-15 01:02:38,530 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.91ms, fps=684 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.250900, arrival_time=2021-04-15 01:02:40.781504, cost_time=0:01:11.278411 2021-04-15 01:02:40,527 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.34ms, fps=681 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:40.527716, cost_time=0:01:13.275569 2021-04-15 01:02:41,829 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=2.28ms, fps=1970 images/s, loss=1.0604, top1-acc=74.14%, top5-acc=92.34%, remaining_time=0:00:03.897690, arrival_time=2021-04-15 01:02:45.726849, cost_time=0:00:01.299234 2021-04-15 01:02:43,024 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.40ms, fps=2144 images/s, loss=1.0198, top1-acc=75.14%, top5-acc=92.99%, remaining_time=0:00:02.494060, arrival_time=2021-04-15 01:02:45.518069, cost_time=0:00:02.494051 2021-04-15 01:02:44,210 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.47ms, fps=2159 images/s, loss=0.9912, top1-acc=75.59%, top5-acc=93.22%, remaining_time=0:00:01.226780, arrival_time=2021-04-15 01:02:45.437112, cost_time=0:00:03.680329 2021-04-15 01:02:45,293 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=1.39ms, fps=2144 images/s, loss=0.9779, top1-acc=75.53%, top5-acc=93.23%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:45.292918, cost_time=0:00:04.763020 2021-04-15 01:02:46,101 INFO : Epoch=0175 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:33:04.640875, arrival_time=2021-04-15 01:35:50.742764, cost_time=3:51:32.486079 2021-04-15 01:02:46,104 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 01:02:50,038 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=2.16ms, fps=651 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.169982, arrival_time=2021-04-15 01:04:03.208805, cost_time=0:00:03.933869 2021-04-15 01:02:53,769 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.70ms, fps=686 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.450592, arrival_time=2021-04-15 01:04:01.220309, cost_time=0:00:07.664841 2021-04-15 01:02:57,501 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.061408, arrival_time=2021-04-15 01:04:00.562929, cost_time=0:00:11.396642 2021-04-15 01:03:01,236 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=3.70ms, fps=686 images/s, loss=0.0070, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.013240, arrival_time=2021-04-15 01:04:00.249725, cost_time=0:00:15.131599 2021-04-15 01:03:04,981 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=2.13ms, fps=684 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.120110, arrival_time=2021-04-15 01:04:00.101769, cost_time=0:00:18.876738 2021-04-15 01:03:08,718 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.256904, arrival_time=2021-04-15 01:03:59.975185, cost_time=0:00:22.613364 2021-04-15 01:03:12,462 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.92ms, fps=684 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.444040, arrival_time=2021-04-15 01:03:59.906747, cost_time=0:00:26.357770 2021-04-15 01:03:16,207 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.648828, arrival_time=2021-04-15 01:03:59.856320, cost_time=0:00:30.102618 2021-04-15 01:03:19,963 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.877518, arrival_time=2021-04-15 01:03:59.840707, cost_time=0:00:33.858295 2021-04-15 01:03:23,717 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.56ms, fps=682 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.107712, arrival_time=2021-04-15 01:03:59.824807, cost_time=0:00:37.612183 2021-04-15 01:03:27,478 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=2.38ms, fps=681 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.346234, arrival_time=2021-04-15 01:03:59.824679, cost_time=0:00:41.373121 2021-04-15 01:03:31,234 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.582080, arrival_time=2021-04-15 01:03:59.816583, cost_time=0:00:45.129611 2021-04-15 01:03:34,985 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=2.17ms, fps=683 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.816330, arrival_time=2021-04-15 01:03:59.802033, cost_time=0:00:48.880685 2021-04-15 01:03:38,744 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.055832, arrival_time=2021-04-15 01:03:59.800431, cost_time=0:00:52.639524 2021-04-15 01:03:42,497 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.89ms, fps=682 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.293562, arrival_time=2021-04-15 01:03:59.790688, cost_time=0:00:56.392114 2021-04-15 01:03:46,258 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.84ms, fps=681 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.534524, arrival_time=2021-04-15 01:03:59.793005, cost_time=0:01:00.153461 2021-04-15 01:03:50,008 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.773504, arrival_time=2021-04-15 01:03:59.782116, cost_time=0:01:03.903697 2021-04-15 01:03:53,757 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=2.22ms, fps=683 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.013520, arrival_time=2021-04-15 01:03:59.770599, cost_time=0:01:07.652074 2021-04-15 01:03:57,511 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.40ms, fps=682 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.254932, arrival_time=2021-04-15 01:03:59.766143, cost_time=0:01:11.406201 2021-04-15 01:03:59,512 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.33ms, fps=680 images/s, loss=0.0068, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:59.512822, cost_time=0:01:13.407927 2021-04-15 01:04:00,826 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.56ms, fps=1953 images/s, loss=1.0048, top1-acc=75.43%, top5-acc=93.16%, remaining_time=0:00:03.932460, arrival_time=2021-04-15 01:04:04.758412, cost_time=0:00:01.310818 2021-04-15 01:04:02,023 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.55ms, fps=2139 images/s, loss=1.0254, top1-acc=74.84%, top5-acc=92.70%, remaining_time=0:00:02.508580, arrival_time=2021-04-15 01:04:04.532258, cost_time=0:00:02.508576 2021-04-15 01:04:03,218 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.60ms, fps=2143 images/s, loss=1.0038, top1-acc=75.29%, top5-acc=93.09%, remaining_time=0:00:01.234560, arrival_time=2021-04-15 01:04:04.453311, cost_time=0:00:03.703694 2021-04-15 01:04:04,308 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.09ms, fps=2131 images/s, loss=1.0042, top1-acc=75.56%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:04.307986, cost_time=0:00:04.792958 2021-04-15 01:04:05,022 INFO : Epoch=0176 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:31:45.191808, arrival_time=2021-04-15 01:35:50.214101, cost_time=3:52:51.406515 2021-04-15 01:04:05,024 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 01:04:08,942 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=2.73ms, fps=653 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.868476, arrival_time=2021-04-15 01:05:21.810775, cost_time=0:00:03.917665 2021-04-15 01:04:12,696 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.17ms, fps=682 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.513600, arrival_time=2021-04-15 01:05:20.210190, cost_time=0:00:07.672004 2021-04-15 01:04:16,454 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=2.19ms, fps=681 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.244174, arrival_time=2021-04-15 01:05:19.698335, cost_time=0:00:11.429675 2021-04-15 01:04:20,219 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.90ms, fps=680 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.257692, arrival_time=2021-04-15 01:05:19.476595, cost_time=0:00:15.194287 2021-04-15 01:04:23,972 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=2.33ms, fps=682 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.329182, arrival_time=2021-04-15 01:05:19.302043, cost_time=0:00:18.948340 2021-04-15 01:04:27,727 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.50ms, fps=682 images/s, loss=0.0071, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:51.460360, arrival_time=2021-04-15 01:05:19.187922, cost_time=0:00:22.703072 2021-04-15 01:04:31,491 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.44ms, fps=680 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.639718, arrival_time=2021-04-15 01:05:19.130721, cost_time=0:00:26.466543 2021-04-15 01:04:35,243 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.817260, arrival_time=2021-04-15 01:05:19.060516, cost_time=0:00:30.218777 2021-04-15 01:04:39,011 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=2.09ms, fps=679 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.029310, arrival_time=2021-04-15 01:05:19.040899, cost_time=0:00:33.987116 2021-04-15 01:04:42,767 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.232896, arrival_time=2021-04-15 01:05:19.000109, cost_time=0:00:37.742604 2021-04-15 01:04:46,527 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.447886, arrival_time=2021-04-15 01:05:18.975515, cost_time=0:00:41.503082 2021-04-15 01:04:50,284 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.97ms, fps=682 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.664236, arrival_time=2021-04-15 01:05:18.948216, cost_time=0:00:45.259370 2021-04-15 01:04:54,043 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=2.77ms, fps=681 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.886422, arrival_time=2021-04-15 01:05:18.929658, cost_time=0:00:49.018757 2021-04-15 01:04:57,805 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.53ms, fps=681 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.112168, arrival_time=2021-04-15 01:05:18.917100, cost_time=0:00:52.780458 2021-04-15 01:05:01,559 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=2.21ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.337354, arrival_time=2021-04-15 01:05:18.896783, cost_time=0:00:56.534902 2021-04-15 01:05:05,312 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=3.15ms, fps=682 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.564728, arrival_time=2021-04-15 01:05:18.876888, cost_time=0:01:00.287646 2021-04-15 01:05:09,059 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=2.12ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.793524, arrival_time=2021-04-15 01:05:18.852584, cost_time=0:01:04.034548 2021-04-15 01:05:12,807 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.025168, arrival_time=2021-04-15 01:05:18.832751, cost_time=0:01:07.783064 2021-04-15 01:05:16,570 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=2.37ms, fps=680 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.259342, arrival_time=2021-04-15 01:05:18.829747, cost_time=0:01:11.545895 2021-04-15 01:05:18,577 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.50ms, fps=678 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:18.577041, cost_time=0:01:13.552474 2021-04-15 01:05:19,903 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.56ms, fps=1934 images/s, loss=0.9756, top1-acc=76.45%, top5-acc=93.32%, remaining_time=0:00:03.970350, arrival_time=2021-04-15 01:05:23.873316, cost_time=0:00:01.323448 2021-04-15 01:05:21,100 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.38ms, fps=2139 images/s, loss=1.0026, top1-acc=75.59%, top5-acc=92.79%, remaining_time=0:00:02.520640, arrival_time=2021-04-15 01:05:23.620916, cost_time=0:00:02.520647 2021-04-15 01:05:22,296 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.51ms, fps=2141 images/s, loss=1.0012, top1-acc=75.48%, top5-acc=92.94%, remaining_time=0:00:01.239030, arrival_time=2021-04-15 01:05:23.535683, cost_time=0:00:03.717100 2021-04-15 01:05:23,388 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=1.45ms, fps=2127 images/s, loss=0.9925, top1-acc=75.56%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:23.388154, cost_time=0:00:04.808647 2021-04-15 01:05:24,107 INFO : Epoch=0177 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:30:25.770038, arrival_time=2021-04-15 01:35:49.876954, cost_time=3:54:10.491122 2021-04-15 01:05:24,109 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 01:05:28,022 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.91ms, fps=654 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:12.780498, arrival_time=2021-04-15 01:06:40.802981, cost_time=0:00:03.912928 2021-04-15 01:05:31,780 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.60ms, fps=681 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.500400, arrival_time=2021-04-15 01:06:39.280576, cost_time=0:00:07.670499 2021-04-15 01:05:35,533 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.66ms, fps=682 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.209314, arrival_time=2021-04-15 01:06:38.742919, cost_time=0:00:11.423360 2021-04-15 01:05:39,302 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=3.47ms, fps=680 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:59.250828, arrival_time=2021-04-15 01:06:38.552955, cost_time=0:00:15.192522 2021-04-15 01:05:43,052 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=2.19ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.311954, arrival_time=2021-04-15 01:06:38.364102, cost_time=0:00:18.942444 2021-04-15 01:05:46,812 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=2.07ms, fps=681 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.459680, arrival_time=2021-04-15 01:06:38.272022, cost_time=0:00:22.702791 2021-04-15 01:05:50,577 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.75ms, fps=680 images/s, loss=0.0066, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.642364, arrival_time=2021-04-15 01:06:38.219846, cost_time=0:00:26.467945 2021-04-15 01:05:54,321 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.807748, arrival_time=2021-04-15 01:06:38.129560, cost_time=0:00:30.212266 2021-04-15 01:05:58,082 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.88ms, fps=681 images/s, loss=0.0068, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:40.012244, arrival_time=2021-04-15 01:06:38.094655, cost_time=0:00:33.972681 2021-04-15 01:06:01,844 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.225600, arrival_time=2021-04-15 01:06:38.070197, cost_time=0:00:37.735042 2021-04-15 01:06:05,587 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.62ms, fps=684 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.428364, arrival_time=2021-04-15 01:06:38.016209, cost_time=0:00:41.478194 2021-04-15 01:06:09,345 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=2.03ms, fps=682 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.649036, arrival_time=2021-04-15 01:06:37.994061, cost_time=0:00:45.235310 2021-04-15 01:06:13,106 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.875334, arrival_time=2021-04-15 01:06:37.982043, cost_time=0:00:48.996924 2021-04-15 01:06:16,867 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.48ms, fps=681 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.103320, arrival_time=2021-04-15 01:06:37.971207, cost_time=0:00:52.758263 2021-04-15 01:06:20,601 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.73ms, fps=686 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.324106, arrival_time=2021-04-15 01:06:37.925320, cost_time=0:00:56.491722 2021-04-15 01:06:24,352 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.83ms, fps=683 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.554684, arrival_time=2021-04-15 01:06:37.907370, cost_time=0:01:00.243085 2021-04-15 01:06:28,097 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.786426, arrival_time=2021-04-15 01:06:37.884012, cost_time=0:01:03.988132 2021-04-15 01:06:31,836 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.020176, arrival_time=2021-04-15 01:06:37.856778, cost_time=0:01:07.726982 2021-04-15 01:06:35,580 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.55ms, fps=684 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.256954, arrival_time=2021-04-15 01:06:37.837177, cost_time=0:01:11.470259 2021-04-15 01:06:37,580 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.40ms, fps=680 images/s, loss=0.0069, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:37.580900, cost_time=0:01:13.471442 2021-04-15 01:06:38,938 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.96ms, fps=1889 images/s, loss=1.0178, top1-acc=74.96%, top5-acc=92.62%, remaining_time=0:00:04.066620, arrival_time=2021-04-15 01:06:43.005160, cost_time=0:00:01.355542 2021-04-15 01:06:40,139 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.86ms, fps=2134 images/s, loss=0.9978, top1-acc=75.45%, top5-acc=92.81%, remaining_time=0:00:02.556040, arrival_time=2021-04-15 01:06:42.695452, cost_time=0:00:02.556033 2021-04-15 01:06:41,337 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=2.06ms, fps=2139 images/s, loss=0.9922, top1-acc=75.78%, top5-acc=92.94%, remaining_time=0:00:01.251540, arrival_time=2021-04-15 01:06:42.589284, cost_time=0:00:03.754625 2021-04-15 01:06:42,426 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=1.22ms, fps=2133 images/s, loss=0.9800, top1-acc=75.59%, top5-acc=93.01%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:42.426054, cost_time=0:00:04.843226 2021-04-15 01:06:43,221 INFO : Epoch=0178 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:29:06.355666, arrival_time=2021-04-15 01:35:49.576755, cost_time=3:55:29.605006 2021-04-15 01:06:43,224 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 01:06:47,142 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.92ms, fps=653 images/s, loss=0.0064, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.865314, arrival_time=2021-04-15 01:08:00.008020, cost_time=0:00:03.917489 2021-04-15 01:06:50,890 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.51ms, fps=683 images/s, loss=0.0063, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.442144, arrival_time=2021-04-15 01:07:58.332028, cost_time=0:00:07.663879 2021-04-15 01:06:54,629 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.34ms, fps=685 images/s, loss=0.0070, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.103572, arrival_time=2021-04-15 01:07:57.732940, cost_time=0:00:11.404249 2021-04-15 01:06:58,362 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0069, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.035860, arrival_time=2021-04-15 01:07:57.398559, cost_time=0:00:15.137403 2021-04-15 01:07:02,106 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.59ms, fps=684 images/s, loss=0.0069, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.132228, arrival_time=2021-04-15 01:07:57.238299, cost_time=0:00:18.880894 2021-04-15 01:07:05,850 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=2.15ms, fps=684 images/s, loss=0.0070, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.284376, arrival_time=2021-04-15 01:07:57.135015, cost_time=0:00:22.625474 2021-04-15 01:07:09,590 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.457522, arrival_time=2021-04-15 01:07:57.048029, cost_time=0:00:26.365303 2021-04-15 01:07:13,328 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0072, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.650336, arrival_time=2021-04-15 01:07:56.979215, cost_time=0:00:30.103715 2021-04-15 01:07:17,076 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0071, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.869356, arrival_time=2021-04-15 01:07:56.945996, cost_time=0:00:33.851340 2021-04-15 01:07:20,818 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.95ms, fps=684 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.089184, arrival_time=2021-04-15 01:07:56.907230, cost_time=0:00:37.592875 2021-04-15 01:07:24,557 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.46ms, fps=685 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.314156, arrival_time=2021-04-15 01:07:56.871308, cost_time=0:00:41.332067 2021-04-15 01:07:28,304 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.550388, arrival_time=2021-04-15 01:07:56.855214, cost_time=0:00:45.079609 2021-04-15 01:07:32,046 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0072, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.786234, arrival_time=2021-04-15 01:07:56.832629, cost_time=0:00:48.821324 2021-04-15 01:07:35,786 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.98ms, fps=685 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.024472, arrival_time=2021-04-15 01:07:56.810848, cost_time=0:00:52.561160 2021-04-15 01:07:39,525 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0072, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.265364, arrival_time=2021-04-15 01:07:56.790632, cost_time=0:00:56.300059 2021-04-15 01:07:43,264 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.508820, arrival_time=2021-04-15 01:07:56.773303, cost_time=0:01:00.039194 2021-04-15 01:07:47,012 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=2.07ms, fps=683 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.755720, arrival_time=2021-04-15 01:07:56.768305, cost_time=0:01:03.787340 2021-04-15 01:07:50,757 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.002896, arrival_time=2021-04-15 01:07:56.760709, cost_time=0:01:07.532618 2021-04-15 01:07:54,488 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.250432, arrival_time=2021-04-15 01:07:56.739191, cost_time=0:01:11.263686 2021-04-15 01:07:56,485 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.25ms, fps=681 images/s, loss=0.0071, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:56.485502, cost_time=0:01:13.260345 2021-04-15 01:07:57,802 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.05ms, fps=1948 images/s, loss=1.0051, top1-acc=75.31%, top5-acc=92.97%, remaining_time=0:00:03.943380, arrival_time=2021-04-15 01:08:01.745637, cost_time=0:00:01.314465 2021-04-15 01:07:59,004 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.60ms, fps=2131 images/s, loss=0.9863, top1-acc=75.41%, top5-acc=93.28%, remaining_time=0:00:02.516500, arrival_time=2021-04-15 01:08:01.520961, cost_time=0:00:02.516508 2021-04-15 01:08:00,205 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.40ms, fps=2134 images/s, loss=0.9808, top1-acc=75.77%, top5-acc=93.18%, remaining_time=0:00:01.239050, arrival_time=2021-04-15 01:08:01.444058, cost_time=0:00:03.717154 2021-04-15 01:08:01,286 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=1.32ms, fps=2147 images/s, loss=0.9805, top1-acc=75.72%, top5-acc=93.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:01.286117, cost_time=0:00:04.798273 2021-04-15 01:08:02,043 INFO : Epoch=0179 complete, best val top1-acc=75.79%, top5-acc=92.99% (epoch=173), remaining_time=0:27:46.910469, arrival_time=2021-04-15 01:35:48.953594, cost_time=3:56:48.427273 2021-04-15 01:08:02,045 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 01:08:05,996 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=2.06ms, fps=648 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.472046, arrival_time=2021-04-15 01:09:19.468217, cost_time=0:00:03.950113 2021-04-15 01:08:09,737 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=2.22ms, fps=684 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.685024, arrival_time=2021-04-15 01:09:17.422542, cost_time=0:00:07.691489 2021-04-15 01:08:13,471 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:03.221266, arrival_time=2021-04-15 01:09:16.692744, cost_time=0:00:11.425517 2021-04-15 01:08:17,206 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.126652, arrival_time=2021-04-15 01:09:16.333257, cost_time=0:00:15.160661 2021-04-15 01:08:20,946 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.189168, arrival_time=2021-04-15 01:09:16.135612, cost_time=0:00:18.900423 2021-04-15 01:08:24,685 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.86ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.315384, arrival_time=2021-04-15 01:09:16.000573, cost_time=0:00:22.639132 2021-04-15 01:08:28,431 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.36ms, fps=683 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.493810, arrival_time=2021-04-15 01:09:15.925372, cost_time=0:00:26.385428 2021-04-15 01:08:32,173 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.685020, arrival_time=2021-04-15 01:09:15.858799, cost_time=0:00:30.127632 2021-04-15 01:08:35,920 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=2.00ms, fps=683 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.896916, arrival_time=2021-04-15 01:09:15.817734, cost_time=0:00:33.874730 2021-04-15 01:08:39,667 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.116352, arrival_time=2021-04-15 01:09:15.783541, cost_time=0:00:37.621157 2021-04-15 01:08:43,399 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.48ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.330496, arrival_time=2021-04-15 01:09:15.729621, cost_time=0:00:41.352947 2021-04-15 01:08:47,154 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=2.30ms, fps=682 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.568552, arrival_time=2021-04-15 01:09:15.722897, cost_time=0:00:45.108241 2021-04-15 01:08:50,895 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.800292, arrival_time=2021-04-15 01:09:15.695352, cost_time=0:00:48.849020 2021-04-15 01:08:54,635 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.035560, arrival_time=2021-04-15 01:09:15.670554, cost_time=0:00:52.588958 2021-04-15 01:08:58,366 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.60ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.271574, arrival_time=2021-04-15 01:09:15.637998, cost_time=0:00:56.320277 2021-04-15 01:09:02,108 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=2.36ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.514112, arrival_time=2021-04-15 01:09:15.622883, cost_time=0:01:00.062685 2021-04-15 01:09:05,858 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.759568, arrival_time=2021-04-15 01:09:15.618292, cost_time=0:01:03.812567 2021-04-15 01:09:09,598 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.004672, arrival_time=2021-04-15 01:09:15.603246, cost_time=0:01:07.552543 2021-04-15 01:09:13,334 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.26ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.251206, arrival_time=2021-04-15 01:09:15.585379, cost_time=0:01:11.288146 2021-04-15 01:09:15,335 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.68ms, fps=680 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:15.335294, cost_time=0:01:13.289350 2021-04-15 01:09:16,648 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.55ms, fps=1953 images/s, loss=1.0010, top1-acc=76.17%, top5-acc=93.40%, remaining_time=0:00:03.932760, arrival_time=2021-04-15 01:09:20.581083, cost_time=0:00:01.310923 2021-04-15 01:09:17,842 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.47ms, fps=2145 images/s, loss=0.9969, top1-acc=76.05%, top5-acc=93.14%, remaining_time=0:00:02.505300, arrival_time=2021-04-15 01:09:20.347847, cost_time=0:00:02.505293 2021-04-15 01:09:19,026 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.51ms, fps=2163 images/s, loss=0.9787, top1-acc=76.22%, top5-acc=93.19%, remaining_time=0:00:01.229770, arrival_time=2021-04-15 01:09:20.256274, cost_time=0:00:03.689321 2021-04-15 01:09:20,106 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=1.22ms, fps=2150 images/s, loss=0.9872, top1-acc=76.06%, top5-acc=93.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:20.106128, cost_time=0:00:04.768915 2021-04-15 01:09:21,457 INFO : Epoch=0180 complete, best val top1-acc=76.06%, top5-acc=93.05% (epoch=180), remaining_time=0:26:27.537980, arrival_time=2021-04-15 01:35:48.995477, cost_time=3:58:07.841741 2021-04-15 01:09:21,458 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 01:09:25,382 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.59ms, fps=652 images/s, loss=0.0053, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.975984, arrival_time=2021-04-15 01:10:38.358582, cost_time=0:00:03.923435 2021-04-15 01:09:29,114 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.37ms, fps=686 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.369984, arrival_time=2021-04-15 01:10:36.484669, cost_time=0:00:07.655690 2021-04-15 01:09:32,850 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.032026, arrival_time=2021-04-15 01:10:35.882450, cost_time=0:00:11.391333 2021-04-15 01:09:36,581 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.976268, arrival_time=2021-04-15 01:10:35.557360, cost_time=0:00:15.122107 2021-04-15 01:09:40,315 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.060104, arrival_time=2021-04-15 01:10:35.375268, cost_time=0:00:18.856179 2021-04-15 01:09:44,063 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.41ms, fps=683 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.235960, arrival_time=2021-04-15 01:10:35.299119, cost_time=0:00:22.604083 2021-04-15 01:09:47,803 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.419596, arrival_time=2021-04-15 01:10:35.222975, cost_time=0:00:26.344195 2021-04-15 01:09:51,540 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.617856, arrival_time=2021-04-15 01:10:35.158216, cost_time=0:00:30.081299 2021-04-15 01:09:55,296 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.59ms, fps=682 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.852608, arrival_time=2021-04-15 01:10:35.148805, cost_time=0:00:33.837118 2021-04-15 01:09:59,030 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.60ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.068928, arrival_time=2021-04-15 01:10:35.099787, cost_time=0:00:37.571784 2021-04-15 01:10:02,767 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.295580, arrival_time=2021-04-15 01:10:35.062952, cost_time=0:00:41.308305 2021-04-15 01:10:06,505 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.84ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.529336, arrival_time=2021-04-15 01:10:35.034776, cost_time=0:00:45.046366 2021-04-15 01:10:10,240 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.765840, arrival_time=2021-04-15 01:10:35.006144, cost_time=0:00:48.781183 2021-04-15 01:10:13,978 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.007784, arrival_time=2021-04-15 01:10:34.986496, cost_time=0:00:52.519492 2021-04-15 01:10:17,727 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.86ms, fps=683 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.255474, arrival_time=2021-04-15 01:10:34.982516, cost_time=0:00:56.267826 2021-04-15 01:10:21,463 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.501044, arrival_time=2021-04-15 01:10:34.964748, cost_time=0:01:00.004630 2021-04-15 01:10:25,206 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.87ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.749558, arrival_time=2021-04-15 01:10:34.955822, cost_time=0:01:03.747073 2021-04-15 01:10:28,945 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.998784, arrival_time=2021-04-15 01:10:34.944214, cost_time=0:01:07.486304 2021-04-15 01:10:32,677 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.26ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.248992, arrival_time=2021-04-15 01:10:34.926068, cost_time=0:01:11.217998 2021-04-15 01:10:34,669 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:34.669462, cost_time=0:01:13.210469 2021-04-15 01:10:35,999 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.03ms, fps=1929 images/s, loss=1.0077, top1-acc=75.62%, top5-acc=92.58%, remaining_time=0:00:03.981240, arrival_time=2021-04-15 01:10:39.980511, cost_time=0:00:01.327078 2021-04-15 01:10:37,182 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.56ms, fps=2164 images/s, loss=0.9887, top1-acc=76.07%, top5-acc=92.87%, remaining_time=0:00:02.510480, arrival_time=2021-04-15 01:10:39.693209, cost_time=0:00:02.510483 2021-04-15 01:10:38,374 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.83ms, fps=2149 images/s, loss=1.0044, top1-acc=75.72%, top5-acc=92.98%, remaining_time=0:00:01.234040, arrival_time=2021-04-15 01:10:39.608406, cost_time=0:00:03.702129 2021-04-15 01:10:39,454 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.09ms, fps=2148 images/s, loss=0.9865, top1-acc=75.61%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:39.454800, cost_time=0:00:04.782599 2021-04-15 01:10:40,129 INFO : Epoch=0181 complete, best val top1-acc=76.06%, top5-acc=93.05% (epoch=180), remaining_time=0:25:08.087057, arrival_time=2021-04-15 01:35:48.216262, cost_time=3:59:26.513463 2021-04-15 01:10:40,130 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 01:10:44,018 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.43ms, fps=658 images/s, loss=0.0076, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.313824, arrival_time=2021-04-15 01:11:56.332399, cost_time=0:00:03.887838 2021-04-15 01:10:47,749 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0070, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.045792, arrival_time=2021-04-15 01:11:54.795379, cost_time=0:00:07.618850 2021-04-15 01:10:51,488 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.58ms, fps=685 images/s, loss=0.0066, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.848928, arrival_time=2021-04-15 01:11:54.337787, cost_time=0:00:11.358226 2021-04-15 01:10:55,224 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.863636, arrival_time=2021-04-15 01:11:54.087622, cost_time=0:00:15.093251 2021-04-15 01:10:58,952 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.43ms, fps=687 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.960240, arrival_time=2021-04-15 01:11:53.912878, cost_time=0:00:18.821993 2021-04-15 01:11:02,687 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.129336, arrival_time=2021-04-15 01:11:53.817052, cost_time=0:00:22.557072 2021-04-15 01:11:06,425 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.329884, arrival_time=2021-04-15 01:11:53.755082, cost_time=0:00:26.294352 2021-04-15 01:11:10,173 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.561248, arrival_time=2021-04-15 01:11:53.734247, cost_time=0:00:30.042272 2021-04-15 01:11:13,914 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.790068, arrival_time=2021-04-15 01:11:53.704861, cost_time=0:00:33.784060 2021-04-15 01:11:17,651 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.019392, arrival_time=2021-04-15 01:11:53.670365, cost_time=0:00:37.520244 2021-04-15 01:11:21,384 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.253182, arrival_time=2021-04-15 01:11:53.637987, cost_time=0:00:41.254026 2021-04-15 01:11:25,113 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.43ms, fps=687 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.489056, arrival_time=2021-04-15 01:11:53.602419, cost_time=0:00:44.982726 2021-04-15 01:11:28,849 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.75ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.734292, arrival_time=2021-04-15 01:11:53.584032, cost_time=0:00:48.719093 2021-04-15 01:11:32,591 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.984376, arrival_time=2021-04-15 01:11:53.575992, cost_time=0:00:52.460888 2021-04-15 01:11:36,338 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=5.70ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.236982, arrival_time=2021-04-15 01:11:53.575218, cost_time=0:00:56.207600 2021-04-15 01:11:40,072 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=3.39ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.486896, arrival_time=2021-04-15 01:11:53.559283, cost_time=0:00:59.941756 2021-04-15 01:11:43,806 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.738690, arrival_time=2021-04-15 01:11:53.545329, cost_time=0:01:03.676004 2021-04-15 01:11:47,561 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.993872, arrival_time=2021-04-15 01:11:53.555702, cost_time=0:01:07.431037 2021-04-15 01:11:51,312 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.38ms, fps=683 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.247858, arrival_time=2021-04-15 01:11:53.560666, cost_time=0:01:11.182082 2021-04-15 01:11:53,306 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.54ms, fps=682 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:53.306313, cost_time=0:01:13.175555 2021-04-15 01:11:54,602 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.34ms, fps=1978 images/s, loss=0.9990, top1-acc=74.80%, top5-acc=92.77%, remaining_time=0:00:03.882480, arrival_time=2021-04-15 01:11:58.485301, cost_time=0:00:01.294161 2021-04-15 01:11:55,783 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.38ms, fps=2170 images/s, loss=1.0105, top1-acc=75.08%, top5-acc=92.97%, remaining_time=0:00:02.474540, arrival_time=2021-04-15 01:11:58.257728, cost_time=0:00:02.474543 2021-04-15 01:11:56,970 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.53ms, fps=2156 images/s, loss=1.0021, top1-acc=75.20%, top5-acc=92.99%, remaining_time=0:00:01.220680, arrival_time=2021-04-15 01:11:58.191405, cost_time=0:00:03.662054 2021-04-15 01:11:58,063 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=1.26ms, fps=2126 images/s, loss=0.9965, top1-acc=75.56%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:58.063390, cost_time=0:00:04.754705 2021-04-15 01:11:58,779 INFO : Epoch=0182 complete, best val top1-acc=76.06%, top5-acc=93.05% (epoch=180), remaining_time=0:23:48.642504, arrival_time=2021-04-15 01:35:47.421475, cost_time=4:00:45.163181 2021-04-15 01:11:58,784 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 01:12:02,713 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.70ms, fps=652 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.078098, arrival_time=2021-04-15 01:13:15.791445, cost_time=0:00:03.928932 2021-04-15 01:12:06,446 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.424720, arrival_time=2021-04-15 01:13:13.871040, cost_time=0:00:07.661903 2021-04-15 01:12:10,182 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.067218, arrival_time=2021-04-15 01:13:13.249239, cost_time=0:00:11.397695 2021-04-15 01:12:13,917 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.68ms, fps=685 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.020572, arrival_time=2021-04-15 01:13:12.938452, cost_time=0:00:15.133464 2021-04-15 01:12:17,649 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.085362, arrival_time=2021-04-15 01:13:12.734539, cost_time=0:00:18.864832 2021-04-15 01:12:21,389 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.72ms, fps=685 images/s, loss=0.0067, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.238408, arrival_time=2021-04-15 01:13:12.627913, cost_time=0:00:22.605168 2021-04-15 01:12:25,131 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=2.22ms, fps=684 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.424636, arrival_time=2021-04-15 01:13:12.556053, cost_time=0:00:26.347026 2021-04-15 01:12:28,872 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.627948, arrival_time=2021-04-15 01:13:12.500639, cost_time=0:00:30.088279 2021-04-15 01:12:32,610 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.839994, arrival_time=2021-04-15 01:13:12.450785, cost_time=0:00:33.826381 2021-04-15 01:12:36,347 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0066, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.060384, arrival_time=2021-04-15 01:13:12.407671, cost_time=0:00:37.562946 2021-04-15 01:12:40,080 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=2.24ms, fps=686 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.285690, arrival_time=2021-04-15 01:13:12.365776, cost_time=0:00:41.295668 2021-04-15 01:12:43,818 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.64ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.521888, arrival_time=2021-04-15 01:13:12.340775, cost_time=0:00:45.034545 2021-04-15 01:12:47,559 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.762804, arrival_time=2021-04-15 01:13:12.322301, cost_time=0:00:48.775176 2021-04-15 01:12:51,292 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.59ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.003416, arrival_time=2021-04-15 01:13:12.296274, cost_time=0:00:52.508528 2021-04-15 01:12:55,022 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.246320, arrival_time=2021-04-15 01:13:12.268655, cost_time=0:00:56.238009 2021-04-15 01:12:58,757 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.493952, arrival_time=2021-04-15 01:13:12.251555, cost_time=0:00:59.973193 2021-04-15 01:13:02,488 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.743058, arrival_time=2021-04-15 01:13:12.231969, cost_time=0:01:03.704573 2021-04-15 01:13:06,233 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.995488, arrival_time=2021-04-15 01:13:12.229073, cost_time=0:01:07.449260 2021-04-15 01:13:09,969 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.247942, arrival_time=2021-04-15 01:13:12.217111, cost_time=0:01:11.184756 2021-04-15 01:13:11,965 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.30ms, fps=682 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:11.965243, cost_time=0:01:13.180828 2021-04-15 01:13:13,329 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.56ms, fps=1879 images/s, loss=1.0378, top1-acc=74.96%, top5-acc=92.73%, remaining_time=0:00:04.087110, arrival_time=2021-04-15 01:13:17.416853, cost_time=0:00:01.362367 2021-04-15 01:13:14,518 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.41ms, fps=2155 images/s, loss=0.9985, top1-acc=75.90%, top5-acc=92.83%, remaining_time=0:00:02.550680, arrival_time=2021-04-15 01:13:17.068797, cost_time=0:00:02.550689 2021-04-15 01:13:15,699 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.41ms, fps=2168 images/s, loss=0.9794, top1-acc=76.15%, top5-acc=92.83%, remaining_time=0:00:01.244090, arrival_time=2021-04-15 01:13:16.943684, cost_time=0:00:03.732269 2021-04-15 01:13:16,793 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=1.49ms, fps=2122 images/s, loss=0.9783, top1-acc=76.12%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:16.793393, cost_time=0:00:04.826001 2021-04-15 01:13:18,307 INFO : Epoch=0183 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:22:29.288300, arrival_time=2021-04-15 01:35:47.595886, cost_time=4:02:04.691764 2021-04-15 01:13:18,310 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 01:13:22,195 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.74ms, fps=659 images/s, loss=0.0056, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.263232, arrival_time=2021-04-15 01:14:34.458904, cost_time=0:00:03.885117 2021-04-15 01:13:25,930 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.056176, arrival_time=2021-04-15 01:14:32.986743, cost_time=0:00:07.620013 2021-04-15 01:13:29,663 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0064, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.820044, arrival_time=2021-04-15 01:14:32.483517, cost_time=0:00:11.353008 2021-04-15 01:13:33,406 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:58.873620, arrival_time=2021-04-15 01:14:32.280002, cost_time=0:00:15.095815 2021-04-15 01:13:37,158 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.60ms, fps=682 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.034700, arrival_time=2021-04-15 01:14:32.192849, cost_time=0:00:18.847511 2021-04-15 01:13:40,929 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.39ms, fps=679 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.269552, arrival_time=2021-04-15 01:14:32.199018, cost_time=0:00:22.618903 2021-04-15 01:13:44,683 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.470248, arrival_time=2021-04-15 01:14:32.153223, cost_time=0:00:26.372328 2021-04-15 01:13:48,433 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.678640, arrival_time=2021-04-15 01:14:32.112380, cost_time=0:00:30.123174 2021-04-15 01:13:52,191 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.68ms, fps=681 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.903488, arrival_time=2021-04-15 01:14:32.094394, cost_time=0:00:33.880294 2021-04-15 01:13:55,936 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.120384, arrival_time=2021-04-15 01:14:32.056304, cost_time=0:00:37.625363 2021-04-15 01:13:59,675 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.340128, arrival_time=2021-04-15 01:14:32.015907, cost_time=0:00:41.365284 2021-04-15 01:14:03,412 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.53ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.564600, arrival_time=2021-04-15 01:14:31.977118, cost_time=0:00:45.101955 2021-04-15 01:14:07,154 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.797586, arrival_time=2021-04-15 01:14:31.951791, cost_time=0:00:48.843737 2021-04-15 01:14:10,896 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.034552, arrival_time=2021-04-15 01:14:31.931386, cost_time=0:00:52.586370 2021-04-15 01:14:14,630 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.271344, arrival_time=2021-04-15 01:14:31.901445, cost_time=0:00:56.319557 2021-04-15 01:14:18,365 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.512384, arrival_time=2021-04-15 01:14:31.877962, cost_time=0:01:00.055059 2021-04-15 01:14:22,110 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.90ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.757566, arrival_time=2021-04-15 01:14:31.867543, cost_time=0:01:03.799514 2021-04-15 01:14:25,846 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.003216, arrival_time=2021-04-15 01:14:31.849979, cost_time=0:01:07.536197 2021-04-15 01:14:29,582 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.250702, arrival_time=2021-04-15 01:14:31.833395, cost_time=0:01:11.272148 2021-04-15 01:14:31,577 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.74ms, fps=682 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:31.577495, cost_time=0:01:13.266936 2021-04-15 01:14:32,882 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.33ms, fps=1965 images/s, loss=0.9625, top1-acc=75.70%, top5-acc=93.91%, remaining_time=0:00:03.908850, arrival_time=2021-04-15 01:14:36.791321, cost_time=0:00:01.302949 2021-04-15 01:14:34,076 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.75ms, fps=2144 images/s, loss=0.9838, top1-acc=75.88%, top5-acc=93.52%, remaining_time=0:00:02.497160, arrival_time=2021-04-15 01:14:36.573928, cost_time=0:00:02.497170 2021-04-15 01:14:35,268 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.32ms, fps=2149 images/s, loss=0.9856, top1-acc=75.62%, top5-acc=93.26%, remaining_time=0:00:01.229700, arrival_time=2021-04-15 01:14:36.498397, cost_time=0:00:03.689085 2021-04-15 01:14:36,345 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.09ms, fps=2155 images/s, loss=0.9870, top1-acc=75.72%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:36.345799, cost_time=0:00:04.766239 2021-04-15 01:14:37,044 INFO : Epoch=0184 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:21:09.863360, arrival_time=2021-04-15 01:35:46.907794, cost_time=4:03:23.428661 2021-04-15 01:14:37,046 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 01:14:40,929 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.58ms, fps=659 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.211152, arrival_time=2021-04-15 01:15:53.140172, cost_time=0:00:03.882323 2021-04-15 01:14:44,663 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.025200, arrival_time=2021-04-15 01:15:51.688382, cost_time=0:00:07.616493 2021-04-15 01:14:48,395 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:02.799294, arrival_time=2021-04-15 01:15:51.195164, cost_time=0:00:11.349276 2021-04-15 01:14:52,134 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:58.841952, arrival_time=2021-04-15 01:15:50.976324, cost_time=0:00:15.087677 2021-04-15 01:14:55,871 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0062, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.968270, arrival_time=2021-04-15 01:15:50.839602, cost_time=0:00:18.824730 2021-04-15 01:14:59,599 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.44ms, fps=687 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:51.120768, arrival_time=2021-04-15 01:15:50.720625, cost_time=0:00:22.553262 2021-04-15 01:15:03,331 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.311740, arrival_time=2021-04-15 01:15:50.642766, cost_time=0:00:26.284331 2021-04-15 01:15:07,076 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.0063, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.543384, arrival_time=2021-04-15 01:15:50.619925, cost_time=0:00:30.029928 2021-04-15 01:15:10,806 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.32ms, fps=686 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.761342, arrival_time=2021-04-15 01:15:50.567611, cost_time=0:00:33.759668 2021-04-15 01:15:14,543 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.40ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.996544, arrival_time=2021-04-15 01:15:50.539689, cost_time=0:00:37.496444 2021-04-15 01:15:18,273 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.232112, arrival_time=2021-04-15 01:15:50.505932, cost_time=0:00:41.227131 2021-04-15 01:15:22,010 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.477124, arrival_time=2021-04-15 01:15:50.487836, cost_time=0:00:44.963873 2021-04-15 01:15:25,756 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.93ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.729342, arrival_time=2021-04-15 01:15:50.485360, cost_time=0:00:48.709320 2021-04-15 01:15:29,484 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.51ms, fps=687 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.975304, arrival_time=2021-04-15 01:15:50.460159, cost_time=0:00:52.438246 2021-04-15 01:15:33,232 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.230128, arrival_time=2021-04-15 01:15:50.462077, cost_time=0:00:56.185192 2021-04-15 01:15:36,976 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.484268, arrival_time=2021-04-15 01:15:50.460913, cost_time=0:00:59.930035 2021-04-15 01:15:40,715 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.44ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.737624, arrival_time=2021-04-15 01:15:50.453360, cost_time=0:01:03.669130 2021-04-15 01:15:44,457 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.992080, arrival_time=2021-04-15 01:15:50.449779, cost_time=0:01:07.410962 2021-04-15 01:15:48,215 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.28ms, fps=681 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.247438, arrival_time=2021-04-15 01:15:50.462972, cost_time=0:01:11.168852 2021-04-15 01:15:50,208 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.25ms, fps=683 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:50.208069, cost_time=0:01:13.161374 2021-04-15 01:15:51,574 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.32ms, fps=1877 images/s, loss=0.9594, top1-acc=76.87%, top5-acc=93.40%, remaining_time=0:00:04.091700, arrival_time=2021-04-15 01:15:55.665795, cost_time=0:00:01.363902 2021-04-15 01:15:52,759 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.24ms, fps=2160 images/s, loss=0.9756, top1-acc=76.46%, top5-acc=93.28%, remaining_time=0:00:02.549580, arrival_time=2021-04-15 01:15:55.309348, cost_time=0:00:02.549587 2021-04-15 01:15:53,941 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.50ms, fps=2167 images/s, loss=1.0038, top1-acc=75.86%, top5-acc=92.71%, remaining_time=0:00:01.243840, arrival_time=2021-04-15 01:15:55.185464, cost_time=0:00:03.731508 2021-04-15 01:15:55,025 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=1.37ms, fps=2142 images/s, loss=1.0007, top1-acc=76.08%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:55.025085, cost_time=0:00:04.814916 2021-04-15 01:15:56,058 INFO : Epoch=0185 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:19:50.468370, arrival_time=2021-04-15 01:35:46.527276, cost_time=4:04:42.443167 2021-04-15 01:15:56,060 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 01:15:59,982 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.39ms, fps=653 images/s, loss=0.0058, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.953478, arrival_time=2021-04-15 01:17:12.936249, cost_time=0:00:03.922227 2021-04-15 01:16:03,726 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.457456, arrival_time=2021-04-15 01:17:11.183433, cost_time=0:00:07.665628 2021-04-15 01:16:07,474 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=2.08ms, fps=683 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.155862, arrival_time=2021-04-15 01:17:10.630132, cost_time=0:00:11.413703 2021-04-15 01:16:11,207 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.60ms, fps=686 images/s, loss=0.0059, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.074860, arrival_time=2021-04-15 01:17:10.282714, cost_time=0:00:15.147414 2021-04-15 01:16:14,946 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.65ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.145806, arrival_time=2021-04-15 01:17:10.091819, cost_time=0:00:18.885571 2021-04-15 01:16:18,689 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.292672, arrival_time=2021-04-15 01:17:09.982118, cost_time=0:00:22.629104 2021-04-15 01:16:22,431 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.69ms, fps=684 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.467224, arrival_time=2021-04-15 01:17:09.898366, cost_time=0:00:26.370697 2021-04-15 01:16:26,171 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.44ms, fps=684 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.661704, arrival_time=2021-04-15 01:17:09.833592, cost_time=0:00:30.111531 2021-04-15 01:16:29,909 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.866706, arrival_time=2021-04-15 01:17:09.776310, cost_time=0:00:33.849133 2021-04-15 01:16:33,642 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.078144, arrival_time=2021-04-15 01:17:09.720050, cost_time=0:00:37.581414 2021-04-15 01:16:37,371 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.43ms, fps=687 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.297730, arrival_time=2021-04-15 01:17:09.669171, cost_time=0:00:41.311102 2021-04-15 01:16:41,101 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.34ms, fps=686 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.525992, arrival_time=2021-04-15 01:17:09.627500, cost_time=0:00:45.041018 2021-04-15 01:16:44,840 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.765510, arrival_time=2021-04-15 01:17:09.606426, cost_time=0:00:48.780568 2021-04-15 01:16:48,576 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.006384, arrival_time=2021-04-15 01:17:09.582736, cost_time=0:00:52.516007 2021-04-15 01:16:52,305 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=2.35ms, fps=687 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.248574, arrival_time=2021-04-15 01:17:09.554323, cost_time=0:00:56.245320 2021-04-15 01:16:56,034 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.71ms, fps=687 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.494096, arrival_time=2021-04-15 01:17:09.528245, cost_time=0:00:59.973795 2021-04-15 01:16:59,768 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.743578, arrival_time=2021-04-15 01:17:09.511918, cost_time=0:01:03.707998 2021-04-15 01:17:03,500 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.994640, arrival_time=2021-04-15 01:17:09.494861, cost_time=0:01:07.439680 2021-04-15 01:17:07,238 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.247720, arrival_time=2021-04-15 01:17:09.485916, cost_time=0:01:11.177761 2021-04-15 01:17:09,234 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:09.234482, cost_time=0:01:13.174047 2021-04-15 01:17:10,532 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.36ms, fps=1975 images/s, loss=1.0444, top1-acc=74.61%, top5-acc=92.70%, remaining_time=0:00:03.888840, arrival_time=2021-04-15 01:17:14.421600, cost_time=0:00:01.296283 2021-04-15 01:17:11,721 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.36ms, fps=2155 images/s, loss=1.0093, top1-acc=75.55%, top5-acc=92.52%, remaining_time=0:00:02.484740, arrival_time=2021-04-15 01:17:14.206152, cost_time=0:00:02.484737 2021-04-15 01:17:12,904 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.41ms, fps=2165 images/s, loss=1.0036, top1-acc=75.52%, top5-acc=92.85%, remaining_time=0:00:01.222740, arrival_time=2021-04-15 01:17:14.127415, cost_time=0:00:03.668207 2021-04-15 01:17:13,981 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=1.21ms, fps=2155 images/s, loss=0.9731, top1-acc=75.94%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:13.981733, cost_time=0:00:04.745217 2021-04-15 01:17:14,646 INFO : Epoch=0186 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:18:31.045320, arrival_time=2021-04-15 01:35:45.691825, cost_time=4:06:01.030766 2021-04-15 01:17:14,647 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 01:17:18,574 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.54ms, fps=652 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.032528, arrival_time=2021-04-15 01:18:31.607077, cost_time=0:00:03.926480 2021-04-15 01:17:22,306 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.389696, arrival_time=2021-04-15 01:18:29.695675, cost_time=0:00:07.657911 2021-04-15 01:17:26,041 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.041488, arrival_time=2021-04-15 01:18:29.082517, cost_time=0:00:11.393048 2021-04-15 01:17:29,784 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.029932, arrival_time=2021-04-15 01:18:28.813885, cost_time=0:00:15.135883 2021-04-15 01:17:33,520 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.42ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.105948, arrival_time=2021-04-15 01:18:28.626116, cost_time=0:00:18.871899 2021-04-15 01:17:37,262 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.53ms, fps=684 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.259760, arrival_time=2021-04-15 01:18:28.522434, cost_time=0:00:22.614598 2021-04-15 01:17:40,999 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.64ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.433078, arrival_time=2021-04-15 01:18:28.432883, cost_time=0:00:26.351733 2021-04-15 01:17:44,744 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.640244, arrival_time=2021-04-15 01:18:28.384909, cost_time=0:00:30.096683 2021-04-15 01:17:48,484 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.851124, arrival_time=2021-04-15 01:18:28.335039, cost_time=0:00:33.835835 2021-04-15 01:17:52,220 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.57ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.069984, arrival_time=2021-04-15 01:18:28.290871, cost_time=0:00:37.572907 2021-04-15 01:17:55,955 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.67ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.295236, arrival_time=2021-04-15 01:18:28.251093, cost_time=0:00:41.307871 2021-04-15 01:17:59,693 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=2.05ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.528424, arrival_time=2021-04-15 01:18:28.221333, cost_time=0:00:45.044836 2021-04-15 01:18:03,428 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.765180, arrival_time=2021-04-15 01:18:28.193141, cost_time=0:00:48.779922 2021-04-15 01:18:07,161 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.005264, arrival_time=2021-04-15 01:18:28.166427, cost_time=0:00:52.513193 2021-04-15 01:18:10,897 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.99ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.249908, arrival_time=2021-04-15 01:18:28.147632, cost_time=0:00:56.249745 2021-04-15 01:18:14,626 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.55ms, fps=687 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.495176, arrival_time=2021-04-15 01:18:28.121659, cost_time=0:00:59.978510 2021-04-15 01:18:18,357 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.40ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.743812, arrival_time=2021-04-15 01:18:28.101412, cost_time=0:01:03.709617 2021-04-15 01:18:22,093 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.62ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.995136, arrival_time=2021-04-15 01:18:28.088446, cost_time=0:01:07.445325 2021-04-15 01:18:25,837 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=3.76ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.248086, arrival_time=2021-04-15 01:18:28.085501, cost_time=0:01:11.189381 2021-04-15 01:18:27,837 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.93ms, fps=680 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:27.837000, cost_time=0:01:13.188930 2021-04-15 01:18:29,157 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.35ms, fps=1942 images/s, loss=1.0089, top1-acc=76.17%, top5-acc=92.38%, remaining_time=0:00:03.954690, arrival_time=2021-04-15 01:18:33.112016, cost_time=0:00:01.318228 2021-04-15 01:18:30,341 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.58ms, fps=2163 images/s, loss=1.0150, top1-acc=75.74%, top5-acc=92.52%, remaining_time=0:00:02.501980, arrival_time=2021-04-15 01:18:32.843143, cost_time=0:00:02.501981 2021-04-15 01:18:31,525 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.82ms, fps=2164 images/s, loss=0.9951, top1-acc=76.00%, top5-acc=92.79%, remaining_time=0:00:01.228640, arrival_time=2021-04-15 01:18:32.753746, cost_time=0:00:03.685927 2021-04-15 01:18:32,604 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=1.30ms, fps=2151 images/s, loss=0.9879, top1-acc=75.85%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:32.604117, cost_time=0:00:04.765074 2021-04-15 01:18:33,274 INFO : Epoch=0187 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:17:11.634006, arrival_time=2021-04-15 01:35:44.908055, cost_time=4:07:19.658310 2021-04-15 01:18:33,275 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 01:18:37,210 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.47ms, fps=651 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.182816, arrival_time=2021-04-15 01:19:50.392912, cost_time=0:00:03.934560 2021-04-15 01:18:40,943 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.35ms, fps=686 images/s, loss=0.0063, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.478400, arrival_time=2021-04-15 01:19:48.421927, cost_time=0:00:07.667991 2021-04-15 01:18:44,672 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.59ms, fps=687 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.061740, arrival_time=2021-04-15 01:19:47.733871, cost_time=0:00:11.396691 2021-04-15 01:18:48,405 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.41ms, fps=686 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:59.004972, arrival_time=2021-04-15 01:19:47.409997, cost_time=0:00:15.129491 2021-04-15 01:18:52,134 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.43ms, fps=687 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.067258, arrival_time=2021-04-15 01:19:47.201327, cost_time=0:00:18.858626 2021-04-15 01:18:55,870 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.60ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.214608, arrival_time=2021-04-15 01:19:47.084723, cost_time=0:00:22.594672 2021-04-15 01:18:59,602 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.56ms, fps=686 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.387844, arrival_time=2021-04-15 01:19:46.990072, cost_time=0:00:26.326598 2021-04-15 01:19:03,337 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.589436, arrival_time=2021-04-15 01:19:46.926542, cost_time=0:00:30.061655 2021-04-15 01:19:07,078 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.812222, arrival_time=2021-04-15 01:19:46.890474, cost_time=0:00:33.802813 2021-04-15 01:19:10,809 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.032448, arrival_time=2021-04-15 01:19:46.841824, cost_time=0:00:37.533839 2021-04-15 01:19:14,538 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.43ms, fps=687 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.259718, arrival_time=2021-04-15 01:19:46.797728, cost_time=0:00:41.262474 2021-04-15 01:19:18,270 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.497036, arrival_time=2021-04-15 01:19:46.767849, cost_time=0:00:44.995366 2021-04-15 01:19:22,019 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.57ms, fps=683 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.746700, arrival_time=2021-04-15 01:19:46.765764, cost_time=0:00:48.743525 2021-04-15 01:19:25,757 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.992608, arrival_time=2021-04-15 01:19:46.749679, cost_time=0:00:52.481530 2021-04-15 01:19:29,491 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.65ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.239604, arrival_time=2021-04-15 01:19:46.731138, cost_time=0:00:56.216092 2021-04-15 01:19:33,242 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.87ms, fps=683 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.492512, arrival_time=2021-04-15 01:19:46.734685, cost_time=0:00:59.966731 2021-04-15 01:19:36,979 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=2.27ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.742980, arrival_time=2021-04-15 01:19:46.722560, cost_time=0:01:03.704033 2021-04-15 01:19:40,725 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.995520, arrival_time=2021-04-15 01:19:46.720618, cost_time=0:01:07.449659 2021-04-15 01:19:44,466 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.41ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.248134, arrival_time=2021-04-15 01:19:46.714481, cost_time=0:01:11.190896 2021-04-15 01:19:46,463 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.27ms, fps=681 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:46.463188, cost_time=0:01:13.187742 2021-04-15 01:19:47,764 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.56ms, fps=1970 images/s, loss=0.9928, top1-acc=75.51%, top5-acc=92.58%, remaining_time=0:00:03.898890, arrival_time=2021-04-15 01:19:51.663612, cost_time=0:00:01.299634 2021-04-15 01:19:48,943 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.31ms, fps=2173 images/s, loss=1.0048, top1-acc=75.37%, top5-acc=92.52%, remaining_time=0:00:02.477960, arrival_time=2021-04-15 01:19:51.421001, cost_time=0:00:02.477962 2021-04-15 01:19:50,122 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.46ms, fps=2171 images/s, loss=0.9820, top1-acc=76.16%, top5-acc=92.96%, remaining_time=0:00:01.219110, arrival_time=2021-04-15 01:19:51.341502, cost_time=0:00:03.657316 2021-04-15 01:19:51,203 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=1.30ms, fps=2146 images/s, loss=0.9695, top1-acc=76.04%, top5-acc=92.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:51.203836, cost_time=0:00:04.738664 2021-04-15 01:19:51,931 INFO : Epoch=0188 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:15:52.232928, arrival_time=2021-04-15 01:35:44.164609, cost_time=4:08:38.315914 2021-04-15 01:19:51,933 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 01:19:55,833 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.89ms, fps=656 images/s, loss=0.0064, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.535164, arrival_time=2021-04-15 01:21:08.368714, cost_time=0:00:03.899737 2021-04-15 01:19:59,575 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.46ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.248720, arrival_time=2021-04-15 01:21:06.824478, cost_time=0:00:07.641907 2021-04-15 01:20:03,320 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.77ms, fps=684 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.008952, arrival_time=2021-04-15 01:21:06.329828, cost_time=0:00:11.387147 2021-04-15 01:20:07,063 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.80ms, fps=684 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.004972, arrival_time=2021-04-15 01:21:06.068320, cost_time=0:00:15.129464 2021-04-15 01:20:10,794 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.072952, arrival_time=2021-04-15 01:21:05.867260, cost_time=0:00:18.860585 2021-04-15 01:20:14,525 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.208624, arrival_time=2021-04-15 01:21:05.734370, cost_time=0:00:22.592021 2021-04-15 01:20:18,266 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.399310, arrival_time=2021-04-15 01:21:05.666106, cost_time=0:00:26.332932 2021-04-15 01:20:22,007 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.70ms, fps=684 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.606836, arrival_time=2021-04-15 01:21:05.614293, cost_time=0:00:30.073644 2021-04-15 01:20:25,747 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.91ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.824836, arrival_time=2021-04-15 01:21:05.572133, cost_time=0:00:33.813566 2021-04-15 01:20:29,490 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.053952, arrival_time=2021-04-15 01:21:05.543982, cost_time=0:00:37.556217 2021-04-15 01:20:33,226 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.66ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.283368, arrival_time=2021-04-15 01:21:05.509707, cost_time=0:00:41.292626 2021-04-15 01:20:36,967 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=2.01ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.521128, arrival_time=2021-04-15 01:21:05.488257, cost_time=0:00:45.033409 2021-04-15 01:20:40,708 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.762540, arrival_time=2021-04-15 01:21:05.471095, cost_time=0:00:48.774736 2021-04-15 01:20:44,442 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.003640, arrival_time=2021-04-15 01:21:05.446465, cost_time=0:00:52.509093 2021-04-15 01:20:48,181 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=2.22ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.249218, arrival_time=2021-04-15 01:21:05.430324, cost_time=0:00:56.247379 2021-04-15 01:20:51,919 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.496688, arrival_time=2021-04-15 01:21:05.415703, cost_time=0:00:59.985296 2021-04-15 01:20:55,660 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.38ms, fps=684 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.746360, arrival_time=2021-04-15 01:21:05.406346, cost_time=0:01:03.726270 2021-04-15 01:20:59,407 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.45ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.997696, arrival_time=2021-04-15 01:21:05.405407, cost_time=0:01:07.473991 2021-04-15 01:21:03,144 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.248764, arrival_time=2021-04-15 01:21:05.393470, cost_time=0:01:11.210888 2021-04-15 01:21:05,137 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.29ms, fps=683 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:05.137713, cost_time=0:01:13.203988 2021-04-15 01:21:06,477 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.21ms, fps=1914 images/s, loss=0.9651, top1-acc=75.90%, top5-acc=92.93%, remaining_time=0:00:04.012830, arrival_time=2021-04-15 01:21:10.490054, cost_time=0:00:01.337612 2021-04-15 01:21:07,660 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.30ms, fps=2165 images/s, loss=0.9684, top1-acc=76.00%, top5-acc=92.79%, remaining_time=0:00:02.520200, arrival_time=2021-04-15 01:21:10.180218, cost_time=0:00:02.520193 2021-04-15 01:21:08,850 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.55ms, fps=2151 images/s, loss=0.9925, top1-acc=75.64%, top5-acc=92.60%, remaining_time=0:00:01.236970, arrival_time=2021-04-15 01:21:10.087645, cost_time=0:00:03.710909 2021-04-15 01:21:09,927 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=1.22ms, fps=2155 images/s, loss=0.9817, top1-acc=75.98%, top5-acc=92.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:09.927624, cost_time=0:00:04.788045 2021-04-15 01:21:10,616 INFO : Epoch=0189 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:14:32.841299, arrival_time=2021-04-15 01:35:43.457520, cost_time=4:09:57.000414 2021-04-15 01:21:10,618 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 01:21:14,516 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.60ms, fps=657 images/s, loss=0.0064, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.494616, arrival_time=2021-04-15 01:22:27.010534, cost_time=0:00:03.897564 2021-04-15 01:21:18,247 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.133792, arrival_time=2021-04-15 01:22:25.380988, cost_time=0:00:07.628834 2021-04-15 01:21:21,976 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.40ms, fps=687 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:02.848928, arrival_time=2021-04-15 01:22:24.825438, cost_time=0:00:11.358239 2021-04-15 01:21:25,708 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:58.851780, arrival_time=2021-04-15 01:22:24.560352, cost_time=0:00:15.090203 2021-04-15 01:21:29,443 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.61ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.970314, arrival_time=2021-04-15 01:22:24.414021, cost_time=0:00:18.825440 2021-04-15 01:21:33,178 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.136136, arrival_time=2021-04-15 01:22:24.314454, cost_time=0:00:22.560057 2021-04-15 01:21:36,912 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.328750, arrival_time=2021-04-15 01:22:24.240853, cost_time=0:00:26.293755 2021-04-15 01:21:40,646 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.541528, arrival_time=2021-04-15 01:22:24.188468, cost_time=0:00:30.028665 2021-04-15 01:21:44,384 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.769504, arrival_time=2021-04-15 01:22:24.154303, cost_time=0:00:33.766536 2021-04-15 01:21:48,122 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.70ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.003744, arrival_time=2021-04-15 01:22:24.125893, cost_time=0:00:37.503888 2021-04-15 01:21:51,872 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.48ms, fps=683 images/s, loss=0.0060, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.253182, arrival_time=2021-04-15 01:22:24.125562, cost_time=0:00:41.254112 2021-04-15 01:21:55,611 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.49ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.495972, arrival_time=2021-04-15 01:22:24.107861, cost_time=0:00:44.993623 2021-04-15 01:21:59,357 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.45ms, fps=684 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.744258, arrival_time=2021-04-15 01:22:24.101288, cost_time=0:00:48.738669 2021-04-15 01:22:03,092 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.989584, arrival_time=2021-04-15 01:22:24.081926, cost_time=0:00:52.474019 2021-04-15 01:22:06,824 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=3.25ms, fps=686 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.236476, arrival_time=2021-04-15 01:22:24.060697, cost_time=0:00:56.205908 2021-04-15 01:22:10,566 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.63ms, fps=684 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.488408, arrival_time=2021-04-15 01:22:24.055081, cost_time=0:00:59.948401 2021-04-15 01:22:14,304 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.740276, arrival_time=2021-04-15 01:22:24.045003, cost_time=0:01:03.686461 2021-04-15 01:22:18,039 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.992960, arrival_time=2021-04-15 01:22:24.032028, cost_time=0:01:07.420800 2021-04-15 01:22:21,783 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.39ms, fps=684 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.247306, arrival_time=2021-04-15 01:22:24.030387, cost_time=0:01:11.164783 2021-04-15 01:22:23,776 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.47ms, fps=682 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:23.776935, cost_time=0:01:13.158669 2021-04-15 01:22:25,082 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=2.08ms, fps=1964 images/s, loss=0.9939, top1-acc=76.25%, top5-acc=92.85%, remaining_time=0:00:03.909900, arrival_time=2021-04-15 01:22:28.992139, cost_time=0:00:01.303300 2021-04-15 01:22:26,282 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.71ms, fps=2133 images/s, loss=0.9842, top1-acc=76.02%, top5-acc=93.11%, remaining_time=0:00:02.503740, arrival_time=2021-04-15 01:22:28.786407, cost_time=0:00:02.503748 2021-04-15 01:22:27,467 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.85ms, fps=2161 images/s, loss=0.9640, top1-acc=76.42%, top5-acc=93.35%, remaining_time=0:00:01.229560, arrival_time=2021-04-15 01:22:28.697250, cost_time=0:00:03.688679 2021-04-15 01:22:28,569 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=2.49ms, fps=2108 images/s, loss=0.9711, top1-acc=75.97%, top5-acc=93.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:28.569072, cost_time=0:00:04.790065 2021-04-15 01:22:29,276 INFO : Epoch=0190 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:13:13.455800, arrival_time=2021-04-15 01:35:42.731828, cost_time=4:11:15.660277 2021-04-15 01:22:29,277 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 01:22:33,186 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.46ms, fps=655 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.697728, arrival_time=2021-04-15 01:23:45.884028, cost_time=0:00:03.908483 2021-04-15 01:22:36,919 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.68ms, fps=686 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.241680, arrival_time=2021-04-15 01:23:44.160592, cost_time=0:00:07.641103 2021-04-15 01:22:40,650 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:02.931430, arrival_time=2021-04-15 01:23:43.582302, cost_time=0:00:11.373151 2021-04-15 01:22:44,383 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.910124, arrival_time=2021-04-15 01:23:43.293185, cost_time=0:00:15.105174 2021-04-15 01:22:48,113 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.38ms, fps=686 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:54.999952, arrival_time=2021-04-15 01:23:43.113277, cost_time=0:00:18.835614 2021-04-15 01:22:51,845 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.153680, arrival_time=2021-04-15 01:23:42.999166, cost_time=0:00:22.567775 2021-04-15 01:22:55,579 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.56ms, fps=686 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.343492, arrival_time=2021-04-15 01:23:42.923222, cost_time=0:00:26.301922 2021-04-15 01:22:59,319 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.00ms, fps=685 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.560204, arrival_time=2021-04-15 01:23:42.879424, cost_time=0:00:30.041490 2021-04-15 01:23:03,051 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.49ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.777560, arrival_time=2021-04-15 01:23:42.828710, cost_time=0:00:33.773429 2021-04-15 01:23:06,795 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.64ms, fps=684 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.017280, arrival_time=2021-04-15 01:23:42.813078, cost_time=0:00:37.517953 2021-04-15 01:23:10,535 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.255848, arrival_time=2021-04-15 01:23:42.791194, cost_time=0:00:41.257531 2021-04-15 01:23:14,276 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.499316, arrival_time=2021-04-15 01:23:42.776061, cost_time=0:00:44.998940 2021-04-15 01:23:18,009 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.740496, arrival_time=2021-04-15 01:23:42.749581, cost_time=0:00:48.731275 2021-04-15 01:23:21,743 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.58ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.986168, arrival_time=2021-04-15 01:23:42.729264, cost_time=0:00:52.465372 2021-04-15 01:23:25,479 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=2.13ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.235142, arrival_time=2021-04-15 01:23:42.714442, cost_time=0:00:56.201484 2021-04-15 01:23:29,212 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.485240, arrival_time=2021-04-15 01:23:42.697372, cost_time=0:00:59.934405 2021-04-15 01:23:32,950 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.45ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.738222, arrival_time=2021-04-15 01:23:42.688860, cost_time=0:01:03.672925 2021-04-15 01:23:36,684 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.69ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.991712, arrival_time=2021-04-15 01:23:42.676109, cost_time=0:01:07.406678 2021-04-15 01:23:40,423 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.25ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.246694, arrival_time=2021-04-15 01:23:42.669778, cost_time=0:01:11.145368 2021-04-15 01:23:42,422 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.26ms, fps=680 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:42.422332, cost_time=0:01:13.144613 2021-04-15 01:23:43,735 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.24ms, fps=1953 images/s, loss=1.0505, top1-acc=74.92%, top5-acc=92.62%, remaining_time=0:00:03.933090, arrival_time=2021-04-15 01:23:47.668722, cost_time=0:00:01.311032 2021-04-15 01:23:44,923 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.44ms, fps=2157 images/s, loss=1.0240, top1-acc=75.31%, top5-acc=93.05%, remaining_time=0:00:02.498920, arrival_time=2021-04-15 01:23:47.422329, cost_time=0:00:02.498930 2021-04-15 01:23:46,119 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.70ms, fps=2142 images/s, loss=1.0039, top1-acc=75.56%, top5-acc=93.22%, remaining_time=0:00:01.231590, arrival_time=2021-04-15 01:23:47.350991, cost_time=0:00:03.694774 2021-04-15 01:23:47,204 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=1.23ms, fps=2140 images/s, loss=0.9881, top1-acc=75.84%, top5-acc=93.16%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:47.204434, cost_time=0:00:04.780092 2021-04-15 01:23:47,935 INFO : Epoch=0191 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:11:54.077901, arrival_time=2021-04-15 01:35:42.013633, cost_time=4:12:34.319976 2021-04-15 01:23:47,937 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 01:23:51,847 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.44ms, fps=655 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.722466, arrival_time=2021-04-15 01:25:04.569644, cost_time=0:00:03.909809 2021-04-15 01:23:55,588 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.48ms, fps=684 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.329856, arrival_time=2021-04-15 01:25:02.918351, cost_time=0:00:07.651125 2021-04-15 01:23:59,329 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.47ms, fps=684 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:03.035678, arrival_time=2021-04-15 01:25:02.364943, cost_time=0:00:11.392001 2021-04-15 01:24:03,061 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.984380, arrival_time=2021-04-15 01:25:02.045946, cost_time=0:00:15.124202 2021-04-15 01:24:06,796 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.47ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.068718, arrival_time=2021-04-15 01:25:01.865114, cost_time=0:00:18.859129 2021-04-15 01:24:10,528 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.206992, arrival_time=2021-04-15 01:25:01.735589, cost_time=0:00:22.591320 2021-04-15 01:24:14,261 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.63ms, fps=686 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.382930, arrival_time=2021-04-15 01:25:01.644155, cost_time=0:00:26.323868 2021-04-15 01:24:18,000 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.71ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.591524, arrival_time=2021-04-15 01:25:01.591928, cost_time=0:00:30.063122 2021-04-15 01:24:21,728 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.42ms, fps=687 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.798866, arrival_time=2021-04-15 01:25:01.527650, cost_time=0:00:33.791518 2021-04-15 01:24:25,467 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.029088, arrival_time=2021-04-15 01:25:01.496653, cost_time=0:00:37.530266 2021-04-15 01:24:29,203 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.262900, arrival_time=2021-04-15 01:25:01.466622, cost_time=0:00:41.266453 2021-04-15 01:24:32,935 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.53ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.498860, arrival_time=2021-04-15 01:25:01.434291, cost_time=0:00:44.998174 2021-04-15 01:24:36,667 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.56ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.739836, arrival_time=2021-04-15 01:25:01.407218, cost_time=0:00:48.730020 2021-04-15 01:24:40,397 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.61ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.984040, arrival_time=2021-04-15 01:25:01.381442, cost_time=0:00:52.460073 2021-04-15 01:24:44,136 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.87ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.234314, arrival_time=2021-04-15 01:25:01.370485, cost_time=0:00:56.198902 2021-04-15 01:24:47,868 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.484520, arrival_time=2021-04-15 01:25:01.353059, cost_time=0:00:59.931257 2021-04-15 01:24:51,605 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.39ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.737468, arrival_time=2021-04-15 01:25:01.342840, cost_time=0:01:03.668104 2021-04-15 01:24:55,330 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.44ms, fps=687 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.990512, arrival_time=2021-04-15 01:25:01.321035, cost_time=0:01:07.393254 2021-04-15 01:24:59,061 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.28ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.246034, arrival_time=2021-04-15 01:25:01.307682, cost_time=0:01:11.124382 2021-04-15 01:25:01,053 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.39ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:01.053464, cost_time=0:01:13.116164 2021-04-15 01:25:02,407 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.66ms, fps=1893 images/s, loss=1.0543, top1-acc=74.41%, top5-acc=93.01%, remaining_time=0:00:04.056000, arrival_time=2021-04-15 01:25:06.463811, cost_time=0:00:01.352004 2021-04-15 01:25:03,600 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.59ms, fps=2147 images/s, loss=1.0266, top1-acc=74.94%, top5-acc=92.85%, remaining_time=0:00:02.545060, arrival_time=2021-04-15 01:25:06.145925, cost_time=0:00:02.545065 2021-04-15 01:25:04,802 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=2.84ms, fps=2132 images/s, loss=1.0014, top1-acc=75.47%, top5-acc=92.99%, remaining_time=0:00:01.248750, arrival_time=2021-04-15 01:25:06.050841, cost_time=0:00:03.746259 2021-04-15 01:25:05,889 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=1.23ms, fps=2135 images/s, loss=1.0097, top1-acc=75.60%, top5-acc=93.04%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:05.889213, cost_time=0:00:04.833498 2021-04-15 01:25:06,857 INFO : Epoch=0192 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:10:34.718424, arrival_time=2021-04-15 01:35:41.576340, cost_time=4:13:53.242127 2021-04-15 01:25:06,860 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 01:25:10,757 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.50ms, fps=657 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.482526, arrival_time=2021-04-15 01:26:23.239949, cost_time=0:00:03.896913 2021-04-15 01:25:14,492 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.42ms, fps=686 images/s, loss=0.0058, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.160720, arrival_time=2021-04-15 01:26:21.653129, cost_time=0:00:07.631899 2021-04-15 01:25:18,234 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.58ms, fps=684 images/s, loss=0.0058, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:02.934584, arrival_time=2021-04-15 01:26:21.168804, cost_time=0:00:11.373707 2021-04-15 01:25:21,973 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=2.14ms, fps=685 images/s, loss=0.0060, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:58.941168, arrival_time=2021-04-15 01:26:20.914784, cost_time=0:00:15.113106 2021-04-15 01:25:25,707 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.75ms, fps=686 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.034408, arrival_time=2021-04-15 01:26:20.742221, cost_time=0:00:18.847377 2021-04-15 01:25:29,437 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.48ms, fps=687 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.174216, arrival_time=2021-04-15 01:26:20.611614, cost_time=0:00:22.576835 2021-04-15 01:25:33,182 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.52ms, fps=684 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.380284, arrival_time=2021-04-15 01:26:20.563101, cost_time=0:00:26.322403 2021-04-15 01:25:36,920 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.586536, arrival_time=2021-04-15 01:26:20.506640, cost_time=0:00:30.059677 2021-04-15 01:25:40,656 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.41ms, fps=685 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.804060, arrival_time=2021-04-15 01:26:20.460504, cost_time=0:00:33.795944 2021-04-15 01:25:44,396 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.034848, arrival_time=2021-04-15 01:26:20.431544, cost_time=0:00:37.536260 2021-04-15 01:25:48,139 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.42ms, fps=684 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.272618, arrival_time=2021-04-15 01:26:20.412000, cost_time=0:00:41.278960 2021-04-15 01:25:51,873 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.55ms, fps=686 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.508284, arrival_time=2021-04-15 01:26:20.381785, cost_time=0:00:45.013076 2021-04-15 01:25:55,607 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.59ms, fps=686 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.748548, arrival_time=2021-04-15 01:26:20.356126, cost_time=0:00:48.747152 2021-04-15 01:25:59,334 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.56ms, fps=687 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.989472, arrival_time=2021-04-15 01:26:20.323603, cost_time=0:00:52.473718 2021-04-15 01:26:03,060 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.44ms, fps=687 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.234544, arrival_time=2021-04-15 01:26:20.294567, cost_time=0:00:56.199602 2021-04-15 01:26:06,799 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.70ms, fps=685 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.486176, arrival_time=2021-04-15 01:26:20.285196, cost_time=0:00:59.938518 2021-04-15 01:26:10,536 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.738638, arrival_time=2021-04-15 01:26:20.274842, cost_time=0:01:03.675768 2021-04-15 01:26:14,266 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.54ms, fps=686 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.991664, arrival_time=2021-04-15 01:26:20.258287, cost_time=0:01:07.406205 2021-04-15 01:26:18,008 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.32ms, fps=684 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.246766, arrival_time=2021-04-15 01:26:20.254860, cost_time=0:01:11.147667 2021-04-15 01:26:20,001 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:20.000987, cost_time=0:01:13.140565 2021-04-15 01:26:21,355 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.28ms, fps=1892 images/s, loss=0.9683, top1-acc=75.82%, top5-acc=93.12%, remaining_time=0:00:04.058100, arrival_time=2021-04-15 01:26:25.413864, cost_time=0:00:01.352695 2021-04-15 01:26:22,540 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.39ms, fps=2161 images/s, loss=0.9888, top1-acc=75.90%, top5-acc=92.91%, remaining_time=0:00:02.537960, arrival_time=2021-04-15 01:26:25.078907, cost_time=0:00:02.537968 2021-04-15 01:26:23,732 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.50ms, fps=2150 images/s, loss=0.9915, top1-acc=75.78%, top5-acc=93.03%, remaining_time=0:00:01.243050, arrival_time=2021-04-15 01:26:24.975354, cost_time=0:00:03.729154 2021-04-15 01:26:24,813 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=1.23ms, fps=2148 images/s, loss=0.9641, top1-acc=76.03%, top5-acc=92.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:24.813033, cost_time=0:00:04.809992 2021-04-15 01:26:25,581 INFO : Epoch=0193 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:09:15.356277, arrival_time=2021-04-15 01:35:40.937880, cost_time=4:15:11.965863 2021-04-15 01:26:25,582 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 01:26:29,557 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.50ms, fps=644 images/s, loss=0.0059, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.916400, arrival_time=2021-04-15 01:27:43.473510, cost_time=0:00:03.974001 2021-04-15 01:26:33,289 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.36ms, fps=686 images/s, loss=0.0061, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.815616, arrival_time=2021-04-15 01:27:41.105042, cost_time=0:00:07.706311 2021-04-15 01:26:37,017 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.37ms, fps=687 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:03.269406, arrival_time=2021-04-15 01:27:40.286951, cost_time=0:00:11.434217 2021-04-15 01:26:40,753 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.59ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.162064, arrival_time=2021-04-15 01:27:39.915079, cost_time=0:00:15.169760 2021-04-15 01:26:44,487 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.62ms, fps=686 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.201432, arrival_time=2021-04-15 01:27:39.689129, cost_time=0:00:18.904578 2021-04-15 01:26:48,226 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.38ms, fps=685 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.323952, arrival_time=2021-04-15 01:27:39.549977, cost_time=0:00:22.642906 2021-04-15 01:26:51,962 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.482974, arrival_time=2021-04-15 01:27:39.445639, cost_time=0:00:26.379424 2021-04-15 01:26:55,695 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.43ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.663212, arrival_time=2021-04-15 01:27:39.358799, cost_time=0:00:30.112555 2021-04-15 01:26:59,424 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.46ms, fps=687 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.857272, arrival_time=2021-04-15 01:27:39.281360, cost_time=0:00:33.841060 2021-04-15 01:27:03,160 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.50ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.074016, arrival_time=2021-04-15 01:27:39.234187, cost_time=0:00:37.577144 2021-04-15 01:27:06,895 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.43ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.298848, arrival_time=2021-04-15 01:27:39.194394, cost_time=0:00:41.312437 2021-04-15 01:27:10,630 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.44ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.529868, arrival_time=2021-04-15 01:27:39.160030, cost_time=0:00:45.047128 2021-04-15 01:27:14,361 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.46ms, fps=686 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.764388, arrival_time=2021-04-15 01:27:39.125721, cost_time=0:00:48.778307 2021-04-15 01:27:18,105 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.59ms, fps=684 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.008848, arrival_time=2021-04-15 01:27:39.114138, cost_time=0:00:52.522175 2021-04-15 01:27:21,841 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.52ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.252668, arrival_time=2021-04-15 01:27:39.094469, cost_time=0:00:56.258682 2021-04-15 01:27:25,578 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:13.498884, arrival_time=2021-04-15 01:27:39.076883, cost_time=0:00:59.994979 2021-04-15 01:27:29,310 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.39ms, fps=686 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.746490, arrival_time=2021-04-15 01:27:39.056626, cost_time=0:01:03.727006 2021-04-15 01:27:33,050 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.49ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.997136, arrival_time=2021-04-15 01:27:39.047865, cost_time=0:01:07.467692 2021-04-15 01:27:36,791 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.43ms, fps=684 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.248698, arrival_time=2021-04-15 01:27:39.040514, cost_time=0:01:11.208786 2021-04-15 01:27:38,786 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:38.786215, cost_time=0:01:13.203103 2021-04-15 01:27:40,152 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.43ms, fps=1878 images/s, loss=1.0067, top1-acc=75.47%, top5-acc=93.12%, remaining_time=0:00:04.089510, arrival_time=2021-04-15 01:27:44.242332, cost_time=0:00:01.363172 2021-04-15 01:27:41,341 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.56ms, fps=2154 images/s, loss=1.0002, top1-acc=75.82%, top5-acc=92.83%, remaining_time=0:00:02.552400, arrival_time=2021-04-15 01:27:43.894279, cost_time=0:00:02.552403 2021-04-15 01:27:42,525 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.33ms, fps=2164 images/s, loss=1.0034, top1-acc=75.49%, top5-acc=92.84%, remaining_time=0:00:01.245290, arrival_time=2021-04-15 01:27:43.770584, cost_time=0:00:03.735859 2021-04-15 01:27:43,606 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.11ms, fps=2146 images/s, loss=0.9936, top1-acc=75.81%, top5-acc=92.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:43.606761, cost_time=0:00:04.817273 2021-04-15 01:27:44,300 INFO : Epoch=0194 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:07:56.000574, arrival_time=2021-04-15 01:35:40.301461, cost_time=4:16:30.685138 2021-04-15 01:27:44,302 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 01:27:48,216 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=2.23ms, fps=654 images/s, loss=0.0069, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:12.804492, arrival_time=2021-04-15 01:29:01.021211, cost_time=0:00:03.914224 2021-04-15 01:27:51,945 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.61ms, fps=687 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:07.261216, arrival_time=2021-04-15 01:28:59.206978, cost_time=0:00:07.643312 2021-04-15 01:27:55,684 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.48ms, fps=685 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:02.978906, arrival_time=2021-04-15 01:28:58.663006, cost_time=0:00:11.381725 2021-04-15 01:27:59,424 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.18ms, fps=685 images/s, loss=0.0068, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:58.974708, arrival_time=2021-04-15 01:28:58.398877, cost_time=0:00:15.121717 2021-04-15 01:28:03,171 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.62ms, fps=683 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.097042, arrival_time=2021-04-15 01:28:58.268255, cost_time=0:00:18.868840 2021-04-15 01:28:06,907 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.56ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.239088, arrival_time=2021-04-15 01:28:58.146952, cost_time=0:00:22.605506 2021-04-15 01:28:10,639 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.77ms, fps=686 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.407248, arrival_time=2021-04-15 01:28:58.046963, cost_time=0:00:26.337360 2021-04-15 01:28:14,375 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.98ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.605444, arrival_time=2021-04-15 01:28:57.980624, cost_time=0:00:30.072738 2021-04-15 01:28:18,112 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.55ms, fps=685 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:39.820914, arrival_time=2021-04-15 01:28:57.933583, cost_time=0:00:33.810247 2021-04-15 01:28:21,848 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=2.01ms, fps=685 images/s, loss=0.0066, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.044640, arrival_time=2021-04-15 01:28:57.893468, cost_time=0:00:37.546474 2021-04-15 01:28:25,590 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.82ms, fps=684 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.279928, arrival_time=2021-04-15 01:28:57.870697, cost_time=0:00:41.288328 2021-04-15 01:28:29,326 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.47ms, fps=685 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.514820, arrival_time=2021-04-15 01:28:57.840740, cost_time=0:00:45.023441 2021-04-15 01:28:33,054 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.92ms, fps=687 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.751056, arrival_time=2021-04-15 01:28:57.805605, cost_time=0:00:48.752077 2021-04-15 01:28:36,784 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.45ms, fps=686 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.992944, arrival_time=2021-04-15 01:28:57.777721, cost_time=0:00:52.482417 2021-04-15 01:28:40,525 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.36ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.241766, arrival_time=2021-04-15 01:28:57.767434, cost_time=0:00:56.223224 2021-04-15 01:28:44,254 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.54ms, fps=687 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.489308, arrival_time=2021-04-15 01:28:57.744155, cost_time=0:00:59.952491 2021-04-15 01:28:47,983 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.45ms, fps=687 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.739392, arrival_time=2021-04-15 01:28:57.722469, cost_time=0:01:03.680720 2021-04-15 01:28:51,710 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.40ms, fps=687 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.991776, arrival_time=2021-04-15 01:28:57.701735, cost_time=0:01:07.407477 2021-04-15 01:28:55,483 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.33ms, fps=685 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.247822, arrival_time=2021-04-15 01:28:57.731192, cost_time=0:01:11.180999 2021-04-15 01:28:57,479 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.29ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:57.479341, cost_time=0:01:13.176978 2021-04-15 01:28:58,799 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.70ms, fps=1942 images/s, loss=0.9735, top1-acc=75.27%, top5-acc=93.28%, remaining_time=0:00:03.954390, arrival_time=2021-04-15 01:29:02.753872, cost_time=0:00:01.318129 2021-04-15 01:28:59,991 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.75ms, fps=2148 images/s, loss=1.0001, top1-acc=75.06%, top5-acc=92.83%, remaining_time=0:00:02.510560, arrival_time=2021-04-15 01:29:02.502431, cost_time=0:00:02.510570 2021-04-15 01:29:01,177 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.51ms, fps=2160 images/s, loss=1.0027, top1-acc=74.90%, top5-acc=92.84%, remaining_time=0:00:01.232010, arrival_time=2021-04-15 01:29:02.409431, cost_time=0:00:03.696026 2021-04-15 01:29:02,267 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=1.59ms, fps=2129 images/s, loss=1.0041, top1-acc=75.06%, top5-acc=93.05%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:02.267580, cost_time=0:00:04.786135 2021-04-15 01:29:03,080 INFO : Epoch=0195 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:06:36.652945, arrival_time=2021-04-15 01:35:39.733521, cost_time=4:17:49.464837 2021-04-15 01:29:03,081 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 01:29:07,010 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.46ms, fps=652 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.071774, arrival_time=2021-04-15 01:30:20.082451, cost_time=0:00:03.928590 2021-04-15 01:29:10,741 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.57ms, fps=686 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.402896, arrival_time=2021-04-15 01:30:18.144407, cost_time=0:00:07.659418 2021-04-15 01:29:14,483 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.50ms, fps=684 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.089130, arrival_time=2021-04-15 01:30:17.572871, cost_time=0:00:11.401655 2021-04-15 01:29:18,227 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.72ms, fps=684 images/s, loss=0.0065, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.066436, arrival_time=2021-04-15 01:30:17.293689, cost_time=0:00:15.145247 2021-04-15 01:29:21,958 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.51ms, fps=686 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.118796, arrival_time=2021-04-15 01:30:17.077115, cost_time=0:00:18.876310 2021-04-15 01:29:25,696 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.36ms, fps=685 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.257856, arrival_time=2021-04-15 01:30:16.953912, cost_time=0:00:22.613753 2021-04-15 01:29:29,451 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.70ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.464830, arrival_time=2021-04-15 01:30:16.916546, cost_time=0:00:26.369328 2021-04-15 01:29:33,204 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.676668, arrival_time=2021-04-15 01:30:16.880679, cost_time=0:00:30.121863 2021-04-15 01:29:36,964 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=2.61ms, fps=681 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:39.905290, arrival_time=2021-04-15 01:30:16.869287, cost_time=0:00:33.881880 2021-04-15 01:29:40,711 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.124224, arrival_time=2021-04-15 01:30:16.835577, cost_time=0:00:37.629352 2021-04-15 01:29:44,467 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.78ms, fps=682 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.355522, arrival_time=2021-04-15 01:30:16.822735, cost_time=0:00:41.385000 2021-04-15 01:29:48,238 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.52ms, fps=679 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.598724, arrival_time=2021-04-15 01:30:16.836684, cost_time=0:00:45.155856 2021-04-15 01:29:51,990 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.830388, arrival_time=2021-04-15 01:30:16.820822, cost_time=0:00:48.908350 2021-04-15 01:29:55,753 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=2.49ms, fps=680 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.068600, arrival_time=2021-04-15 01:30:16.822226, cost_time=0:00:52.671485 2021-04-15 01:29:59,517 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.55ms, fps=680 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.306718, arrival_time=2021-04-15 01:30:16.823741, cost_time=0:00:56.434899 2021-04-15 01:30:03,280 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.75ms, fps=680 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:13.544640, arrival_time=2021-04-15 01:30:16.825398, cost_time=0:01:00.198346 2021-04-15 01:30:07,039 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.47ms, fps=681 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.781668, arrival_time=2021-04-15 01:30:16.820779, cost_time=0:01:03.957003 2021-04-15 01:30:10,792 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.83ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.018688, arrival_time=2021-04-15 01:30:16.811058, cost_time=0:01:07.710275 2021-04-15 01:30:14,543 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.34ms, fps=683 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.256684, arrival_time=2021-04-15 01:30:16.800497, cost_time=0:01:11.461708 2021-04-15 01:30:16,547 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.35ms, fps=679 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:16.547693, cost_time=0:01:13.465483 2021-04-15 01:30:17,878 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=2.74ms, fps=1928 images/s, loss=1.0144, top1-acc=74.96%, top5-acc=92.77%, remaining_time=0:00:03.982950, arrival_time=2021-04-15 01:30:21.861195, cost_time=0:00:01.327651 2021-04-15 01:30:19,075 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.04ms, fps=2139 images/s, loss=0.9868, top1-acc=75.66%, top5-acc=92.87%, remaining_time=0:00:02.524900, arrival_time=2021-04-15 01:30:21.600329, cost_time=0:00:02.524897 2021-04-15 01:30:20,273 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.49ms, fps=2138 images/s, loss=1.0015, top1-acc=75.44%, top5-acc=92.54%, remaining_time=0:00:01.240840, arrival_time=2021-04-15 01:30:21.513993, cost_time=0:00:03.722530 2021-04-15 01:30:21,371 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=1.50ms, fps=2114 images/s, loss=0.9923, top1-acc=75.63%, top5-acc=92.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:21.371098, cost_time=0:00:04.820538 2021-04-15 01:30:22,151 INFO : Epoch=0196 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:05:17.317060, arrival_time=2021-04-15 01:35:39.468802, cost_time=4:19:08.535972 2021-04-15 01:30:22,154 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 01:30:26,108 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.74ms, fps=647 images/s, loss=0.0061, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.547004, arrival_time=2021-04-15 01:31:39.655444, cost_time=0:00:03.954142 2021-04-15 01:30:29,866 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0059, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.865424, arrival_time=2021-04-15 01:31:37.731675, cost_time=0:00:07.711981 2021-04-15 01:30:33,621 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0060, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:03.451840, arrival_time=2021-04-15 01:31:37.073306, cost_time=0:00:11.467202 2021-04-15 01:30:37,377 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=3.25ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:59.369700, arrival_time=2021-04-15 01:31:36.747012, cost_time=0:00:15.223004 2021-04-15 01:30:41,133 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=3.92ms, fps=682 images/s, loss=0.0065, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:55.418388, arrival_time=2021-04-15 01:31:36.551568, cost_time=0:00:18.978912 2021-04-15 01:30:44,889 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:51.532984, arrival_time=2021-04-15 01:31:36.422372, cost_time=0:00:22.735131 2021-04-15 01:30:48,637 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.05ms, fps=683 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.668320, arrival_time=2021-04-15 01:31:36.305204, cost_time=0:00:26.482428 2021-04-15 01:30:52,388 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.50ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.839648, arrival_time=2021-04-15 01:31:36.228131, cost_time=0:00:30.234209 2021-04-15 01:30:56,136 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.13ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.023374, arrival_time=2021-04-15 01:31:36.160103, cost_time=0:00:33.982104 2021-04-15 01:30:59,903 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.53ms, fps=680 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.238944, arrival_time=2021-04-15 01:31:36.142234, cost_time=0:00:37.748895 2021-04-15 01:31:03,659 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.449176, arrival_time=2021-04-15 01:31:36.108173, cost_time=0:00:41.504716 2021-04-15 01:31:07,414 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.92ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.664616, arrival_time=2021-04-15 01:31:36.078977, cost_time=0:00:45.259924 2021-04-15 01:31:11,174 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.74ms, fps=681 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.887016, arrival_time=2021-04-15 01:31:36.061246, cost_time=0:00:49.019940 2021-04-15 01:31:14,936 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.63ms, fps=681 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.112728, arrival_time=2021-04-15 01:31:36.048936, cost_time=0:00:52.781767 2021-04-15 01:31:18,699 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=5.57ms, fps=680 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.340620, arrival_time=2021-04-15 01:31:36.040400, cost_time=0:00:56.545500 2021-04-15 01:31:22,457 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=2.13ms, fps=681 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.568292, arrival_time=2021-04-15 01:31:36.026073, cost_time=0:01:00.303461 2021-04-15 01:31:26,215 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.59ms, fps=681 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.797606, arrival_time=2021-04-15 01:31:36.013135, cost_time=0:01:04.061266 2021-04-15 01:31:29,968 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=3.05ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.027936, arrival_time=2021-04-15 01:31:35.996559, cost_time=0:01:07.814356 2021-04-15 01:31:33,724 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.84ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.260092, arrival_time=2021-04-15 01:31:35.984015, cost_time=0:01:11.569577 2021-04-15 01:31:35,724 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.62ms, fps=680 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:35.723952, cost_time=0:01:13.569707 2021-04-15 01:31:37,087 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.84ms, fps=1881 images/s, loss=1.0050, top1-acc=75.86%, top5-acc=93.28%, remaining_time=0:00:04.083180, arrival_time=2021-04-15 01:31:41.170410, cost_time=0:00:01.361057 2021-04-15 01:31:38,282 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=2.47ms, fps=2144 images/s, loss=0.9865, top1-acc=75.82%, top5-acc=93.71%, remaining_time=0:00:02.555720, arrival_time=2021-04-15 01:31:40.837631, cost_time=0:00:02.555730 2021-04-15 01:31:39,486 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.83ms, fps=2126 images/s, loss=0.9942, top1-acc=75.65%, top5-acc=93.22%, remaining_time=0:00:01.253440, arrival_time=2021-04-15 01:31:40.739998, cost_time=0:00:03.760322 2021-04-15 01:31:40,579 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.17ms, fps=2124 images/s, loss=1.0062, top1-acc=75.70%, top5-acc=93.18%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:40.579485, cost_time=0:00:04.853346 2021-04-15 01:31:41,487 INFO : Epoch=0197 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:03:57.987888, arrival_time=2021-04-15 01:35:39.474963, cost_time=4:20:27.871251 2021-04-15 01:31:41,489 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 01:31:45,449 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.99ms, fps=647 images/s, loss=0.0070, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:13.646886, arrival_time=2021-04-15 01:32:59.096386, cost_time=0:00:03.959514 2021-04-15 01:31:49,200 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.47ms, fps=683 images/s, loss=0.0067, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.849056, arrival_time=2021-04-15 01:32:57.049158, cost_time=0:00:07.710118 2021-04-15 01:31:52,962 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=3.54ms, fps=681 images/s, loss=0.0065, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.479894, arrival_time=2021-04-15 01:32:56.442192, cost_time=0:00:11.472278 2021-04-15 01:31:56,712 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0064, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.366268, arrival_time=2021-04-15 01:32:56.078566, cost_time=0:00:15.222138 2021-04-15 01:32:00,466 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.14ms, fps=682 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:55.411234, arrival_time=2021-04-15 01:32:55.877716, cost_time=0:00:18.976463 2021-04-15 01:32:04,228 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.05ms, fps=681 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:51.539784, arrival_time=2021-04-15 01:32:55.767911, cost_time=0:00:22.738145 2021-04-15 01:32:07,977 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.55ms, fps=683 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.676888, arrival_time=2021-04-15 01:32:55.654046, cost_time=0:00:26.487130 2021-04-15 01:32:11,723 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.66ms, fps=684 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:43.838140, arrival_time=2021-04-15 01:32:55.561434, cost_time=0:00:30.233202 2021-04-15 01:32:15,474 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.06ms, fps=683 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:40.026660, arrival_time=2021-04-15 01:32:55.501513, cost_time=0:00:33.984861 2021-04-15 01:32:19,232 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=2.32ms, fps=681 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.232608, arrival_time=2021-04-15 01:32:55.464923, cost_time=0:00:37.742291 2021-04-15 01:32:22,988 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=3.14ms, fps=682 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.443844, arrival_time=2021-04-15 01:32:55.431855, cost_time=0:00:41.497975 2021-04-15 01:32:26,733 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=2.01ms, fps=684 images/s, loss=0.0063, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.654280, arrival_time=2021-04-15 01:32:55.387854, cost_time=0:00:45.243590 2021-04-15 01:32:30,483 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.89ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.873486, arrival_time=2021-04-15 01:32:55.356797, cost_time=0:00:48.993190 2021-04-15 01:32:34,229 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=2.06ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.095592, arrival_time=2021-04-15 01:32:55.324631, cost_time=0:00:52.739005 2021-04-15 01:32:37,973 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.93ms, fps=684 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.321668, arrival_time=2021-04-15 01:32:55.295371, cost_time=0:00:56.483724 2021-04-15 01:32:41,731 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.76ms, fps=681 images/s, loss=0.0064, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.554216, arrival_time=2021-04-15 01:32:55.285283, cost_time=0:01:00.240948 2021-04-15 01:32:45,480 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.44ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.786764, arrival_time=2021-04-15 01:32:55.267213, cost_time=0:01:03.990324 2021-04-15 01:32:49,235 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.69ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.021840, arrival_time=2021-04-15 01:32:55.257598, cost_time=0:01:07.745649 2021-04-15 01:32:52,990 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.58ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.257908, arrival_time=2021-04-15 01:32:55.248399, cost_time=0:01:11.500447 2021-04-15 01:32:54,990 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.34ms, fps=680 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:54.990484, cost_time=0:01:13.500392 2021-04-15 01:32:56,345 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.52ms, fps=1894 images/s, loss=0.9681, top1-acc=77.34%, top5-acc=93.16%, remaining_time=0:00:04.055640, arrival_time=2021-04-15 01:33:00.400626, cost_time=0:00:01.351879 2021-04-15 01:32:57,539 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.66ms, fps=2145 images/s, loss=1.0049, top1-acc=75.98%, top5-acc=92.48%, remaining_time=0:00:02.546060, arrival_time=2021-04-15 01:33:00.085305, cost_time=0:00:02.546069 2021-04-15 01:32:58,741 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.35ms, fps=2131 images/s, loss=0.9948, top1-acc=76.13%, top5-acc=92.79%, remaining_time=0:00:01.249380, arrival_time=2021-04-15 01:32:59.990662, cost_time=0:00:03.748131 2021-04-15 01:32:59,834 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=1.25ms, fps=2122 images/s, loss=1.0160, top1-acc=75.89%, top5-acc=92.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:59.834914, cost_time=0:00:04.841822 2021-04-15 01:33:00,569 INFO : Epoch=0198 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:02:38.656098, arrival_time=2021-04-15 01:35:39.225505, cost_time=4:21:46.953607 2021-04-15 01:33:00,571 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 01:33:04,506 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=2.18ms, fps=651 images/s, loss=0.0074, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:13.176678, arrival_time=2021-04-15 01:34:17.682925, cost_time=0:00:03.934229 2021-04-15 01:33:08,262 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=2.25ms, fps=682 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:07.675344, arrival_time=2021-04-15 01:34:15.937746, cost_time=0:00:07.690378 2021-04-15 01:33:12,014 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.72ms, fps=682 images/s, loss=0.0064, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:03.314226, arrival_time=2021-04-15 01:34:15.328765, cost_time=0:00:11.442318 2021-04-15 01:33:15,775 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.50ms, fps=681 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:59.293572, arrival_time=2021-04-15 01:34:15.069115, cost_time=0:00:15.203466 2021-04-15 01:33:19,526 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.88ms, fps=683 images/s, loss=0.0063, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.347870, arrival_time=2021-04-15 01:34:14.874698, cost_time=0:00:18.954733 2021-04-15 01:33:23,285 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=2.08ms, fps=681 images/s, loss=0.0064, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:51.483480, arrival_time=2021-04-15 01:34:14.768974, cost_time=0:00:22.713317 2021-04-15 01:33:27,037 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.77ms, fps=683 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.637954, arrival_time=2021-04-15 01:34:14.675582, cost_time=0:00:26.465521 2021-04-15 01:33:30,790 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.42ms, fps=682 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:43.817028, arrival_time=2021-04-15 01:34:14.607611, cost_time=0:00:30.218617 2021-04-15 01:33:34,536 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=2.92ms, fps=684 images/s, loss=0.0061, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:40.001962, arrival_time=2021-04-15 01:34:14.537918, cost_time=0:00:33.963917 2021-04-15 01:33:38,290 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.48ms, fps=682 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.209760, arrival_time=2021-04-15 01:34:14.500273, cost_time=0:00:37.718540 2021-04-15 01:33:42,054 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=2.77ms, fps=680 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.431804, arrival_time=2021-04-15 01:34:14.486387, cost_time=0:00:41.482545 2021-04-15 01:33:45,817 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=2.71ms, fps=680 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.655648, arrival_time=2021-04-15 01:34:14.473406, cost_time=0:00:45.245733 2021-04-15 01:33:49,583 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=2.38ms, fps=680 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.882792, arrival_time=2021-04-15 01:34:14.466367, cost_time=0:00:49.011610 2021-04-15 01:33:53,334 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.33ms, fps=683 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.104776, arrival_time=2021-04-15 01:34:14.438750, cost_time=0:00:52.761972 2021-04-15 01:33:57,087 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=2.06ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.331466, arrival_time=2021-04-15 01:34:14.419070, cost_time=0:00:56.515585 2021-04-15 01:34:00,838 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=2.38ms, fps=683 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.559976, arrival_time=2021-04-15 01:34:14.398594, cost_time=0:01:00.266505 2021-04-15 01:34:04,587 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.56ms, fps=683 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.790560, arrival_time=2021-04-15 01:34:14.377967, cost_time=0:01:04.015264 2021-04-15 01:34:08,344 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.65ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.024192, arrival_time=2021-04-15 01:34:14.368472, cost_time=0:01:07.772195 2021-04-15 01:34:12,095 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.40ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.258628, arrival_time=2021-04-15 01:34:14.353845, cost_time=0:01:11.523139 2021-04-15 01:34:14,097 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=2.06ms, fps=680 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:14.096915, cost_time=0:01:13.524948 2021-04-15 01:34:15,405 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.53ms, fps=1960 images/s, loss=0.9950, top1-acc=75.27%, top5-acc=92.85%, remaining_time=0:00:03.919110, arrival_time=2021-04-15 01:34:19.324477, cost_time=0:00:01.306373 2021-04-15 01:34:16,595 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.37ms, fps=2152 images/s, loss=0.9855, top1-acc=76.11%, top5-acc=92.77%, remaining_time=0:00:02.496400, arrival_time=2021-04-15 01:34:19.091876, cost_time=0:00:02.496392 2021-04-15 01:34:17,788 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.94ms, fps=2147 images/s, loss=0.9919, top1-acc=75.79%, top5-acc=92.89%, remaining_time=0:00:01.229830, arrival_time=2021-04-15 01:34:19.018508, cost_time=0:00:03.689497 2021-04-15 01:34:18,877 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=1.18ms, fps=2133 images/s, loss=0.9670, top1-acc=76.06%, top5-acc=93.06%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:18.877000, cost_time=0:00:04.778061 2021-04-15 01:34:19,624 INFO : Epoch=0199 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:01:19.326675, arrival_time=2021-04-15 01:35:38.950773, cost_time=4:23:06.008312 2021-04-15 01:34:19,626 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 01:34:23,539 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=2.40ms, fps=654 images/s, loss=0.0060, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:12.774732, arrival_time=2021-04-15 01:35:36.313905, cost_time=0:00:03.912621 2021-04-15 01:34:27,301 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=3.05ms, fps=681 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.540528, arrival_time=2021-04-15 01:35:34.842017, cost_time=0:00:07.675061 2021-04-15 01:34:31,046 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=2.66ms, fps=684 images/s, loss=0.0062, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:03.192382, arrival_time=2021-04-15 01:35:34.239123, cost_time=0:00:11.420301 2021-04-15 01:34:34,798 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=3.96ms, fps=682 images/s, loss=0.0061, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:59.171268, arrival_time=2021-04-15 01:35:33.969814, cost_time=0:00:15.172125 2021-04-15 01:34:38,554 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.51ms, fps=682 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:55.269906, arrival_time=2021-04-15 01:35:33.824349, cost_time=0:00:18.928047 2021-04-15 01:34:42,311 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=2.68ms, fps=682 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:51.418880, arrival_time=2021-04-15 01:35:33.730200, cost_time=0:00:22.684830 2021-04-15 01:34:46,071 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.72ms, fps=681 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:47.601540, arrival_time=2021-04-15 01:35:33.673222, cost_time=0:00:26.445293 2021-04-15 01:34:49,829 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.94ms, fps=681 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:43.794988, arrival_time=2021-04-15 01:35:33.624786, cost_time=0:00:30.203419 2021-04-15 01:34:53,577 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.72ms, fps=683 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.987334, arrival_time=2021-04-15 01:35:33.565218, cost_time=0:00:33.951489 2021-04-15 01:34:57,331 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.80ms, fps=682 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:36.196992, arrival_time=2021-04-15 01:35:33.528734, cost_time=0:00:37.705234 2021-04-15 01:35:01,075 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.67ms, fps=684 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.405574, arrival_time=2021-04-15 01:35:33.481002, cost_time=0:00:41.448942 2021-04-15 01:35:04,838 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=2.74ms, fps=681 images/s, loss=0.0061, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.633912, arrival_time=2021-04-15 01:35:33.471803, cost_time=0:00:45.211392 2021-04-15 01:35:08,591 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.54ms, fps=682 images/s, loss=0.0062, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.859296, arrival_time=2021-04-15 01:35:33.451067, cost_time=0:00:48.965251 2021-04-15 01:35:12,351 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.98ms, fps=681 images/s, loss=0.0062, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.090104, arrival_time=2021-04-15 01:35:33.441960, cost_time=0:00:52.725286 2021-04-15 01:35:16,099 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.54ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.318310, arrival_time=2021-04-15 01:35:33.417517, cost_time=0:00:56.472822 2021-04-15 01:35:19,849 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.46ms, fps=683 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.550112, arrival_time=2021-04-15 01:35:33.399388, cost_time=0:01:00.222741 2021-04-15 01:35:23,602 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.55ms, fps=682 images/s, loss=0.0063, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.784502, arrival_time=2021-04-15 01:35:33.386520, cost_time=0:01:03.975642 2021-04-15 01:35:27,354 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=2.08ms, fps=682 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.020240, arrival_time=2021-04-15 01:35:33.374419, cost_time=0:01:07.727781 2021-04-15 01:35:31,107 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.46ms, fps=682 images/s, loss=0.0063, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.257290, arrival_time=2021-04-15 01:35:33.364563, cost_time=0:01:11.480874 2021-04-15 01:35:33,111 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.34ms, fps=679 images/s, loss=0.0064, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:33.111595, cost_time=0:01:13.485128 2021-04-15 01:35:34,425 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.24ms, fps=1951 images/s, loss=1.0314, top1-acc=74.49%, top5-acc=93.52%, remaining_time=0:00:03.935640, arrival_time=2021-04-15 01:35:38.361393, cost_time=0:00:01.311876 2021-04-15 01:35:35,618 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.55ms, fps=2148 images/s, loss=1.0009, top1-acc=75.51%, top5-acc=93.24%, remaining_time=0:00:02.504520, arrival_time=2021-04-15 01:35:38.122931, cost_time=0:00:02.504516 2021-04-15 01:35:36,817 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.43ms, fps=2136 images/s, loss=0.9957, top1-acc=75.68%, top5-acc=93.12%, remaining_time=0:00:01.234580, arrival_time=2021-04-15 01:35:38.052203, cost_time=0:00:03.703728 2021-04-15 01:35:37,907 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=1.34ms, fps=2130 images/s, loss=0.9853, top1-acc=75.53%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:37.907318, cost_time=0:00:04.793467 2021-04-15 01:35:39,080 INFO : Epoch=0200 complete, best val top1-acc=76.12%, top5-acc=92.71% (epoch=183), remaining_time=0:00:00, arrival_time=2021-04-15 01:35:39.080824, cost_time=4:24:25.465048